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Mcp AI repositories
OSS Radar projects in the mcp category.
The agent harness performance optimization system. Skills, instincts, memory, security, and research-first development for Claude Code, Codex, Opencode, Cursor and beyond.
- Category
- mcp
- Stars
- 238,581
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +1,986 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
ai-agents anthropic claude claude-code developer-tools llm
Something wrong? Category · Trend · Risk
Build Agentic workflows, RAG pipelines, with rich AI model and tool support on one collaborative workspace. Deploy on cloud, VPC, or self-hosted, so teams move from prototype to production without reb
- Category
- mcp
- Stars
- 151,729
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +807 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
agent agentic-ai agentic-framework agentic-workflow ai automation
Something wrong? Category · Trend · Risk
Turn any codebase, with its docs, SQL schemas, configs, and PDFs, into a queryable knowledge graph. A /graphify skill for Claude Code, Cursor, Codex, and Gemini CLI: local deterministic AST parsing, e
- Category
- mcp
- Stars
- 104,030
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +4,388 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
ai-agents antigravity ast claude-code code-analysis code-search
Something wrong? Category · Trend · Risk
Compress tool outputs, logs, files, and RAG chunks before they reach the LLM. 20% fewer tokens for coding agents, 60-95% fewer tokens for JSON, same answers. Library, proxy, MCP server.
- Category
- mcp
- Stars
- 65,405
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +1,852 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
agent ai anthropic claude-code compression context-engineering
Something wrong? Category · Trend · Risk
⭐AI-driven public opinion & trend monitor with multi-platform aggregation, RSS, and smart alerts.🎯 告别信息过载，你的 AI 舆情监控助手与热点筛选工具！聚合多平台热点 + RSS 订阅，支持关键词精准筛选。AI 智能筛选新闻 + AI 翻译 + AI 分析简报直推手机，也支持接入 MCP 架构，
- Category
- mcp
- Stars
- 61,261
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- medium
- Maintainer health
- healthy
- Maintenance risk
- 26/100 · high confidence
Why: +215 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: recent commit cadence is 1/7.4 of its monthly baseline, no pull-request review responses in 30 days. Missing inputs: release recency.
ai bark data-analysis docker hot-news llm
Something wrong? Category · Trend · Risk
Context7 Platform -- Up-to-date code documentation for LLMs and AI code editors
- Category
- mcp
- Stars
- 60,403
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 8/100 · high confidence
Why: +320 stars in 7 days; 24 commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity
Strongest signals: push recency, commit activity, contributor breadth. Risks: no pull-request review responses in 30 days. Missing inputs: None.
Capped lower bounds: lifetime contributors, response activity.
llm mcp mcp-server vibe-coding
Something wrong? Category · Trend · Risk
The best-benchmarked open-source AI memory system. And it's free.
- Category
- mcp
- Stars
- 58,200
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +284 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
ai chromadb llm mcp memory python
Something wrong? Category · Trend · Risk
【低代码迈入v2.0时代，一句话即可生成整个系统】企业级AI低代码平台，一键生成前后端代码甚至整个系统。 AI Skills 一句话画流程、设计表单、生成报表、大屏。内置 AI应用平台涵盖：AI聊天、知识库、流程编排、MCP插件等，兼容主流大模型。引领AI低代码「Skills 生成 → 在线配置 → 代码生成 → 手工合并->AI修改」开发模式，解决 Java 项目 90% 重复工作，提高效率又不
- Category
- mcp
- Stars
- 47,318
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 8/100 · high confidence
Why: +97 stars in 7 days; 23 commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; open issue backlog is stable or shrinking
Strongest signals: push recency, commit activity, contributor breadth. Risks: no pull-request review responses in 30 days. Missing inputs: None.
activiti agent ai antd claude-code cli
Something wrong? Category · Trend · Risk
Learn it. Build it. Ship it for others.
- Category
- mcp
- Stars
- 46,236
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +929 stars in 7 days; 36 commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity; open issue backlog is stable or shrinking
Strongest signals: push recency, commit activity, contributor breadth. Risks: maintenance is concentrated in one contributor. Missing inputs: None.
Capped lower bounds: response activity.
agents ai ai-agents ai-engineering computer-vision course
Something wrong? Category · Trend · Risk
AI Agent Assistant & development framework that integrates lots of IM platforms, LLMs, plugins and AI feature, and can be your openclaw alternative. ✨
- Category
- mcp
- Stars
- 38,798
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +395 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
agent ai astrbot chatbot chatgpt discord
Something wrong? Category · Trend · Risk
Composio powers 1000+ toolkits, tool search, context management, authentication, and a sandboxed workbench to help you build AI agents that turn intent into action.
- Category
- mcp
- Stars
- 29,574
- Readiness
- ready (95/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +99 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai agents ai ai-agents aiagents developer-tools
Something wrong? Category · Trend · Risk
Local-first code intelligence graph for MCP and CLI. Builds a persistent map of your codebase so AI coding tools read only what matters, with benchmarked context reductions on reviews and large-repo w
- Category
- mcp
- Stars
- 29,357
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1,466 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-coding claude claude-code code-review graphrag incremental
Something wrong? Category · Trend · Risk
FastGPT is a knowledge-based platform built on the LLMs, offers a comprehensive suite of out-of-the-box capabilities such as data processing, RAG retrieval, and visual AI workflow orchestration, letti
- Category
- mcp
- Stars
- 29,287
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +76 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent claude deepseek llm mcp nextjs
Something wrong? Category · Trend · Risk
Build and run agents you can see, understand and trust.
- Category
- mcp
- Stars
- 28,711
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +248 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent chatbot large-language-models llm llm-agent mcp
Something wrong? Category · Trend · Risk
📦 Repomix is a powerful tool that packs your entire repository into a single, AI-friendly file. Perfect for when you need to feed your codebase to Large Language Models (LLMs) or other AI tools like C
- Category
- mcp
- Stars
- 27,704
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +160 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai anthropic artificial-intelligence chatbot chatgpt claude
Something wrong? Category · Trend · Risk
817 structured cybersecurity skills for AI agents · Mapped to 6 frameworks: MITRE ATT&CK, NIST CSF 2.0, MITRE ATLAS, D3FEND, NIST AI RMF & MITRE F3 (Fight Fraud) · agentskills.io standard · Works with
- Category
- mcp
- Stars
- 27,443
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +413 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents claude-code cloud-security cybersecurity devsecops ethical-hacking
Something wrong? Category · Trend · Risk
Mastra is the modern TypeScript framework for AI-powered applications and agents.
- Category
- mcp
- Stars
- 27,032
- Readiness
- ready (83/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +248 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents ai chatbots evals javascript llm
Something wrong? Category · Trend · Risk
An open-source AI coding agent that lives in your terminal.
- Category
- mcp
- Stars
- 26,830
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic ai ai-agent ai-coding cli coding-agent
Something wrong? Category · Trend · Risk
Expose your FastAPI endpoints as Model Context Protocol (MCP) tools, with Auth!
- Category
- mcp
- Stars
- 11,977
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 256 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai authentication authorization claude cursor fastapi
Something wrong? Category · Trend · Risk
Bytebot is a self-hosted AI desktop agent that automates computer tasks through natural language commands, operating within a containerized Linux desktop environment.
- Category
- mcp
- Stars
- 11,089
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 100/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: repository is archived, no push in 329 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agentic-ai agents ai ai-agents ai-tools
Something wrong? Category · Trend · Risk
Build effective agents using Model Context Protocol and simple workflow patterns
- Category
- mcp
- Stars
- 8,493
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +7 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 194 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents ai ai-agents llm llms mcp
Something wrong? Category · Trend · Risk
Put an end to code hallucinations! GitMCP is a free, open-source, remote MCP server for any GitHub project
- Category
- mcp
- Stars
- 8,321
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 15/100 · low confidence
Why: +14 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 91 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai agents ai claude copilot cursor
Something wrong? Category · Trend · Risk
Tutorials, Guides and Agent Skills Directories
- Category
- mcp
- Stars
- 6,070
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 0/100 · low confidence
Why: +27 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-skills ai-agents ai-development anthropic automation awesome
Something wrong? Category · Trend · Risk
Give your AI agent eyes to see the entire internet. Read & search Twitter, Reddit, YouTube, GitHub, Bilibili, XiaoHongShu — one CLI, zero API fees.
- Category
- mcp
- Stars
- 68,372
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 8/100 · high confidence
Why: +5,045 stars in 7 days; 59 commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity
Strongest signals: push recency, commit activity, contributor breadth. Risks: no pull-request review responses in 30 days. Missing inputs: None.
Capped lower bounds: response activity.
agent-infrastructure ai-agent ai-search automation bilibili claude-code
Something wrong? Category · Trend · Risk
A privacy-first, self-hosted, fully open source personal knowledge management software, written in typescript and golang.
- Category
- mcp
- Stars
- 45,669
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +127 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity; open issue backlog is stable or shrinking
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
agentic-ai ai-agent digital-garden electron knowledge-base knowledge-graph
Something wrong? Category · Trend · Risk
AI Agents & MCPs & AI Workflow Automation • (~400 MCP servers for AI agents) • AI Automation / AI Agent with MCPs • AI Workflows & AI Agents • MCPs for AI Agents
- Category
- mcp
- Stars
- 23,618
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +96 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent ai-agent-tools ai-agents ai-agents-framework mcp mcp-server
Something wrong? Category · Trend · Risk
⌥ AI Coding agent for the terminal — hash-anchored edits, optimized tool harness, LSP, Python, browser, subagents, and more
- Category
- mcp
- Stars
- 22,783
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1,891 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent ai-coding-agent anthropic bun claude cli
Something wrong? Category · Trend · Risk
The most RAM efficient harness
- Category
- mcp
- Stars
- 16,358
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1,820 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agent ai-coding-agent claude cli coding-agent
Something wrong? Category · Trend · Risk
AI 时代的伯克希尔：基于 Claude Code / Codex 的价值投资研究框架。巴菲特·芒格·段永平·李录四大师方法论 + 多Agent并行研究。| AI-era Berkshire: a value investing research framework built for Claude Code / Codex. 4 masters' methodologies + multi-ag
- Category
- mcp
- Stars
- 15,186
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +385 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agent anthropic berkshire-hathaway charlie-munger china-stock
Something wrong? Category · Trend · Risk
Local-first cross-platform desktop workspace for Claude Code / agents: multi-agent, Git worktrees, code diffs, skill marketplace, multi-model, Computer Use, task-aware desktop pets, with WeChat, Feish
- Category
- mcp
- Stars
- 13,976
- Readiness
- ready (100/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +157 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai ai-agent anthropic claude claude-code
Something wrong? Category · Trend · Risk
Open-source, desktop-grade AI agent that gets real work done — data analysis, slides, docs, video & web research. Built on OpenClaw; runs tools on your real desktop and takes commands from your phone
- Category
- mcp
- Stars
- 5,814
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +79 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai-agent ai-assistant automation autonomous-agents chatbot
Something wrong? Category · Trend · Risk
Open-source All in One AI agent workspace. Run any agent — Claude Code, Codex — across your tools (100+ integrations + MCP), apps, browser, and files, with shared memory. Built-in models or BYOK.
- Category
- mcp
- Stars
- 5,492
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +32 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agent-harness agent-os agentic ai ai-agent
Something wrong? Category · Trend · Risk
A trilingual (繁中 / English / 简中) learning roadmap for agentic AI: from LLM basics to multi-agent systems, with 240+ curated resources and hands-on examples. 中文 AI agent 學習地圖。
- Category
- mcp
- Stars
- 5,105
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +123 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai agentic-workflows ai-agent ai-agents awesome-list chinese-llm
Something wrong? Category · Trend · Risk
Where data access meets operational intelligence
- Category
- mcp
- Stars
- 4,994
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +56 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent data-catalog data-governance data-integration data-lineage data-pipeline
Something wrong? Category · Trend · Risk
Claude Code Guide - Setup, Commands, workflows, agents, skills & tips-n-tricks from beginner to power user!
- Category
- mcp
- Stars
- 4,514
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +67 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agent ai-agent-tools anthropic-claude claude claude-ai
Something wrong? Category · Trend · Risk
The go-to web for your AI coding agent — local-first search, fetch, crawl & research over MCP. No API keys, no cloud, $0/query. Public beta.
- Category
- mcp
- Stars
- 4,399
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +370 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai ai-agent claude cli developer-tools
Something wrong? Category · Trend · Risk
🔍 导出并模糊搜索 Telegram 聊天记录 | Export and fuzzy search your Telegram chat history
- Category
- mcp
- Stars
- 4,052
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +13 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agent embedding mcp telegram telegram-bot
Something wrong? Category · Trend · Risk
Open-source desktop SQL workspace for PostgreSQL, MySQL/MariaDB, SQLite and 15+ more databases like DuckDB, ClickHouse, Redis and Firestore. Built-in MCP server for Claude, Cursor and Devin, SQL noteb
- Category
- mcp
- Stars
- 4,043
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +54 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent ai-assistant cross-platform database-client database-gui database-tool
Something wrong? Category · Trend · Risk
《御舆：解码 Agent Harness》42万字拆解 AI Agent 的Harness骨架与神经 —— Claude Code 架构深度剖析，15 章从对话循环到构建你自己的 Agent Harness。在线阅读网站：
- Category
- mcp
- Stars
- 4,065
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +34 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agent-architecture ai-agent anthropic book chinese
Something wrong? Category · Trend · Risk
A Plugin-Based Multi-Agent System for In-Editor Academic Writing, Review, and Editing
- Category
- mcp
- Stars
- 1,522
- Readiness
- needs review (59/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agentic-ai ai-agent ai-agents-framework chatgpt latex
Something wrong? Category · Trend · Risk
MCP server for Google Ads, Meta Ads & GA4 — works with ChatGPT, Claude, Cursor, n8n, Windsurf & more. 250+ tools for campaign management, analytics & optimization.
- Category
- mcp
- Stars
- 1,052
- Readiness
- needs review (52/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 0/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ad-optimization advertising ai-agent campaign-management chatgpt claude
Something wrong? Category · Trend · Risk
Self-hostable channel-native AI teammate for Slack. Open source alternative to Claude Tag. LLM-agnostic.
- Category
- mcp
- Stars
- 908
- Readiness
- needs review (71/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +7 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent ai-memory ai-teammate ambient-agent anthropic autonomous-agent
Something wrong? Category · Trend · Risk
🔬🦞 A self-evolving AI research colleague for scientists. 285 skills, zero hallucination, persistent memory.
- Category
- mcp
- Stars
- 873
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agent bioinformatics literature-review llm mcp
Something wrong? Category · Trend · Risk
Production-Ready MCP Server Framework • Build, deploy & scale secure AI agent infrastructure • Includes Auth, Observability, Debugger, Telemetry & Runtime • Run real-world MCPs powering AI Agents
- Category
- mcp
- Stars
- 837
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 15/100 · low confidence
Why: +4 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 91 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-runtime ai ai-agent ai-agent-tools ai-agents ai-platform
Something wrong? Category · Trend · Risk
Ultimate Context Engineering Infrastructure, starting from MCPs and Integrations
- Category
- mcp
- Stars
- 812
- Readiness
- needs review (46/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 289 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agents ai ai-agent context-engineering go
Something wrong? Category · Trend · Risk
All in one vscode plugin for mcp developer
- Category
- mcp
- Stars
- 754
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent llm mcp
Something wrong? Category · Trend · Risk
FofaMap v2.0 是一款基于 Python3 开发的全网首个 AI 驱动红队资产测绘智能体。在延续原有 FOFA 数据采集、存活检测、统计聚合、图标 Hash 及批量查询等核心功能的基础上，2.0 版本原生支持 MCP 协议，可无缝接入 Cursor、Claude 等 AI 平台。其核心内置了 AI 自我反思机制，能根据查询结果自动调优语法，并智能联动 Nuclei 推荐精准扫描策略，实现
- Category
- mcp
- Stars
- 695
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 20/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 120 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent asset-mapping fofa-api fofamap information-gathering-tools mcp
Something wrong? Category · Trend · Risk
Give Claude/Cursor email powers. 27 MCP tools — inbox, send, reply, contacts, search. Free, no signup.
- Category
- mcp
- Stars
- 671
- Readiness
- high risk (38/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 25/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 147 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai-agent claude email keyid mcp
Something wrong? Category · Trend · Risk
Official python implementation of UTCP. UTCP is an open standard that lets AI agents call any API directly, without extra middleware.
- Category
- mcp
- Stars
- 644
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agent ai-agent-tools developer-tools llm mcp
Something wrong? Category · Trend · Risk
Overture is an open-source, locally running web interface delivered as an MCP (Model Context Protocol) server that visually maps out the execution plan of any AI coding agent as an interactive flowcha
- Category
- mcp
- Stars
- 630
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 25/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 152 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent ai-coding automation claude claude-code codex
Something wrong? Category · Trend · Risk
Make your meetings accessible to AI Agents
- Category
- mcp
- Stars
- 556
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 23/100 · low confidence
Why: +21 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 141 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai-agent ai-tool conversational-ai llm mcp
Something wrong? Category · Trend · Risk
GEO 领域 AI 员工开源方案 · Open-source GEO AI-employee solution (MIT). GEO Skills package + curated lists of agents and office CLIs that make up the AI-employee stack.
- Category
- mcp
- Stars
- 508
- Readiness
- needs review (71/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-cli ai-agent ai-coworker ai-employee ai-workforce anthropic
Something wrong? Category · Trend · Risk
Hands-on workshop: Build a multi-agent AI system from scratch — Deep Research Agent + Writing Workflow served as MCP servers. Includes code, slides, and video
- Category
- mcp
- Stars
- 484
- Readiness
- needs review (62/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent ai-skills ai-workflow deep-research mcp multi-agent-systems
Something wrong? Category · Trend · Risk
The AI Agent for Cyber Security.
- Category
- mcp
- Stars
- 465
- Readiness
- needs review (46/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 15/100 · low confidence
Why: +14 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 91 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent ai-security appsec bug-bounty cli cybersecurity
Something wrong? Category · Trend · Risk
An open-source AI agent that brings the power of Gemini directly into your terminal.
- Category
- mcp
- Stars
- 106,410
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +130 stars in 7 days; 60 commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals; open issue backlog is stable or shrinking
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: lifetime contributors, response activity.
ai ai-agents cli gemini gemini-api mcp-client
Something wrong? Category · Trend · Risk
A curated list of awesome Claude Skills, resources, and tools for customizing Claude AI workflows
- Category
- mcp
- Stars
- 72,032
- Readiness
- needs review (63/100 heuristic points; not a probability)
- Data confidence
- medium
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +577 stars in 7 days; 28 lifetime contributors
Why it may be a gem: limited evidence; inspect maintenance signals before adopting
Strongest signals: push recency, contributor breadth, issue load. Risks: None identified. Missing inputs: release recency.
agent-skills ai-agents antigravity automation claude claude-code
Something wrong? Category · Trend · Risk
an open source, extensible AI agent that goes beyond code suggestions - install, execute, edit, and test with any LLM
- Category
- mcp
- Stars
- 52,533
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +512 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
acp ai ai-agents mcp
Something wrong? Category · Trend · Risk
AAS Core is the local, agent-first control plane for complete catalog discovery, agent-owned selection, stack validation, and planning, backed by 2,005+ agentic skills. Includes CLI, local MCP, catalo
- Category
- mcp
- Stars
- 44,610
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +373 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals; open issue backlog is stable or shrinking
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
agent-skills agentic-skills ai-agent-skills ai-agents ai-coding ai-workflows
Something wrong? Category · Trend · Risk
JavaScript in-page GUI agent. Control web interfaces with natural language.
- Category
- mcp
- Stars
- 28,502
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +186 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai ai-agents browser-automation javascript mcp
Something wrong? Category · Trend · Risk
A Go agent harness and service framework
- Category
- mcp
- Stars
- 23,002
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +23 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents distributed-systems go golang mcp
Something wrong? Category · Trend · Risk
GenBI (Generative BI) for AI agents, an open-source, governed text-to-SQL through an open context layer that turns natural-language questions into trusted dashboards, charts, and SQL across 20+ data s
- Category
- mcp
- Stars
- 17,180
- Readiness
- ready (84/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +420 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents bigquery business-intelligence charts clickhouse context-engineering
Something wrong? Category · Trend · Risk
Trigger.dev – build and deploy fully‑managed AI agents and workflows
- Category
- mcp
- Stars
- 15,936
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +109 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agent-framework ai-agents automation background-jobs mcp
Something wrong? Category · Trend · Risk
Install, run and deploy your own decentralized AI agent service
- Category
- mcp
- Stars
- 5,018
- Readiness
- high risk (44/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 298 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai agentic-framework ai ai-agents chatbot decentralized
Something wrong? Category · Trend · Risk
ACI.dev is the open source tool-calling platform that hooks up 600+ tools into any agentic IDE or custom AI agent through direct function calling or a unified MCP server. The birthplace of VibeOps.
- Category
- mcp
- Stars
- 4,859
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +36 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents ai ai-agents api developer-tools function-calling
Something wrong? Category · Trend · Risk
Provider-neutral Agent Skill for Codex, Claude Code, and agentic harness design.
- Category
- mcp
- Stars
- 2,196
- Readiness
- needs review (67/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +23 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-skill agent-skills agentic-workflows agents ai-agents anthropic
Something wrong? Category · Trend · Risk
everything-claude-code 中文翻译项目：完整的 Claude Code 配置集合（agents, skills, hooks, commands, rules, MCPs）。源自 Anthropic 黑客松获胜者的实战配置，助力中文工程师高效理解与使用 Claude Code。
- Category
- mcp
- Stars
- 1,832
- Readiness
- needs review (58/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 26/100 · low confidence
Why: +42 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 155 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents anthropic claude claude-code developer-tools everything-claude-code
Something wrong? Category · Trend · Risk
MCP server and Claude plugin for Postgres skills and documentation. Helps AI coding tools generate better PostgreSQL code.
- Category
- mcp
- Stars
- 1,808
- Readiness
- needs review (63/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents ai-coding claude-code-plugin claude-code-plugins claude-code-plugins-marketplace
Something wrong? Category · Trend · Risk
MCP Server para 70 APIs públicas brasileiras
- Category
- mcp
- Stars
- 1,713
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 17/100 · low confidence
Why: +15 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 103 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents apis-publicas brazil claude fastmcp governo
Something wrong? Category · Trend · Risk
Full computer-use for AI agents. Self-learning workflows. Native macOS. No screenshots required.
- Category
- mcp
- Stars
- 1,628
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 23/100 · low confidence
Why: +6 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 137 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
accessibility ai-agents automation claude-code computer-use llm-tools
Something wrong? Category · Trend · Risk
🔌 Plug-and-play library to enable agents to call MCP and UTCP tools via code execution.
- Category
- mcp
- Stars
- 1,519
- Readiness
- needs review (50/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents codemode mcp model-context-protocol toolchain utcp
Something wrong? Category · Trend · Risk
An AI co-worker with its own computer. Self-evolving, persistent memory, MCP server, secure credential collection, email identity. Built on the Claude Agent SDK.
- Category
- mcp
- Stars
- 1,460
- Readiness
- needs review (60/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +6 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-coworker anthropic autonomous-agents bun claude
Something wrong? Category · Trend · Risk
Run production apps without thinking about infrastructure. On your server or ours. Fully agentic.
- Category
- mcp
- Stars
- 1,458
- Readiness
- needs review (45/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents ai ai-agents ci-cd coolify cursor
Something wrong? Category · Trend · Risk
An IOS Simulator Skill for ClaudeCode. Use it to optimise Claude's ability to build, run and interact with your apps, and to proxy xcodebuild to save token wastage - LLMs directly calling xcb have to
- Category
- mcp
- Stars
- 1,207
- Readiness
- needs review (59/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +13 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agentic-ai ai-agents claude claude-ai claude-code
Something wrong? Category · Trend · Risk
Universal skill installer and package manager for AI coding agents. One command, 12+ runtimes. npx ai-agent-skills
- Category
- mcp
- Stars
- 1,116
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 16/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 94 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-skills ai-agents claude-code cli codex cursor
Something wrong? Category · Trend · Risk
Fair-code workflow automation platform with native AI capabilities. Combine visual building with custom code, self-host or cloud, 400+ integrations.
- Category
- mcp
- Stars
- 199,742
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +885 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
ai apis automation cli data-flow development
Something wrong? Category · Trend · Risk
Java 面试 & 后端通用面试指南，覆盖计算机基础、数据库、分布式、高并发、系统设计与 AI 应用开发
- Category
- mcp
- Stars
- 157,609
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- medium
- Maintainer health
- healthy
- Maintenance risk
- 8/100 · high confidence
Why: +190 stars in 7 days; 24 commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity; open issue backlog is stable or shrinking
Strongest signals: push recency, commit activity, contributor breadth. Risks: no pull-request review responses in 30 days. Missing inputs: release recency.
Capped lower bounds: lifetime contributors.
agent ai context-engineering deepseek interview java
Something wrong? Category · Trend · Risk
A cross-platform desktop All-in-One assistant for Claude Code, Codex, OpenCode, OpenClaw, Grok Build & Hermes Agent. Only official website: ccswitch.io
- Category
- mcp
- Stars
- 125,464
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +2,565 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity
Strongest signals: push recency, commit activity, contributor breadth. Risks: maintenance is concentrated in one contributor. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
ai-tools claude-code codex desktop-app grok grokbuild
Something wrong? Category · Trend · Risk
A collection of MCP servers.
- Category
- mcp
- Stars
- 91,945
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- medium
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +292 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, contributor breadth. Risks: maintenance is concentrated in one contributor. Missing inputs: release recency.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
ai mcp
Something wrong? Category · Trend · Risk
🤯 LobeHub is your Chief Agent Operator, organizing your agents into 7×24 operations by hiring, scheduling, and reporting on your entire AI team.
- Category
- mcp
- Stars
- 81,400
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +398 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
agent agent-collaboration agent-harness ai cao chatgpt
Something wrong? Category · Trend · Risk
The fastest path to AI-powered full stack observability, even for lean teams.
- Category
- mcp
- Stars
- 80,072
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +111 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
ai alerting cncf data-visualization database devops
Something wrong? Category · Trend · Risk
Real-time global intelligence dashboard. AI-powered news aggregation, geopolitical monitoring, and infrastructure tracking in a unified situational awareness interface
- Category
- mcp
- Stars
- 79,693
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +2,315 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, contributor breadth. Risks: maintenance is concentrated in one contributor. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
agent ai dashboard geopolitics mcp mcp-server
Something wrong? Category · Trend · Risk
🕷️ An adaptive Web Scraping framework that handles everything from a single request to a full-scale crawl!
- Category
- mcp
- Stars
- 73,007
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 8/100 · high confidence
Why: +1,020 stars in 7 days; 44 commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity
Strongest signals: push recency, commit activity, contributor breadth. Risks: no pull-request review responses in 30 days. Missing inputs: None.
ai ai-scraping automation crawler crawling crawling-python
Something wrong? Category · Trend · Risk
Chrome DevTools for coding agents
- Category
- mcp
- Stars
- 48,718
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +443 stars in 7 days; 95 commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: lifetime contributors, response activity.
browser chrome chrome-devtools debugging devtools mcp
Something wrong? Category · Trend · Risk
Enhanced ChatGPT Clone: Features Agents, MCP, Skills, DeepSeek, Anthropic, AWS, OpenAI, Responses API, Azure, Groq, o1, GPT-5, Mistral, OpenRouter, Vertex AI, Gemini, Artifacts, AI model switching, me
- Category
- mcp
- Stars
- 41,776
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +279 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
ai anthropic artifacts aws azure chatgpt
Something wrong? Category · Trend · Risk
Write HTML. Render video. Built for agents.
- Category
- mcp
- Stars
- 39,960
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +1,001 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, response activity.
ai animation ffmpeg framework gsap html
Something wrong? Category · Trend · Risk
Make AI do actual work. Swap the model anytime — keep everything you've built.
- Category
- mcp
- Stars
- 39,527
- Readiness
- needs review (66/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 18/100 · high confidence
Why: +21 stars in 7 days; 100+ lifetime contributors
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: contributor breadth, issue load, documentation. Risks: recent commit cadence is 2/19.6 of its monthly baseline. Missing inputs: None.
Capped lower bounds: lifetime contributors.
agents ai anton artificial-inteligence claude claude-cowork
Something wrong? Category · Trend · Risk
The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra
- Category
- mcp
- Stars
- 38,504
- Readiness
- needs review (69/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- watch
- Maintenance risk
- 18/100 · high confidence
Why: +131 stars in 7 days; 48 lifetime contributors
Why it may be a gem: healthy maintenance and project fundamentals; open issue backlog is stable or shrinking
Strongest signals: push recency, contributor breadth, issue load. Risks: recent commit cadence is 0/2.0 of its monthly baseline. Missing inputs: None.
agent agent-tars browser-use computer-use cowork gui-agent
Something wrong? Category · Trend · Risk
High-performance code intelligence MCP server. Indexes codebases into a persistent knowledge graph — average repo in milliseconds. 158 languages, sub-ms queries, 99% fewer tokens. Single static binary
- Category
- mcp
- Stars
- 38,061
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +1,235 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
aider ast claude-code code-analysis code-intelligence codex
Something wrong? Category · Trend · Risk
In-depth tutorials on LLMs, RAGs and real-world AI agent applications.
- Category
- mcp
- Stars
- 36,888
- Readiness
- ready (76/100 heuristic points; not a probability)
- Data confidence
- medium
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +86 stars in 7 days; 14 lifetime contributors
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, contributor breadth, issue load. Risks: None identified. Missing inputs: release recency.
agents ai llms machine-learning mcp rag
Something wrong? Category · Trend · Risk
Playwright MCP server
- Category
- mcp
- Stars
- 35,898
- Readiness
- ready (79/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +208 stars in 7 days; 12 commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; open issue backlog is stable or shrinking
Strongest signals: push recency, contributor breadth, issue load. Risks: None identified. Missing inputs: None.
mcp playwright
Something wrong? Category · Trend · Risk
Official, Anthropic-managed directory of high quality Claude Code Plugins.
- Category
- mcp
- Stars
- 33,249
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- medium
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +348 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, contributor breadth. Risks: maintenance is concentrated in one contributor. Missing inputs: release recency.
Capped lower bounds: 30-day commits, response activity.
claude-code mcp skills
Something wrong? Category · Trend · Risk
an easy-to-use dynamic service discovery, configuration and service management platform for building AI cloud native applications.
- Category
- mcp
- Stars
- 33,244
- Readiness
- ready (99/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +19 stars in 7 days; 86 commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: lifetime contributors, response activity.
a2a-registry agent ai-registry configuration-management distributed-configuration dubbo
Something wrong? Category · Trend · Risk
GitHub's official MCP Server
- Category
- mcp
- Stars
- 32,038
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +167 stars in 7 days; 53 commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: lifetime contributors, response activity.
github mcp mcp-server
Something wrong? Category · Trend · Risk
An autonomous agent that conducts deep research on any data using any LLM providers
- Category
- mcp
- Stars
- 28,881
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +127 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai automation deepresearch llms mcp
Something wrong? Category · Trend · Risk
An MCP-based chatbot | 一个基于MCP的聊天机器人
- Category
- mcp
- Stars
- 28,736
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +232 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
chatbot esp32 mcp
Something wrong? Category · Trend · Risk
🚀 The fast, Pythonic way to build MCP servers and clients.
- Category
- mcp
- Stars
- 27,106
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +110 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents fastmcp llms mcp mcp-clients mcp-servers
Something wrong? Category · Trend · Risk
Your ultimate Go microservices framework for the cloud-native era.
- Category
- mcp
- Stars
- 25,856
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +31 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai architecture cloud-native framework generate go
Something wrong? Category · Trend · Risk
🚀Vite+Vue3+Gin拥有AI辅助的基础开发平台，企业级业务AI+开发解决方案，内置mcp辅助服务，内置skills管理，支持TS和JS混用。它集成了JWT鉴权、权限管理、动态路由、显隐可控组件、分页封装、多点登录拦截、资源权限、上传下载、代码生成器、表单生成器和可配置的导入导出等开发必备功能。
- Category
- mcp
- Stars
- 24,923
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +24 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
admin ai casbin claw element-ui gin
Something wrong? Category · Trend · Risk
The official Python SDK for Model Context Protocol servers and clients
- Category
- mcp
- Stars
- 23,927
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp mcp-client mcp-server python
Something wrong? Category · Trend · Risk
A MCP for Claude Desktop / Claude Code / Windsurf / Cursor to build n8n workflows for you
- Category
- mcp
- Stars
- 22,632
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +178 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp mcp-server n8n workflows
Something wrong? Category · Trend · Risk
Create and share 3D architectural projects.
- Category
- mcp
- Stars
- 21,203
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
3d architecture bim cad editor floorplan
Something wrong? Category · Trend · Risk
Go language library for reading and writing Microsoft Excel™ (XLAM / XLSM / XLSX / XLTM / XLTX) spreadsheets
- Category
- mcp
- Stars
- 20,834
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +12 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai analytics chart ecma-376 excel
Something wrong? Category · Trend · Risk
YC (S26) | Record your screen 24/7 and plug into your agents. Local, private, secure. Connect to OpenClaw, Hermes agent and 100+ apps
- Category
- mcp
- Stars
- 20,814
- Readiness
- ready (83/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +161 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents agi ai ai-memory audio-recording computer-vision
Something wrong? Category · Trend · Risk
Context window optimization for AI coding agents. Sandboxes tool output (98% reduction), persists session memory, and enforces routing across 17 platforms via MCP + hooks.
- Category
- mcp
- Stars
- 19,700
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +181 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
antigravity claude claude-code claude-code-hooks claude-code-plugins claude-code-skill
Something wrong? Category · Trend · Risk
💻 The first course for AI-native product builders.
- Category
- mcp
- Stars
- 18,800
- Readiness
- ready (80/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +144 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai coding course deepseek gemini
Something wrong? Category · Trend · Risk
Streaming music player that finds free music for you
- Category
- mcp
- Stars
- 18,218
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +54 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai desktop-app linux mac mcp
Something wrong? Category · Trend · Risk
程序员鱼皮的 AI 资源大全 + Vibe Coding 零基础教程，分享 OpenClaw 保姆级教程、大模型玩法（DeepSeek / GPT / Gemini / Claude / GLM）、最新 AI 资讯、Prompt 提示词大全、AI 知识百科（Agent Skills / RAG / MCP / A2A）、AI 编程教程（Harness Engineering）、AI 工具用法（Cu
- Category
- mcp
- Stars
- 18,144
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +252 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai artificial-intelligence chatgpt claude codex cursor
Something wrong? Category · Trend · Risk
This open-source curriculum introduces the fundamentals of Model Context Protocol (MCP) through real-world, cross-language examples in .NET, Java, TypeScript, JavaScript, Rust and Python. Designed for
- Category
- mcp
- Stars
- 16,938
- Readiness
- ready (99/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +71 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
csharp java javascript javascript-applications mcp mcp-client
Something wrong? Category · Trend · Risk
Rich-text editor with AI and shadcn/ui
- Category
- mcp
- Stars
- 16,476
- Readiness
- ready (80/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +20 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai mcp react shadcn-ui slate typescript
Something wrong? Category · Trend · Risk
MCP Toolbox for Databases is an open source MCP server for databases.
- Category
- mcp
- Stars
- 16,137
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +45 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agents ai bigquery clickhouse cockroachdb
Something wrong? Category · Trend · Risk
MCP server to provide Figma layout information to AI coding agents like Cursor
- Category
- mcp
- Stars
- 15,609
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +57 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai cursor figma mcp typescript
Something wrong? Category · Trend · Risk
[EMNLP 2025 Demo] PDF scientific paper translation with preserved formats - 基于 AI 完整保留排版的 PDF 文档全文双语翻译，支持 Google/DeepL/Ollama/OpenAI 等服务，提供 CLI/GUI/MCP/Docker/Zotero
- Category
- mcp
- Stars
- 36,017
- Readiness
- high risk (41/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- watch
- Maintenance risk
- 38/100 · high confidence
Why: +140 stars in 7 days; 54 lifetime contributors
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: contributor breadth, issue load, documentation. Risks: latest release is 392 days old, recent commit cadence is 0/12.6 of its monthly baseline, no pull-request review responses in 30 days. Missing inputs: None.
chinese document edit english japanese korean
Something wrong? Category · Trend · Risk
ValueCell is a community-driven, multi-agent platform for financial applications.
- Category
- mcp
- Stars
- 10,962
- Readiness
- needs review (58/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 25/100 · low confidence
Why: +10 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 151 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai agents ai assitant crypto equity
Something wrong? Category · Trend · Risk
Build autonomous AI agents in Python.
- Category
- mcp
- Stars
- 7,934
- Readiness
- needs review (60/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agent-framework autonomous-agent autonomous-agents claude computer-use
Something wrong? Category · Trend · Risk
MCP 资源精选， MCP指南，Claude MCP，MCP Servers, MCP Clients
- Category
- mcp
- Stars
- 7,531
- Readiness
- needs review (69/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +36 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
claude claude-mcp deepseek deepseek-mcp mcp mcp-clients
Something wrong? Category · Trend · Risk
Monitor browser logs directly from Cursor and other MCP compatible IDEs.
- Category
- mcp
- Stars
- 7,285
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 24/100 · low confidence
Why: +9 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 142 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai anthropic cursor mcp mcp-server
Something wrong? Category · Trend · Risk
Browser MCP is a Model Context Provider (MCP) server that allows AI applications to control your browser
- Category
- mcp
- Stars
- 6,937
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +26 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 470 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
browser-automation browser-extension claude cursor mcp mcp-server
Something wrong? Category · Trend · Risk
A collection of MCP clients.
- Category
- mcp
- Stars
- 6,539
- Readiness
- needs review (47/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +29 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
clients mcp
Something wrong? Category · Trend · Risk
WhatsApp MCP server
- Category
- mcp
- Stars
- 6,082
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +115 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 390 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai mcp whatsapp whatsapp-api
Something wrong? Category · Trend · Risk
Learn AI and LLMs from scratch using free resources
- Category
- mcp
- Stars
- 5,909
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 0/100 · low confidence
Why: +24 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai agents ai deep-learning generative-ai large-language-models
Something wrong? Category · Trend · Risk
Awesome MCP Servers - A curated list of Model Context Protocol servers
- Category
- mcp
- Stars
- 5,737
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 70/100 · low confidence
Why: +7 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: repository is archived. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai anthropic-claude awesome context mcp model-context-protocol
Something wrong? Category · Trend · Risk
Claude Skill: Multi-source content processor for NotebookLM. Supports WeChat articles, web pages, YouTube, PDF, Markdown, search queries → Podcast/PPT/MindMap/Quiz etc.
- Category
- mcp
- Stars
- 5,711
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +59 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
automation claude mcp notebooklm skill
Something wrong? Category · Trend · Risk
All-in-One Sandbox for AI Agents that combines Browser, Shell, File, MCP and VSCode Server in a single Docker container.
- Category
- mcp
- Stars
- 5,634
- Readiness
- needs review (69/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent all-in-one browser filesystem mcp sandbox
Something wrong? Category · Trend · Risk
🔥🔥 hooker is a Frida-based reverse engineering toolkit for Android. It offers a user-friendly CLI, universal scripts, auto hook generation, memory roaming to detect activities/services, one-click SOCK
- Category
- mcp
- Stars
- 5,267
- Readiness
- needs review (49/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +10 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
android apk boringssl frida justtrustme mcp
Something wrong? Category · Trend · Risk
MCP server for interfacing with Godot game engine. Provides tools for launching the editor, running projects, and capturing debug output.
- Category
- mcp
- Stars
- 5,114
- Readiness
- needs review (49/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 19/100 · low confidence
Why: +127 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: no push in 113 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai godot mcp
Something wrong? Category · Trend · Risk
UI over MCP. Create next-gen UI experiences with the protocol and SDK!
- Category
- mcp
- Stars
- 5,080
- Readiness
- ready (72/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +86 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai frontend llm mcp ui web
Something wrong? Category · Trend · Risk
ByteRover CLI (brv) - The portable memory layer for autonomous coding agents (formerly Cipher)
- Category
- mcp
- Stars
- 4,933
- Readiness
- needs review (56/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai autonomous-agents cli coding-assistant context-memory
Something wrong? Category · Trend · Risk
一款基于各大企业信息API的工具，解决在遇到的各种针对国内企业信息收集难题。一键收集控股公司ICP备案、APP、小程序、微信公众号等信息聚合导出。支持MCP接入
- Category
- mcp
- Stars
- 4,612
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 22/100 · low confidence
Why: +12 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 130 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
app cyber-security cybersecurity icp mcp mcp-server
Something wrong? Category · Trend · Risk
A simple, secure MCP-to-OpenAPI proxy server
- Category
- mcp
- Stars
- 4,341
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +19 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp mcp-server mcp-to-openapi open-webui openapi
Something wrong? Category · Trend · Risk
Learn Agentic AI using Dapr Agentic Cloud Ascent (DACA) Design Pattern and Agent-Native Cloud Technologies: OpenAI Agents SDK, Memory, MCP, A2A, Knowledge Graphs, Dapr, Rancher Desktop, and Kubernetes
- Category
- mcp
- Stars
- 4,313
- Readiness
- needs review (61/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +9 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 286 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
a2a agentic-ai dapr dapr-pub-sub dapr-service-invocation dapr-sidecar
Something wrong? Category · Trend · Risk
🤖 A visualization mcp & skills contains 25+ visual charts using @antvis. Using for chart generation and data analysis.
- Category
- mcp
- Stars
- 4,297
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 15/100 · low confidence
Why: +26 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 93 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
antv llm mcp mcp-server skills visualization
Something wrong? Category · Trend · Risk
A Model Context Protocol server for Excel file manipulation
- Category
- mcp
- Stars
- 4,094
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 19/100 · low confidence
Why: +10 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 117 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai automation excel llm mcp mcp-server
Something wrong? Category · Trend · Risk
Context management for Claude Code. Hooks maintain state via ledgers and handoffs. MCP execution without context pollution. Agent orchestration with isolated context windows.
- Category
- mcp
- Stars
- 3,881
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 193 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents claude-code claude-code-cli claude-code-hooks claude-code-mcp claude-code-skills
Something wrong? Category · Trend · Risk
Model Context Protocol(MCP) 编程极速入门
- Category
- mcp
- Stars
- 3,552
- Readiness
- high risk (40/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: limited evidence; inspect maintenance signals before adopting
Strongest signals: issue load, documentation. Risks: no push in 471 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai deepseek mcp mcp-server modelcontextprotocol
Something wrong? Category · Trend · Risk
Lightweight AI-friendly Docker Swarm management
- Category
- mcp
- Stars
- 3,481
- Readiness
- needs review (59/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai docker docker-compose docker-containers docker-devops docker-stack
Something wrong? Category · Trend · Risk
A mcp server to allow LLMS gain context about shadcn ui component structure,usage and installation,compaitable with react,svelte 5,vue & React Native
- Category
- mcp
- Stars
- 2,922
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +19 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai expo mcp modelcontextprotocol nextjs npm
Something wrong? Category · Trend · Risk
A metasearch library that aggregates results from diverse web search services
- Category
- mcp
- Stars
- 2,870
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +13 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
api ddgs dht mcp mcp-server metasearch
Something wrong? Category · Trend · Risk
A library of enterprise-grade AI agents designed to democratize artificial intelligence and provide free, open-source alternatives to overvalued Y Combinator startups. If you are excited about democra
- Category
- mcp
- Stars
- 2,786
- Readiness
- high risk (38/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +15 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agora astrophysics bayesian-inference cosmology fastapi lean
Something wrong? Category · Trend · Risk
Real-time architectural sensor that helps AI agents close the feedback loop, enabling recursive self-improvement of code quality. Pure Rust.
- Category
- mcp
- Stars
- 2,636
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 23/100 · low confidence
Why: +6 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 141 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentharness architecture cobol cobol-language code-quality developer-tools
Something wrong? Category · Trend · Risk
A CLI tool for building Go applications.
- Category
- mcp
- Stars
- 2,592
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 17/100 · low confidence
Why: +8 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 103 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ddd gin go golang golang-cli mcp
Something wrong? Category · Trend · Risk
编程导航 AI 开发实战新项目，基于 Spring Boot 3 + Java 21 + Spring AI 构建 AI 恋爱大师应用和 ReAct 模式自主规划智能体YuManus，覆盖 AI 大模型接入、Spring AI 核心特性、Prompt 工程和优化、RAG 检索增强、向量数据库、Tool Calling 工具调用、MCP 模型上下文协议、AI Agent 开发（Manas Java
- Category
- mcp
- Stars
- 2,590
- Readiness
- needs review (49/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +23 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 212 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-model backend frontend java langchain4j
Something wrong? Category · Trend · Risk
MCP Aggregator, Orchestrator, Middleware, Gateway in one docker
- Category
- mcp
- Stars
- 2,585
- Readiness
- needs review (65/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +13 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp mcp-gateway mcp-host mcp-middleware mcp-server mcp-servers
Something wrong? Category · Trend · Risk
Brings MCP to ChatGPT, DeepSeek, Perplexity, Grok, Gemini, Google AI Studio, OpenRouter, DeepSeek, T3 Chat and more...
- Category
- mcp
- Stars
- 2,539
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +7 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 179 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
aistudio assistant chatgpt deepseek gemini google
Something wrong? Category · Trend · Risk
Turn any MCP, OpenAPI, or GraphQL server into a CLI — at runtime, with zero codegen
- Category
- mcp
- Stars
- 2,337
- Readiness
- needs review (67/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +6 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai cli graphql mcp openapi
Something wrong? Category · Trend · Risk
ChatMCP is an AI chat client implementing the Model Context Protocol (MCP).
- Category
- mcp
- Stars
- 2,217
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 327 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai chat client mcp mcp-client
Something wrong? Category · Trend · Risk
Aix-DB 基于 LangChain/LangGraph 框架，结合 MCP Skills 多智能体协作架构，实现自然语言到数据洞察的端到端转换。
- Category
- mcp
- Stars
- 2,217
- Readiness
- needs review (56/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +8 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
bigdata cli deepseek-r1 dify echarts hermes
Something wrong? Category · Trend · Risk
Shrimp Task Manager is a task tool built for AI Agents, emphasizing chain-of-thought, reflection, and style consistency. It converts natural language into structured dev tasks with dependency tracking
- Category
- mcp
- Stars
- 2,146
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 351 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai codeagent coding-assistant cursor-ai cursorai
Something wrong? Category · Trend · Risk
directory for Awesome MCP Servers
- Category
- mcp
- Stars
- 2,099
- Readiness
- high risk (36/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 21/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: limited evidence; inspect maintenance signals before adopting
Strongest signals: documentation, license. Risks: no push in 499 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
awesome-mcp-servers mcp mcp-server-store mcp-servers mcp-servers-directory
Something wrong? Category · Trend · Risk
A Intelligent and Visual Process Automation System, ticket, workflow, MCP
- Category
- mcp
- Stars
- 2,089
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
devops django mcp python ticket workflow
Something wrong? Category · Trend · Risk
Witsy: desktop AI assistant / universal MCP client
- Category
- mcp
- Stars
- 2,014
- Readiness
- high risk (44/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 18/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 106 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
anthropic deepseek electron-app electronjs gemini genai
Something wrong? Category · Trend · Risk
✨ Agentic chat experience in your terminal. Build applications using natural language.
- Category
- mcp
- Stars
- 1,981
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: fork interest, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai amazon-q cli linux llm
Something wrong? Category · Trend · Risk
Desktop AI Assistant powered by GPT-5, GPT-4, o1, o3, Gemini, Claude, Ollama, DeepSeek, Perplexity, Grok, Bielik, chat, vision, voice, RAG, image and video generation, agents, tools, MCP, plugins, spe
- Category
- mcp
- Stars
- 1,870
- Readiness
- needs review (49/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 182 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-assistant artificial-intelligence autonomous-agent chatbot claude
Something wrong? Category · Trend · Risk
An MCP client for Neovim that seamlessly integrates MCP servers into your editing workflow with an intuitive interface for managing, testing, and using MCP servers with your favorite chat plugins.
- Category
- mcp
- Stars
- 1,783
- Readiness
- needs review (51/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +2 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 201 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
avante chatgpt chatplugin claude-ai codecompanion llm
Something wrong? Category · Trend · Risk
A native macOS AI chat app powered by MLX. 100% local inference on Apple Silicon, no cloud required. Built with ShipSwift.
- Category
- mcp
- Stars
- 1,757
- Readiness
- high risk (41/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 23/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 140 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
app apple-silicon klee llm mcp mlx
Something wrong? Category · Trend · Risk
Your memories are in ChatGPT... But nowhere else. Universal Memory MCP makes your memories available to every single LLM. No logins or paywall. One command to set it up.
- Category
- mcp
- Stars
- 1,711
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +2 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: no push in 220 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
cloudflare mcp
Something wrong? Category · Trend · Risk
🚀 Rust 全量重构的 Claude Code - 性能提升 2.5x，体积减少 97% | High-performance Rust implementation of Claude Code with 2.5x faster startup and 97% smaller binary
- Category
- mcp
- Stars
- 1,665
- Readiness
- needs review (50/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai claude cli mcp performance repl
Something wrong? Category · Trend · Risk
A command-line interface for interacting with MCP (Model Context Protocol) servers using both stdio and HTTP transport.
- Category
- mcp
- Stars
- 1,616
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +12 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: no push in 232 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp mcp-server modelcontextprotocol
Something wrong? Category · Trend · Risk
mcp-language-server gives MCP enabled clients access semantic tools like get definition, references, rename, and diagnostics.
- Category
- mcp
- Stars
- 1,572
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 27/100 · low confidence
Why: +6 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 159 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai language-server-protocol mcp mcp-server model-context-protocol
Something wrong? Category · Trend · Risk
Multi-service toolkit for Tavily and Firecrawl signup automation, key validation, and isolated proxy pools.
- Category
- mcp
- Stars
- 1,540
- Readiness
- needs review (50/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 23/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 138 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
api-key-generator browser-automation camoufox cloudflare duckmail email-automation
Something wrong? Category · Trend · Risk
A macOS app that provides an MCP server to your Messages, Contacts, Reminders and more
- Category
- mcp
- Stars
- 1,512
- Readiness
- needs review (46/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 15/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: no push in 92 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
macos mcp
Something wrong? Category · Trend · Risk
A self-hosted sandbox for red teams to test payloads against modern detection before deployment. MCP integration lets an LLM agent drive analysis end to end.
- Category
- mcp
- Stars
- 1,511
- Readiness
- needs review (46/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 16/100 · low confidence
Why: +13 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 94 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai docker-compose malware-analysis malware-development mcp mcp-server
Something wrong? Category · Trend · Risk
The official Swift SDK for Model Context Protocol servers and clients.
- Category
- mcp
- Stars
- 1,459
- Readiness
- high risk (40/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 15/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: limited evidence; inspect maintenance signals before adopting
Strongest signals: issue load. Risks: no push in 92 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp swift
Something wrong? Category · Trend · Risk
告别AI提前终止烦恼，助力AI更加持久
- Category
- mcp
- Stars
- 1,402
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai mcp
Something wrong? Category · Trend · Risk
A curated collection of top-tier penetration testing tools and productivity utilities across multiple domains. Join us to explore, contribute, and enhance your hacking toolkit!
- Category
- mcp
- Stars
- 1,375
- Readiness
- needs review (47/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents ai aiagent awesome-list bounty-hunters bug-bounty
Something wrong? Category · Trend · Risk
MCP server for Apple Developer Documentation - Search iOS/macOS/SwiftUI/UIKit docs, WWDC videos, Swift/Objective-C APIs & code examples in Claude, Cursor & AI assistants
- Category
- mcp
- Stars
- 1,354
- Readiness
- needs review (51/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-assistant api-documentation apple apple-developer-docs-mcp apple-developer-documentation apple-docs-mcp
Something wrong? Category · Trend · Risk
小智ESP32的Java企业级管理平台，提供设备监控、音色定制、角色切换和对话记录管理的前后端及服务端一体化解决方案
- Category
- mcp
- Stars
- 1,325
- Readiness
- needs review (62/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
esp32 java mcp mcp-client mcp-server spring-ai
Something wrong? Category · Trend · Risk
The Simple Agent Development Kit.
- Category
- mcp
- Stars
- 1,317
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 100/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: limited evidence; inspect maintenance signals before adopting
Strongest signals: issue load, documentation. Risks: repository is archived, no push in 349 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adk agent-based-modeling agent-development-kit agents ai llm
Something wrong? Category · Trend · Risk
Claude Code as one-shot MCP server to have an agent in your agent.
- Category
- mcp
- Stars
- 1,316
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 70/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: repository is archived. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent claude mcp
Something wrong? Category · Trend · Risk
ApeRAG: Production-ready GraphRAG with multi-modal indexing, AI agents, MCP support, and scalable K8s deployment
- Category
- mcp
- Stars
- 1,291
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 16/100 · low confidence
Why: +23 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 97 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents context-engineering graphrag knowledge-graph mcp
Something wrong? Category · Trend · Risk
Creates short videos for TikTok, Instagram Reels, and YouTube Shorts using the Model Context Protocol (MCP) and a REST API.
- Category
- mcp
- Stars
- 1,270
- Readiness
- needs review (62/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +13 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 412 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
faceless-video instagram instagram-reels instagram-reels-automation mcp model-context-protocol
Something wrong? Category · Trend · Risk
提取抖音无水印视频链接，视频文案，douyin-mcp-server，mcp，claude skill，支持龙虾
- Category
- mcp
- Stars
- 1,243
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 70/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: repository is archived. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentskills claude claudeskills douyin llm mcp
Something wrong? Category · Trend · Risk
An MCP server that autonomously evaluates web applications.
- Category
- mcp
- Stars
- 1,240
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 99/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: repository is archived, no push in 177 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
debugging debugging-tool mcp mcp-server modelcontextprotocol playwright
Something wrong? Category · Trend · Risk
[Acquired by The Guild] The Grafbase GraphQL Federation Gateway
- Category
- mcp
- Stars
- 1,232
- Readiness
- needs review (58/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai api enterprise-graphql federation graphql graphql-federation
Something wrong? Category · Trend · Risk
YAML-native agent workflow execution engine, written in Rust
- Category
- mcp
- Stars
- 1,224
- Readiness
- needs review (49/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 17/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 101 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent llm mcp rust workflow yaml
Something wrong? Category · Trend · Risk
Arkon: Enterprise AI Knowledge Hub & MCP Server. Self-hosted knowledge base for teams to manage RAG contexts, access policies, and AI skills. Connect Claude and other LLMs via Model Context Protocol (
- Category
- mcp
- Stars
- 1,187
- Readiness
- needs review (52/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +97 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
enterprise-ai knowledge-base-embeddings knowledge-based-systems knowledge-bases llm-wiki-personal-knowledge-base mcp
Something wrong? Category · Trend · Risk
A Ruby Implementation of the Model Context Protocol
- Category
- mcp
- Stars
- 1,187
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 235 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai llm mcp rack ruby
Something wrong? Category · Trend · Risk
Formerly Better Chatbot. Navigator is an open-source AI workspace for agents, MCP and workflow automation.
- Category
- mcp
- Stars
- 1,168
- Readiness
- needs review (63/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai ai-chatbot automation chatbot claude
Something wrong? Category · Trend · Risk
A desktop MCP client designed as a tool unitary utility integration, accelerating AI adoption through the Model Context Protocol (MCP) and enabling cross-vendor LLM API orchestration.
- Category
- mcp
- Stars
- 1,153
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agentic-ai ai ai-playground anthropic claude
Something wrong? Category · Trend · Risk
Helping coding agents never make mistakes working with public or private libraries without wasting the context window.
- Category
- mcp
- Stars
- 1,149
- Readiness
- needs review (61/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
coding-agent documentation-tool mcp mcp-server
Something wrong? Category · Trend · Risk
A web UI for Claude Code agents
- Category
- mcp
- Stars
- 1,148
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 93/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: repository is archived, no push in 140 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai claude claude-code mcp typescript
Something wrong? Category · Trend · Risk
A desktop multi-agent harness built with Rust, Tauri, and React, powered by langgraph-rust.
- Category
- mcp
- Stars
- 1,096
- Readiness
- ready (74/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +7 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai chatbot deekseek harness langchain
Something wrong? Category · Trend · Risk
🚀MCP server for accessing RedNote(XiaoHongShu, xhs).
- Category
- mcp
- Stars
- 1,086
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 453 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai mcp mcp-server rednote rednote-mcp xhs
Something wrong? Category · Trend · Risk
Bringing the power of MCP to the web
- Category
- mcp
- Stars
- 1,084
- Readiness
- high risk (40/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +12 stars in 7 days
Why it may be a gem: limited evidence; inspect maintenance signals before adopting
Strongest signals: issue load. Risks: no push in 304 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai mcp typescript
Something wrong? Category · Trend · Risk
A powerful MCP toolkit for coding, providing semantic retrieval and editing capabilities - the IDE for your agent
- Category
- mcp
- Stars
- 27,724
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +451 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai ai-coding claude claude-code codex
Something wrong? Category · Trend · Risk
🔥 MaxKB is an open-source platform for building enterprise-grade agents. 强大易用的开源企业级智能体平台。
- Category
- mcp
- Stars
- 22,434
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +89 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agentic-ai chatbot deepseek-r1 knowledgebase langchain
Something wrong? Category · Trend · Risk
Open-source speech recognition toolkit for training, inference, streaming ASR, VAD, punctuation, speaker diarization pipelines, and OpenAI-compatible/MCP serving.
- Category
- mcp
- Stars
- 19,711
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +134 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
asr audio chinese emotion-recognition funasr mcp-server
Something wrong? Category · Trend · Risk
MCP for xiaohongshu.com
- Category
- mcp
- Stars
- 15,126
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +118 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp mcp-server xiaohongshu-mcp
Something wrong? Category · Trend · Risk
The Open Context Layer for Data and AI , OpenMetadata is the open platform for building trusted data context and business semantics for humans, AI assistants, and agents.
- Category
- mcp
- Stars
- 14,769
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +150 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
context context-layer data-catalog data-collaboration data-contracts data-discovery
Something wrong? Category · Trend · Risk
Convert documentation websites, GitHub repositories, and PDFs into Claude AI skills with automatic conflict detection
- Category
- mcp
- Stars
- 14,722
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +55 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-tools ast-parser automation claude-ai claude-skills code-analysis
Something wrong? Category · Trend · Risk
ARIS ⚔️ (Auto-Research-In-Sleep) — Lightweight Markdown-only skills for autonomous ML research: cross-model review loops, idea discovery, and experiment automation. No framework, no lock-in — works wi
- Category
- mcp
- Stars
- 14,380
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +295 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-research ai-tools aris autonomous-agent claude claude-code
Something wrong? Category · Trend · Risk
The official TypeScript SDK for Model Context Protocol servers and clients
- Category
- mcp
- Stars
- 13,096
- Readiness
- ready (84/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp mcp-client mcp-server typescript
Something wrong? Category · Trend · Risk
小红书（XiaoHongShu、RedNote）链接提取/作品采集工具：提取账号发布、收藏、点赞、专辑作品链接；提取搜索结果作品、用户链接；采集小红书作品信息；提取小红书作品下载地址；下载小红书作品文件
- Category
- mcp
- Stars
- 12,273
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +100 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
api docker downloader fastapi httpx javascript
Something wrong? Category · Trend · Risk
Yet another WebUI for Nginx
- Category
- mcp
- Stars
- 11,379
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +20 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
code-completion copilot cron docker go letsencrypt
Something wrong? Category · Trend · Risk
AI-powered reverse engineering assistant that bridges IDA Pro with language models through MCP.
- Category
- mcp
- Stars
- 11,175
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +218 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai aiagent binary-analysis ida-plugin ida-pro mcp
Something wrong? Category · Trend · Risk
HexStrike AI MCP Agents is an advanced MCP server that lets AI agents (Claude, GPT, Copilot, etc.) autonomously run 150+ cybersecurity tools for automated pentesting, vulnerability discovery, bug boun
- Category
- mcp
- Stars
- 10,869
- Readiness
- ready (95/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +158 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
0x4m4 ai ai-agents ai-cybersecurity ai-hacking ai-penetration-testing
Something wrong? Category · Trend · Risk
The fullstack MCP framework to develop MCP Apps for ChatGPT / Claude & MCP Servers for AI Agents.
- Category
- mcp
- Stars
- 10,458
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +29 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-framework ai apps-sdk chatgpt claude-code claude-connectors
Something wrong? Category · Trend · Risk
AI quantitative trading platform for crypto, stocks, and forex with backtesting, live trading, market data, and multi-agent research.vibe-trading ,trading-agents,ai-trader,ai-trading
- Category
- mcp
- Stars
- 10,368
- Readiness
- ready (98/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +222 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai alpaca backtesting binance coinbase
Something wrong? Category · Trend · Risk
本项目为xiaozhi-esp32提供后端服务，帮助您快速搭建ESP32设备控制服务器。Backend service for xiaozhi-esp32, helps you quickly build an ESP32 device control server.
- Category
- mcp
- Stars
- 10,262
- Readiness
- ready (99/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +75 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
dify esp32 mcp-server xiaozhi xiaozhi-ai xiaozhi-esp32
Something wrong? Category · Trend · Risk
Open source MCP Servers for AWS
- Category
- mcp
- Stars
- 9,571
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +47 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
aws mcp mcp-client mcp-clients mcp-host mcp-server
Something wrong? Category · Trend · Risk
🫖 Status page with uptime monitoring & API monitoring as code 🫖
- Category
- mcp
- Stars
- 8,946
- Readiness
- ready (83/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +21 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
alerting incident-management mcp mcp-server monitoring monitoring-as-code
Something wrong? Category · Trend · Risk
Android Full-Stack Device Control Platform: WebRTC/H.264 remote desktop, UI/OCR/image-matching automation, one-click MITM, built-in Frida, proxy/VPN/frp/P2P networking, MCP/Agent, 160+ APIs, designed
- Category
- mcp
- Stars
- 8,089
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +17 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adb agents ai android appium automation
Something wrong? Category · Trend · Risk
Own your AI. The native macOS harness for AI agents -- any model, persistent memory, autonomous execution, cryptographic identity. Built in Swift. Fully offline. Open source.
- Category
- mcp
- Stars
- 7,561
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +116 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
anthropic apple-foundation-models apple-intelligence apple-neural-engine llm mcp
Something wrong? Category · Trend · Risk
🔥 Official Firecrawl MCP Server - Adds powerful web scraping and search to Cursor, Claude and any other LLM clients.
- Category
- mcp
- Stars
- 7,172
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +81 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
batch-processing claude content-extraction data-collection firecrawl firecrawl-ai
Something wrong? Category · Trend · Risk
LLM-Driven Extraction of Unstructured Data — Built for API Deployments & ETL Pipeline Workflows
- Category
- mcp
- Stars
- 7,126
- Readiness
- ready (83/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +72 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents data-engineering document-ai generative-ai idp json-extraction
Something wrong? Category · Trend · Risk
A Model Context Protocol (MCP) server and CLI that provides tools for agent use when working on iOS and macOS projects.
- Category
- mcp
- Stars
- 6,204
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +29 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp mcp-server model-context-protocol model-context-protocol-servers tag-production xcode
Something wrong? Category · Trend · Risk
Fast and Accurate Code Search for Agents. Uses 99% fewer tokens than grep+read
- Category
- mcp
- Stars
- 5,844
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +92 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents code-search embeddings mcp mcp-server model-context-protocol
Something wrong? Category · Trend · Risk
Lemonade helps users discover and run local AI apps by serving optimized LLMs right from their own GPUs and NPUs. Join our discord: https://discord.gg/5xXzkMu8Zk
- Category
- mcp
- Stars
- 5,284
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +103 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai amd genai gpu llama llm
Something wrong? Category · Trend · Risk
Transparent and Efficient Financial Analysis
- Category
- mcp
- Stars
- 5,200
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +26 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
algorithmic-trading equities factor-analysis finance financial-analysis financial-data
Something wrong? Category · Trend · Risk
Exa MCP for web search and web crawling!
- Category
- mcp
- Stars
- 4,829
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +25 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
code-search codesearch crawling mcp mcp-server model-context-protocol
Something wrong? Category · Trend · Risk
The official C# SDK for Model Context Protocol servers and clients. Maintained in collaboration with Microsoft.
- Category
- mcp
- Stars
- 4,456
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +14 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
csharp dotnet mcp mcp-client mcp-server modelcontextprotocol
Something wrong? Category · Trend · Risk
Bulk port forwarding Kubernetes services for local development.
- Category
- mcp
- Stars
- 4,159
- Readiness
- ready (83/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
api-rest developer-tools devops devops-tools devtools k8s
Something wrong? Category · Trend · Risk
Enterprise AI Platform with guardrails, MCP registry, gateway & orchestrator
- Category
- mcp
- Stars
- 4,098
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +14 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
a2a a2a-mcp acp agent ai chatgpt
Something wrong? Category · Trend · Risk
Code, Build and Evaluate agents - excellent Model and Skills/MCP/ACP/A2A Support
- Category
- mcp
- Stars
- 3,884
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +12 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
a2a acp agent agent-framework agent-skills cli
Something wrong? Category · Trend · Risk
TradingView MCP server — real-time market data, technical analysis, screeners & backtesting for Claude, ChatGPT, Cursor & any MCP client. Stocks, crypto, forex & futures across global exchanges. Hoste
- Category
- mcp
- Stars
- 3,873
- Readiness
- ready (98/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +140 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
claude-desktop cryptocurrency futures market-data mcp-server mcp-tools
Something wrong? Category · Trend · Risk
AI Skills, MCP Tools, and CLI for Unity Engine. Full AI develop and test loop. Use cli for quick setup. Efficient token usage, advanced tools. Any C# method may be turned into a tool by a single line.
- Category
- mcp
- Stars
- 3,839
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +71 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-integration anthropic claude claude-code claude-desktop
Something wrong? Category · Trend · Risk
The official Rust SDK for the Model Context Protocol
- Category
- mcp
- Stars
- 3,770
- Readiness
- ready (84/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp mcp-client mcp-server rust
Something wrong? Category · Trend · Risk
Local-first workflow engine for teams whose main work isn't orchestration. Declarative YAML over your scripts, SSH commands, containers, and AI agents; keep workflows separate from business logic. One
- Category
- mcp
- Stars
- 3,710
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +21 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-workflows ai-agents ai-workflows airflow-alternative cron dag
Something wrong? Category · Trend · Risk
The official Java SDK for Model Context Protocol servers and clients. Maintained in collaboration with Spring AI
- Category
- mcp
- Stars
- 3,643
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
java mcp mcp-client mcp-server
Something wrong? Category · Trend · Risk
Control what your AI can see. LeanCTX (Lean Context) is the context intelligence layer for AI agents — one local Rust binary that decides what they read, remembers what they learn, guards what they to
- Category
- mcp
- Stars
- 3,543
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +72 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-coding ai ai-agents ai-coding claude-code context-engineering
Something wrong? Category · Trend · Risk
🪄 Flint is a visualization language that lets AI agents reliably create expressive, good-looking charts from simple, human-editable chart specs.
- Category
- mcp
- Stars
- 3,496
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +956 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents charting-library data-visualization mcp-server
Something wrong? Category · Trend · Risk
Markdown to WeChat CLI | 一键排版发布到微信公众号：支持 40+ 排版样式和专业主题 、AI 配图 、批量发布 、多账号管理
- Category
- mcp
- Stars
- 3,439
- Readiness
- ready (84/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +51 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-cli ai-agent ai-writing claude-code claude-skills cli
Something wrong? Category · Trend · Risk
Open-source AI assistant ecosystem with MCP integrations, multimodal workflows, IoT support, and cross-platform voice interaction.
- Category
- mcp
- Stars
- 3,436
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +9 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
cross-platform edge-computing embodied-ai esp32 esp32-s3 iot
Something wrong? Category · Trend · Risk
Minimal database MCP server for Postgres, MySQL, SQL Server, MariaDB, SQLite.
- Category
- mcp
- Stars
- 3,302
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +39 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents ai anthropic claude claude-ai codex
Something wrong? Category · Trend · Risk
A single hub to find Claude Skills, Agents, Commands, Hooks, Plugins, and Marketplace collections to extend Claude Code, Claude Desktop, Agent SDK and OpenClaw
- Category
- mcp
- Stars
- 3,262
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +25 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
claude claude-code claude-code-commands claude-skills cli-tool commands
Something wrong? Category · Trend · Risk
Neo.mjs is a self-evolving software organism: a professional end-to-end AI engineering team whose cross-model swarm inhabits live apps via Neural Link, Active Hybrid GraphRAG, DreamService, and self-h
- Category
- mcp
- Stars
- 3,253
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-memory ai ai-agent ai-memory context-engineering frontend
Something wrong? Category · Trend · Risk
Ghidra MCP Server — 200+ MCP tools for AI-powered reverse engineering. GUI plugin + headless server, lazy tool loading, convention enforcement, batch operations, Ghidra Server integration, and Docker
- Category
- mcp
- Stars
- 3,222
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +134 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai binary-analysis ghidra ghidra-extension java mcp
Something wrong? Category · Trend · Risk
Google Flights MCP, CLI and Python Library
- Category
- mcp
- Stars
- 3,087
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +19 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
api flights-api google-flights google-flights-api mcp mcp-server
Something wrong? Category · Trend · Risk
Open-source MCP server for LinkedIn. Give Claude and any MCP-compatible AI agent access to profiles, companies, jobs, and messages.
- Category
- mcp
- Stars
- 3,054
- Readiness
- ready (95/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +80 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents anthropic chatgpt chatgpt-desktop claude claude-ai
Something wrong? Category · Trend · Risk
A Model Context Protocol server for searching and analyzing arXiv papers
- Category
- mcp
- Stars
- 3,029
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +20 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai arxiv claude-ai gpt llm mcp-server
Something wrong? Category · Trend · Risk
Control Gmail, Google Calendar, Docs, Sheets, Slides, Chat, Forms, Tasks, Search & Drive with AI - Comprehensive Google Workspace MCP Server & CLI Tool
- Category
- mcp
- Stars
- 2,986
- Readiness
- ready (99/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +39 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai chatgpt claude claude-code claude-desktop gmail
Something wrong? Category · Trend · Risk
The Apify MCP server enables your AI agents to extract data from social media, search engines, maps, e-commerce sites, or any other website using thousands of ready-made scrapers, crawlers, and automa
- Category
- mcp
- Stars
- 2,896
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +494 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents ai mcp mcp-server
Something wrong? Category · Trend · Risk
🔥 Java enterprise application development framework for full scenario: Restrained, Efficient, Open, Ecologicalll!!! 700% higher concurrency 50% memory savings Startup is 10 times faster. Packing 90% s
- Category
- mcp
- Stars
- 2,762
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
aop-framework ioc-framework java llm mcp-server microservice
Something wrong? Category · Trend · Risk
The missing open-source Kubernetes UI with a built-in MCP server for AI agents. See what's broken, why, and what changed. Issues, Topology, event timeline, Helm, GitOps, live service traffic, and clus
- Category
- mcp
- Stars
- 2,754
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +47 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents argocd cloud-native fluxcd gitops helm
Something wrong? Category · Trend · Risk
Save or export your private and public Slack messages, threads, files, and users locally without admin privileges.
- Category
- mcp
- Stars
- 2,733
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +16 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
archive backup channels dump dumper mattermost
Something wrong? Category · Trend · Risk
A bridge between Streamable HTTP and stdio MCP transports
- Category
- mcp
- Stars
- 2,699
- Readiness
- ready (80/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp mcp-server proxy sse streamable-http
Something wrong? Category · Trend · Risk
Plugin for JADX to integrate MCP server
- Category
- mcp
- Stars
- 2,617
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +34 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai java llm mcp mcp-server mcp-servers
Something wrong? Category · Trend · Risk
A powerful Model Context Protocol (MCP) server that provides an all-in-one solution for public web access.
- Category
- mcp
- Stars
- 2,566
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +15 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-integrations anti-bot-detection browser-automation data-collection data-extraction
Something wrong? Category · Trend · Risk
The full-stack TypeScript framework to build, test, and deploy production-ready MCP servers and AI-native apps.
- Category
- mcp
- Stars
- 2,527
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai chatgpt chatgpt-apps claude claude-apps
Something wrong? Category · Trend · Risk
Cut AI token costs 95%+ on code exploration. The leading MCP server for precise, symbol-level GitHub code retrieval via tree-sitter AST. Works with Claude Code, Cursor & any MCP client. 313B+ tokens s
- Category
- mcp
- Stars
- 2,525
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +77 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-coding ai-tools ast claude claude-code code-intelligence
Something wrong? Category · Trend · Risk
Adversary simulation and Red teaming platform with AI
- Category
- mcp
- Stars
- 5,248
- Readiness
- high risk (44/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +6 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai cobalt-strike llm mcp-server metasploit-framework
Something wrong? Category · Trend · Risk
Use any LLMs (Large Language Models) for Deep Research. Support SSE API and MCP server.
- Category
- mcp
- Stars
- 4,680
- Readiness
- needs review (67/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +49 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
anthropic deep-research deep-research-api deepresearch deepseek gemini
Something wrong? Category · Trend · Risk
HttpRunner 是一款开源的 API/UI 测试框架，简单易用，功能强大，具有丰富的插件化机制和高度的可扩展能力。
- Category
- mcp
- Stars
- 4,294
- Readiness
- needs review (60/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 239 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adb agent-tars mcp-server mcphost testing ui-tars
Something wrong? Category · Trend · Risk
MCP, CLI, Skills for searching and downloading academic papers from multiple sources like arXiv, PubMed, bioRxiv, etc.
- Category
- mcp
- Stars
- 2,369
- Readiness
- needs review (66/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +67 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-scientist arxiv-papers mcp-server paper-search
Something wrong? Category · Trend · Risk
An AI-enabled NAT Router/Firewall for the ESP32
- Category
- mcp
- Stars
- 2,078
- Readiness
- needs review (59/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +6 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
dhcp-server esp-idf esp32 firewall home-assistant-integration mcp-server
Something wrong? Category · Trend · Risk
Enable AI assistant clients like Cursor, Windsurf and Claude Desktop to control Unreal Engine through natural language using the Model Context Protocol (MCP).
- Category
- mcp
- Stars
- 2,057
- Readiness
- high risk (41/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +10 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load. Risks: no push in 472 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp-server modelcontextprotocol unreal-engine-5
Something wrong? Category · Trend · Risk
文颜 MCP Server 可以让 AI 自动将 Markdown 文章排版后发布至微信公众号。
- Category
- mcp
- Stars
- 1,293
- Readiness
- needs review (50/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 17/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: no push in 100 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp-server wechat wenyan
Something wrong? Category · Trend · Risk
Selfhosted notes app. Single golang binary, notes stored as markdown within SQLite, full-text search, very low resource usage
- Category
- mcp
- Stars
- 1,152
- Readiness
- high risk (43/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 17/100 · low confidence
Why: +22 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 100 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
markdown mcp-server notes preact sqlite
Something wrong? Category · Trend · Risk
It's a plugin extension in Zotero. Zotero MCP Plugin enables integration between AI assistants and Zotero through MCP. Zotero MCP Plugin 是一个 Zotero 插件，通过 MCP协议实现 AI 助手与 Zotero深度集成。插件支持文献检索、元 数据管理、全
- Category
- mcp
- Stars
- 1,063
- Readiness
- needs review (50/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +13 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
literature-review mcp-server zotero
Something wrong? Category · Trend · Risk
Query and Summarize your chat messages.
- Category
- mcp
- Stars
- 1,030
- Readiness
- high risk (37/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load. Risks: no push in 611 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
chatbot chatsum mcp-server
Something wrong? Category · Trend · Risk
Backtrader-powered backtesting framework for algorithmic trading, featuring 20+ strategies, multi-market support, CLI tools, and an integrated MCP server for professional traders.
- Category
- mcp
- Stars
- 992
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 22/100 · low confidence
Why: +6 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 132 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents algorithmic-trading backtrader cli mcp
Something wrong? Category · Trend · Risk
Neo4j Labs Model Context Protocol servers
- Category
- mcp
- Stars
- 980
- Readiness
- needs review (62/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 20/100 · low confidence
Why: +3 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 119 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
database mcp mcp-server neo4j stdio
Something wrong? Category · Trend · Risk
This MCP server integrates with your Google Drive and Google Sheets, to enable creating and modifying spreadsheets.
- Category
- mcp
- Stars
- 976
- Readiness
- needs review (59/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +8 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
google mcp mcp-server spreadsheet
Something wrong? Category · Trend · Risk
MCP server and CLI tool for searching and downloading documents from Anna's Archive
- Category
- mcp
- Stars
- 967
- Readiness
- needs review (47/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +15 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
annas-archive cli mcp-server
Something wrong? Category · Trend · Risk
A model context protocol server to work with JetBrains IDEs: IntelliJ, PyCharm, WebStorm, etc. Also, works with Android Studio
- Category
- mcp
- Stars
- 964
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +2 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 212 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ide intellij jetbrains mcp mcp-server pycharm
Something wrong? Category · Trend · Risk
Universal content reader MCP Server for 10+ platforms
- Category
- mcp
- Stars
- 952
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents content-extraction mcp mcp-server python twitter
Something wrong? Category · Trend · Risk
Published in CNCF Landscape: A MCP server for Kubernetes.
- Category
- mcp
- Stars
- 944
- Readiness
- needs review (59/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 20/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 121 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai deployment devops genai kubernetes kubernetes-cluster
Something wrong? Category · Trend · Risk
A middleware to provide an openAI compatible endpoint that can call MCP tools
- Category
- mcp
- Stars
- 927
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 242 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai claude mcp mcp-server mcp-servers model-context-protocol
Something wrong? Category · Trend · Risk
A Model Context Protocol (MCP) server implementation for remote memory bank management, inspired by Cline Memory Bank.
- Category
- mcp
- Stars
- 917
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 352 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
antrophic claude cline cline-memory-bank cursor mcp-server
Something wrong? Category · Trend · Risk
Claude Code CLI integration for Unreal Engine 5.7 - Get AI coding assistance with built-in UE5.7 documentation context directly in the editor.
- Category
- mcp
- Stars
- 878
- Readiness
- needs review (56/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-coding-assistant ai-game-development ai-tools anthropic claude
Something wrong? Category · Trend · Risk
A code repository indexing tool to supercharge your LLM experience.
- Category
- mcp
- Stars
- 872
- Readiness
- needs review (52/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 27/100 · low confidence
Why: +1 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 165 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
embeddings mcp mcp-server neovim-plugin rag retrieval-augmented
Something wrong? Category · Trend · Risk
Add Obsidian integrations like semantic search and custom Templater prompts to Claude or any MCP client.
- Category
- mcp
- Stars
- 833
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 70/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: repository is archived. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp mcp-server model-context-protocol
Something wrong? Category · Trend · Risk
Browse the web, directly from Cursor etc.
- Category
- mcp
- Stars
- 829
- Readiness
- needs review (56/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
browser browser-use cursor mcp mcp-server playwright
Something wrong? Category · Trend · Risk
Vibetest MCP - automated QA testing using Browser-Use agents
- Category
- mcp
- Stars
- 819
- Readiness
- high risk (42/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 339 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents browser claude cursor mcp mcp-server
Something wrong? Category · Trend · Risk
Next.js Development for Coding Agent
- Category
- mcp
- Stars
- 803
- Readiness
- needs review (51/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
coding-agents mcp mcp-server next-devtools nextjs
Something wrong? Category · Trend · Risk
MCP Server for interacting with Android Devices.
- Category
- mcp
- Stars
- 801
- Readiness
- needs review (68/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai android automation mcp-server
Something wrong? Category · Trend · Risk
MCP configuration to connect AI agent to a Linux machine.
- Category
- mcp
- Stars
- 794
- Readiness
- needs review (59/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 24/100 · low confidence
Why: +9 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 143 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
kali-tools mcp mcp-server penetration-testing pentesting security
Something wrong? Category · Trend · Risk
Codebase intelligence for AI. Detects patterns & conventions + remembers decisions across sessions. MCP server for any IDE. Offline CLI.
- Category
- mcp
- Stars
- 781
- Readiness
- ready (78/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-tools cli code-quality csharp java mcp
Something wrong? Category · Trend · Risk
A growing collection of MCP servers bringing offensive security tools to AI assistants. Nmap, Ghidra, Nuclei, SQLMap, Hashcat and more.
- Category
- mcp
- Stars
- 758
- Readiness
- needs review (56/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 20/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 121 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai claude cybersecurity docker ghidra mcp
Something wrong? Category · Trend · Risk
天枢 - 企业级 AI 一站式数据预处理平台 | PDF/Office转Markdown | 支持MCP协议AI助手集成 | Vue3+FastAPI全栈方案 | 文档解析 | 多模态信息提取
- Category
- mcp
- Stars
- 746
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 19/100 · low confidence
Why: +7 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 116 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
deepseek-ocr markitdown mcp-server mineru paddleocr-vl pdf-converter
Something wrong? Category · Trend · Risk
🔥🔒 Awesome MCP (Model Context Protocol) Security 🖥️
- Category
- mcp
- Stars
- 726
- Readiness
- needs review (46/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: limited evidence; inspect maintenance signals before adopting
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
awesome-list bugbounty bugbountytips cybers exploit mcp
Something wrong? Category · Trend · Risk
MCPCAN is a centralized management platform for MCP services. It deploys each MCP service using a container deployment method. The platform supports container monitoring and MCP service token verifica
- Category
- mcp
- Stars
- 726
- Readiness
- high risk (42/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 21/100 · low confidence
Why: +2 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 126 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai apitomcp container dify-synchronous docker helm
Something wrong? Category · Trend · Risk
A Minecraft MCP Server powered by Mineflayer API. It allows to control a Minecraft character in real-time, allowing AI assistants to build structures, explore the world, and interact with the game env
- Category
- mcp
- Stars
- 692
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 21/100 · low confidence
Why: +9 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 125 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
artificial-intelligence claude javascript large-language-models mcp mcp-server
Something wrong? Category · Trend · Risk
An MCP tool that connects Google Ads with Claude AI/Cursor and others, allowing you to analyze your advertising data through natural language conversations. This integration gives you access to campai
- Category
- mcp
- Stars
- 677
- Readiness
- needs review (61/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 295 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai claude google-ads mcp mcp-server
Something wrong? Category · Trend · Risk
Claude Code LSP: enhance your Claude Code experience with non-IDE dependent LSP integration.
- Category
- mcp
- Stars
- 671
- Readiness
- needs review (52/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 28/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 166 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
claude claude-code lsp mcp mcp-server
Something wrong? Category · Trend · Risk
This repository has been merged into Canner/WrenAI under the core/ directory
- Category
- mcp
- Stars
- 663
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 85/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: repository is archived, no push in 93 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agentic-ai ai business-intelligence data data-analysis
Something wrong? Category · Trend · Risk
The local-first LLM Wiki: open-source knowledge graph builder, RAG knowledge base, and agent memory store. Built on Andrej Karpathy's pattern. An Obsidian alternative for personal knowledge management
- Category
- mcp
- Stars
- 648
- Readiness
- needs review (69/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +13 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-memory ai-agents claude-code claude-code-memory codex karpathy
Something wrong? Category · Trend · Risk
A Model Context Protocol (MCP) that allows Claude Desktop and other AI tools (Claude Code, Cursor, Antigravity, etc.) to read, analyze, and modify Figma designs
- Category
- mcp
- Stars
- 644
- Readiness
- needs review (59/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 19/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 111 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
antigravity claude claude-ai claude-code cursor figma
Something wrong? Category · Trend · Risk
Unreal Engine plugin for LLM/GenAI models & MCP UE5 server. OpenAI GPT-5, Deepseek R1, Claude Opus/Sonnet, Gemini 3, Grok 4, Alibaba Qwen, Kimi, ElevenLabs TTS, Inworld, OpenRouter, Groq, GLM, Ollama,
- Category
- mcp
- Stars
- 632
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 17/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 101 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
claude code dashscope deepseek game-development gemini
Something wrong? Category · Trend · Risk
Convert Any OpenAPI V3 API to MCP Server
- Category
- mcp
- Stars
- 623
- Readiness
- needs review (50/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: no push in 491 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents mcp mcp-server
Something wrong? Category · Trend · Risk
A MCP Server for APK Tool (Part of Android Reverse Engineering MCP Suites)
- Category
- mcp
- Stars
- 622
- Readiness
- needs review (70/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai android apktool llm mcp mcp-server
Something wrong? Category · Trend · Risk
❤️ Generate mermaid diagram and chart with AI MCP dynamically.
- Category
- mcp
- Stars
- 621
- Readiness
- needs review (51/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp mcp-server mermaid mermaidjs
Something wrong? Category · Trend · Risk
A Playwright-based Node.js tool that bypasses search engine anti-scraping mechanisms to execute Google searches. Local alternative to SERP APIs with MCP server integration.
- Category
- mcp
- Stars
- 618
- Readiness
- needs review (45/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +7 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 488 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai google-search llm mcp-server web-scraping
Something wrong? Category · Trend · Risk
一款帮助云租户发现和测试云上风险、增强云上防护能力的综合性开源工具
- Category
- mcp
- Stars
- 618
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 185 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
alibaba-cloud cloudsecurity cybersecurity mcp mcp-server public-cloud
Something wrong? Category · Trend · Risk
🌳 AI-Powered Skill Tree for Lifelong Human Learning. 30+ skills from K-12 to career & social intelligence, built on cognitive science. | 人类养成记：AI 驱动的终身学习技能树
- Category
- mcp
- Stars
- 602
- Readiness
- high risk (42/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 23/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 135 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-skills ai-education ai-learning ai-tutor chatgpt claude-code
Something wrong? Category · Trend · Risk
MCP tool: let you point at DOM elements for your favorite agentic coding tool. Let AI see what you see.
- Category
- mcp
- Stars
- 591
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 268 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-coding browser claude-code cursor dom dom-element
Something wrong? Category · Trend · Risk
An MCP Multimodal AI Agent with eyes and ears!
- Category
- mcp
- Stars
- 576
- Readiness
- needs review (62/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent embeddings groq mcp mcp-client mcp-server
Something wrong? Category · Trend · Risk
A Model Context Protocol server that executes commands in the current iTerm session - useful for REPL and CLI assistance
- Category
- mcp
- Stars
- 567
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +2 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 321 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai claude claude-ai mcp mcp-server repl
Something wrong? Category · Trend · Risk
An MCP server to query any Postgres database in natural language.
- Category
- mcp
- Stars
- 540
- Readiness
- needs review (46/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agentic-ai ai analytics artificial-intelligence data-analysis
Something wrong? Category · Trend · Risk
AI assistant integration for n8n workflow automation through Model Context Protocol (MCP). Connect Claude Desktop, ChatGPT, and other AI assistants to n8n for natural language workflow management.
- Category
- mcp
- Stars
- 535
- Readiness
- needs review (61/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 23/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 141 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-assistant ai-automation ai-integration api-integration api-wrapper automation-tools
Something wrong? Category · Trend · Risk
🚀 Universal SDK for building next-gen MCP servers
- Category
- mcp
- Stars
- 532
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: limited evidence; inspect maintenance signals before adopting
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai agentic-web agentic-web-protocol agentic-workflow agents ai
Something wrong? Category · Trend · Risk
CoexistAI is a modular, developer-friendly research assistant framework . It enables you to build, search, summarize, and automate research workflows using LLMs, web search, Reddit, YouTube, and mappi
- Category
- mcp
- Stars
- 518
- Readiness
- high risk (44/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 25/100 · low confidence
Why: +14 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 150 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai fastapi github langchain langgraph map
Something wrong? Category · Trend · Risk
A VSCode extension that lets you find and install Agent Skills and MCP Apps to use with GitHub Copilot, Claude Code, and Codex CLI.
- Category
- mcp
- Stars
- 505
- Readiness
- needs review (50/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-skills claude-code-skills claude-skills codex-skills copilot copilot-chat
Something wrong? Category · Trend · Risk
The only general AI agent that does NOT requires extra API key, giving you full control on your local and remote MacOs from Claude Desktop App
- Category
- mcp
- Stars
- 488
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 423 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
claude-desktop computer-use general-agent macos macos-use mcp-server
Something wrong? Category · Trend · Risk
Create agentic AI workflows in ROBLOX Studio
- Category
- mcp
- Stars
- 485
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 70/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: repository is archived. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents ai-tool ai-tools game-development mcp
Something wrong? Category · Trend · Risk
AI-powered spec generation and review using multi-repo code graph intelligence for backend teams that ship to production.
- Category
- mcp
- Stars
- 478
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +11 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
code-analysis code-embedding code-intelligence-mcp knowledge-graph mcp-server python
Something wrong? Category · Trend · Risk
Standalone Roblox Studio MCP Server
- Category
- mcp
- Stars
- 478
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 91/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: repository is archived, no push in 126 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp mcp-server roblox
Something wrong? Category · Trend · Risk
MCP server that execute applescript giving you full control of your Mac
- Category
- mcp
- Stars
- 461
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 28/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 166 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
applescript macos mcp mcp-server
Something wrong? Category · Trend · Risk
A MCP server for the Discord integration. Enable your AI assistants to seamlessly interact with Discord. Enhance your Discord experience with powerful automation capabilities.
- Category
- mcp
- Stars
- 439
- Readiness
- needs review (60/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 17/100 · low confidence
Why: +13 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 104 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai claude discord discord-bot java mcp
Something wrong? Category · Trend · Risk
Baidu Map MCP Server
- Category
- mcp
- Stars
- 436
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 350 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
lbs map maps mcp mcp-server
Something wrong? Category · Trend · Risk
Spec-Driven Development MCP Server, not just Vibe Coding
- Category
- mcp
- Stars
- 435
- Readiness
- needs review (51/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +4 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 315 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
mcp mcp-server spec-driven-development vibe-coding
Something wrong? Category · Trend · Risk
MCP for Unreal Engine 5
- Category
- mcp
- Stars
- 423
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: limited evidence; inspect maintenance signals before adopting
Strongest signals: issue load, documentation. Risks: no push in 431 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai artificial-intelligence game-development game-engine mcp mcp-server
Something wrong? Category · Trend · Risk
A powerful Model Context Protocol (MCP) server providing comprehensive Google Maps API integration with LLM processing capabilities.
- Category
- mcp
- Stars
- 419
- Readiness
- ready (78/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-skill ai ai-agent dive geocoding geospatial
Something wrong? Category · Trend · Risk
Capture first. Organize later. A local-first Markdown app that turns scattered records into clear notes with AI.
- Category
- mcp
- Stars
- 12,571
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +161 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai-notes knowledge-base knowledge-management llm local-first
Something wrong? Category · Trend · Risk
One portable memory layer for every AI agent: local-first, Markdown-native, user-owned, and self-evolving across apps, tools, and workflows.
- Category
- mcp
- Stars
- 11,860
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +136 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-memory agentic-ai ai chats clawdbot clawdbot-skill
Something wrong? Category · Trend · Risk
Nexent is a zero-code platform for auto-generating production-grade AI agents using Harness Engineering principles — unified tools, skills, memory, and orchestration with built-in constraints, feedbac
- Category
- mcp
- Stars
- 5,818
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +11 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agentic-ai agentic-framework agentic-rag agentic-workflow ai
Something wrong? Category · Trend · Risk
A Low-Code MCP Framework for Building Complex and Innovative RAG Pipelines
- Category
- mcp
- Stars
- 5,690
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +16 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
deepseek demo easy embedding flask gpt
Something wrong? Category · Trend · Risk
An enterprise AI development framework for building AI agents. It provides unified management of multi-provider LLMs, secure enterprise knowledge bases with high-precision retrieval, visual workflow o
- Category
- mcp
- Stars
- 5,609
- Readiness
- ready (98/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +9 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai knowledge mcp rag
Something wrong? Category · Trend · Risk
⚡️next-generation personal AI assistant powered by LLM, RAG and agent loops, supporting computer-use, browser-use and coding agent, demo: https://demo.openagentai.org
- Category
- mcp
- Stars
- 5,503
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +27 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agentic agentic-ai agi chatbot chatgpt
Something wrong? Category · Trend · Risk
LangChain 🔌 MCP
- Category
- mcp
- Stars
- 3,626
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +8 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
langchain langgraph mcp python tools
Something wrong? Category · Trend · Risk
FireRed-OpenStoryline is an AI video editing agent that transforms manual editing into intention-driven directing through natural language interaction, LLM-powered planning, and precise tool orchestra
- Category
- mcp
- Stars
- 3,198
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +29 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent chatbot langchain mcp skills video
Something wrong? Category · Trend · Risk
Comprehensive resources on Generative AI, including a detailed roadmap, projects, use cases, interview preparation, and coding preparation.
- Category
- mcp
- Stars
- 2,589
- Readiness
- ready (98/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +9 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai agentic-framework claude gemini genai genai-usecase
Something wrong? Category · Trend · Risk
Claude Code for Financial Market
- Category
- mcp
- Stars
- 1,611
- Readiness
- ready (95/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +15 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent investment langchain langraph llm mcp
Something wrong? Category · Trend · Risk
First AI Journey for DevOps - with comprehensive learning paths, practical tips, and enterprise guidelines
- Category
- mcp
- Stars
- 1,395
- Readiness
- ready (98/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +28 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai ai-agent amazon-web-services artificial-intelligence aws
Something wrong? Category · Trend · Risk
OpenTelemetry Instrumentation for AI Observability
- Category
- mcp
- Stars
- 1,135
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +9 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
aiops gemini hacktoberfest haystack langchain langraph
Something wrong? Category · Trend · Risk
AI-powered StartUp Accelerator Engine built with Next.js, LangChain, PostgreSQL + pgvector. Upload, organize, and chat with documents. Includes predictive missing-document detection, role-based workfl
- Category
- mcp
- Stars
- 885
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
claude docker knowlege-graph langchain mcp n8n
Something wrong? Category · Trend · Risk
AgentChat 是一个基于 LLM 的智能体交流平台，内置默认 Agent 并支持用户自定义 Agent。通过多轮对话和任务协作，Agent 可以理解并协助完成复杂任务。项目集成 LangChain、Function Call、MCP 协议、RAG、Memory、HITL、Skill、Milvus 和 ElasticSearch 等技术，实现高效的知识检索与工具调用，使用 FastAPI 构建
- Category
- mcp
- Stars
- 853
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +16 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agent-memory agent-skills human-in-the-loop langchain llm
Something wrong? Category · Trend · Risk
What if OpenAI Deep Research and Dify were one platform? OpenAgent — harness architecture for rapidly building vertical AI agents, with deep reasoning loops, visual workflows, RAG, and A2A delegation.
- Category
- mcp
- Stars
- 779
- Readiness
- ready (78/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai celery deepagents deepresearch deepseek
Something wrong? Category · Trend · Risk
On-premises conversational RAG with configurable containers
- Category
- mcp
- Stars
- 1,046
- Readiness
- needs review (46/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 197 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai claude custom-gpts docker docker-compose huggingface
Something wrong? Category · Trend · Risk
An open source implementation of code execution with MCP (Programatic Tool Calling)
- Category
- mcp
- Stars
- 724
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 198 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent daytona langchain langraph llm mcp
Something wrong? Category · Trend · Risk
🟪 Open-source runtime that ships any LangGraph or Google ADK agent as a production-ready FastAPI service. Bundled , AG-UI copilotkit API, chat UI, 15+ guardrails, MCP, OpenTelemetry, OIDC. One pip ins
- Category
- mcp
- Stars
- 197
- Readiness
- needs review (71/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
a2a-protocol ag-ui-protocol agent-platform agentic-ai agents claude-code
Something wrong? Category · Trend · Risk
A production-ready runtime framework for agent apps with secure tool sandboxing, Agent-as-a-Service APIs, scalable deployment, full-stack observability, and broad framework compatibility.
- Category
- mcp
- Stars
- 847
- Readiness
- needs review (58/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
a2a agent agentscope agno deployment docker
Something wrong? Category · Trend · Risk
ARGO is an open-source AI Agent platform that brings Local Manus to your desktop. With one-click model downloads, seamless closed LLM integration, and offline-first RAG knowledge bases, ARGO becomes a
- Category
- mcp
- Stars
- 813
- Readiness
- needs review (45/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +10 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 213 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agentic-ai ai aigc anthropic artifacts
Something wrong? Category · Trend · Risk
Browser Operator - The AI browser with built in Multi-Agent platform! Open source alternative to ChatGPT Atlas, Perplexity Comet, Dia and Microsoft CoPilot Edge Browser
- Category
- mcp
- Stars
- 499
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 23/100 · low confidence
Why: +12 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 141 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-browser agent-workflow agentic-ai agentic-browser agentic-framework agentic-workflow
Something wrong? Category · Trend · Risk
Demo of a customer service agent (Cymbal Air) using LangGraph, Tools, and RAG to interact with Google Cloud Databases via MCP Toolbox.
- Category
- mcp
- Stars
- 342
- Readiness
- needs review (67/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agents ai alloydb bigquery databases
Something wrong? Category · Trend · Risk
The deterministic merge gate for AI-generated agent capability changes — a local-first, static Tool-Use Readiness review for MCP, OpenAPI, and SDK tool surfaces. Open-source CLI + GitHub Action.
- Category
- mcp
- Stars
- 105
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-governance agent-release-readiness ai-agent-security ai-agents ci-cd crewai
Something wrong? Category · Trend · Risk
XLSX parser for LLMs, RAG, LangChain, LangGraph, CrewAI, Claude, MCP — turns Excel (.xlsx) into citation-ready JSON with formulas, charts, dependency graphs, and token-counted chunks. Open-source Pyth
- Category
- mcp
- Stars
- 50
- Readiness
- ready (77/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents citations crewai document-intelligence excel excel-parser
Something wrong? Category · Trend · Risk
Reliable research infrastructure for AI agents. Evidence-backed web search with citations, confidence scores, and Clarity anti-hallucination. MCP server, REST API, Python SDK.
- Category
- mcp
- Stars
- 20
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-tools ai-agent anti-hallucination browseai-dev browseaidev citations
Something wrong? Category · Trend · Risk
The approval and accountability layer for agentic AI. Identity → Policy → Approval → Trace. Try: npx sidclaw-demo
- Category
- mcp
- Stars
- 13
- Readiness
- needs review (69/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-approval agent-security ai-agents ai-governance approval-workflow audit-trail
Something wrong? Category · Trend · Risk
MCP security scanner for Claude, Cursor, OpenAI Agents, LangGraph and CrewAI - offline Rust SAST with SARIF for GitHub Code Scanning
- Category
- mcp
- Stars
- 11
- Readiness
- ready (80/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-security claude claude-code code-scanning crewai
Something wrong? Category · Trend · Risk
OmniClaw by Long Leo (Ha Dinh Long) — a Claude Code & Antigravity agent OS governed by 8 immortal Python daemons: zero-trust Git guard, 3-tier MemPalace memory, no agent free-will. Not affiliated with
- Category
- mcp
- Stars
- 6
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-assistant autonomous-agents claude crewai gemini
Something wrong? Category · Trend · Risk
Nornicdb is a distributed low-latency, Graph+Vector, Temporal MVCC with all sub-ms HNSW search, graph traversal, and writes. Using Neo4j Bolt/Cypher and qdrant's gRPC means you can switch with no chan
- Category
- mcp
- Stars
- 839
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
bolt cypher database enterprise-solutions golang graph-rag
Something wrong? Category · Trend · Risk
Single-file memory layer for AI agents, sub mili-second RAG on Apple Silicon. Metal Optimized On-Device. No Server. No API. One File. Pure Swift
- Category
- mcp
- Stars
- 776
- Readiness
- ready (80/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents cli coreml coreml-framework data-science machine-learning
Something wrong? Category · Trend · Risk
No description
- Category
- mcp
- Stars
- 703
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
elasticsearch mcp mcp-server vector-database
Something wrong? Category · Trend · Risk
A cyber brain for your AI. It never forgets a detail, remembers exactly what you said, and learns how you work over time. Free, local, works with Cursor, Claude Code, Codex, OpenClaw, Hermes and more.
- Category
- mcp
- Stars
- 491
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +16 stars in 7 days; 91 commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity
Strongest signals: push recency, commit activity, issue load. Risks: None identified. Missing inputs: None.
agent-memory ai-memory claude claude-code codex cursor
Something wrong? Category · Trend · Risk
Symbol Delta Ledger (SDL-MCP) is a policy-centered context budget layer for coding agents: Symbol-graph intelligence combined with precision tools. It turns sprawling codebases into compact, high-sig
- Category
- mcp
- Stars
- 462
- Readiness
- ready (72/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- watch
- Maintenance risk
- 0/100 · high confidence
Why: +5 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals; open issue backlog is stable or shrinking
Strongest signals: push recency, commit activity, issue load. Risks: maintenance is concentrated in one contributor. Missing inputs: None.
Capped lower bounds: 30-day commits.
agent-context agent-tools agentic-coding agentic-engineering agentic-workflow code-analysis
Something wrong? Category · Trend · Risk
Java 8+ agentic SDK: unified LLM access (OpenAI/Anthropic/DashScope/Doubao/DeepSeek...), Tool Calling, MCP, RAG, Agent Runtime, and a built-in Coding Agent CLI/TUI/ACP.
- Category
- mcp
- Stars
- 422
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +2 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity
Strongest signals: push recency, commit activity, issue load. Risks: maintenance is concentrated in one contributor. Missing inputs: None.
Capped lower bounds: 30-day commits.
agent anthropic chatglm chatgpt coding-agent dashscope
Something wrong? Category · Trend · Risk
Redis Vector Library (RedisVL) -- the AI-native Python client for Redis.
- Category
- mcp
- Stars
- 419
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
anthropic embedding huggingface large-language-models llm llmcache
Something wrong? Category · Trend · Risk
2025 年 AI 编程助手实战项目（作者：程序员鱼皮），基于 Spring Boot 3.5 + Java 21 + LangChain4j + AI 构建智能编程学习与求职辅导机器人，覆盖 AI 大模型接入、LangChain4j 核心特性、流式对话、Prompt 工程、RAG 检索增强、向量数据库、Tool Calling 工具调用、MCP 模型上下文协议、Web 爬虫、安全防护、Vue.j
- Category
- mcp
- Stars
- 731
- Readiness
- needs review (50/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +7 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 393 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-model backend frontend java langchain4j
Something wrong? Category · Trend · Risk
DeepContext is an MCP server that adds symbol-aware semantic search to Claude Code, Codex CLI, and other agents for faster, smarter context on large codebases.
- Category
- mcp
- Stars
- 275
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 319 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents claude claude-code code code-context
Something wrong? Category · Trend · Risk
Xmem is a India's First open source multi-modal, multi-agentic long‑term memory layer for AI agents.
- Category
- mcp
- Stars
- 233
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 70/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: repository is archived. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-memory ai-agents chatgpt claude cursor developer-tools
Something wrong? Category · Trend · Risk
基于 AI 的个人成长轨迹分析系统，通过记录生活、回顾历史、分析模式帮助用户更好地理解自己，实现持续成长。包含智能路由、RAG 检索、自主任务智能体等功能。
- Category
- mcp
- Stars
- 210
- Readiness
- needs review (56/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +3 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: issue load, documentation, license. Risks: no push in 236 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents cassandra-database chatbot docker java
Something wrong? Category · Trend · Risk
Your Cheat Sheet for AI Engineering Interview – Questions and Answers.
- Category
- mcp
- Stars
- 2,428
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +130 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents ai ai-agents ai-engineering fine-tuning interview
Something wrong? Category · Trend · Risk
The first Task-Aware MCP server and automated VRAM calculator for LLM fine-tuning. Instantly snipe the cheapest, fastest GPUs across 10+ cloud providers.
- Category
- mcp
- Stars
- 101
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
claude-code cost-optimization fine-tuning gpu-pricing llm mcp
Something wrong? Category · Trend · Risk
MESH-API — Off-Grid AI & API Router & with MCP server & over 30 API extensions for Meshtastic & MeshCore - Seamlessly connect LM Studio, Ollama, AI Providers , 3rd-party APIs, Agents & Home Assistant
- Category
- mcp
- Stars
- 163
- Readiness
- ready (78/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai api chatbot chatgpt claude deepseek
Something wrong? Category · Trend · Risk
A Cli, a webUI, and a MCP server for the Z-Image-Turbo text-to-image generation model (Tongyi-MAI/Z-Image-Turbo base model as well as quantized models)
- Category
- mcp
- Stars
- 124
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai apple apple-silicon cuda diffusers localllm
Something wrong? Category · Trend · Risk
Koog is a JVM (Java and Kotlin) framework for building predictable, fault-tolerant and enterprise-ready AI agents across all platforms – from backend services to Android and iOS, JVM, and even in-brow
- Category
- mcp
- Stars
- 4,505
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +20 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentframework agentic-ai agents ai ai-agents-framework aiagentframework
Something wrong? Category · Trend · Risk
An AI Gateway, registry, and proxy that sits in front of any MCP, A2A, or REST/gRPC APIs, exposing a unified endpoint with centralized discovery, guardrails and management. Optimizes Agent & Tool call
- Category
- mcp
- Stars
- 4,281
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +110 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents ai api-gateway asyncio authentication-middleware devops
Something wrong? Category · Trend · Risk
🚀 MassGen is an open-source multi-agent scaling system that runs in your terminal, autonomously orchestrating frontier models and agents to collaborate, reason, and produce high-quality results. | Joi
- Category
- mcp
- Stars
- 1,102
- Readiness
- needs review (51/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agentic-ai autonomous-agents cli collaborative-ai conversational-ai
Something wrong? Category · Trend · Risk
This GitHub repo is a powerhouse collection of APIs you can start using immediately to build everything from simple automations to full-scale applications. One of the most valuable API lists on GitHub
- Category
- mcp
- Stars
- 7,438
- Readiness
- ready (75/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +95 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-tools api api-collection api-directory api-list apify
Something wrong? Category · Trend · Risk
Independent directory of useful skills, plugins, memory providers, tools, surfaces, and guides for Nous Research's open-source Hermes Agent.
- Category
- mcp
- Stars
- 5,228
- Readiness
- ready (79/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +113 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-skills ai-agents ai-tools awesome awesome-list hermes-agent
Something wrong? Category · Trend · Risk
全能协议分析工具：浏览器抓包 + MITM 代理 + 指纹伪装 + AI 分析 + MCP Server 无缝对接 AI Agent/IDE | All-in-one protocol analysis toolkit — built-in browser capture, MITM proxy, JS hooks, fingerprint spoofing, AI analysis & M
- Category
- mcp
- Stars
- 3,442
- Readiness
- ready (84/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +51 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
2api ai-tools analysis-cli api-analysis automation-tools blackbox-testing
Something wrong? Category · Trend · Risk
⚡ 需求分析效率提升 200%！全球首个为 AI 编程时代设计的团队协作 MCP 服务器，自动分析需求自动编写前后端代码，下载切图
- Category
- mcp
- Stars
- 2,133
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +49 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents ai-coding ai-tools mcp mcp-service
Something wrong? Category · Trend · Risk
Open-source AI agent desktop app for Windows & macOS. One-click install Claude Code, MCP tools, and Skills — with sandbox isolation, multi-model support, and Feishu/Slack integration.
- Category
- mcp
- Stars
- 1,986
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +30 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent ai-coding ai-tools anthropic claude-code coding-agent
Something wrong? Category · Trend · Risk
A fully functional AI Agent desktop client that supports Webui access and can be creatively customized and expanded!
- Category
- mcp
- Stars
- 1,702
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +127 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-tools claude-code claude-desktop codex codex-app
Something wrong? Category · Trend · Risk
The only browser automation that bypasses anti-bot systems. AI writes network hooks, clones UIs pixel-perfect via simple chat.
- Category
- mcp
- Stars
- 1,584
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +19 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent-tools ai-tools anthropic anti-bot-bypass automation-tools browser-automation
Something wrong? Category · Trend · Risk
1078 professional Agent Skills for Claude, ChatGPT, Gemini, Cursor & Codex — from PRDs and postmortems to decoding a lease, budgeting your energy in spoons, and rehearsing the hardest conversation. Pl
- Category
- mcp
- Stars
- 1,262
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +20 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-skills agents ai-agents ai-tools anthropic chatgpt
Something wrong? Category · Trend · Risk
Connect Cursor, Copilot & Claude AI directly to Cheat Engine via MCP. Automate reverse engineering, pointer scanning, and memory analysis using natural language.
- Category
- mcp
- Stars
- 1,175
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +48 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-tools automation cheat-engine ctf-tools debugger
Something wrong? Category · Trend · Risk
Enterprise AI bastion host for secure AI API and MCP access, with unified proxying, RBAC, audit logs, rate limiting, and cost tracking across OpenAI, Anthropic, Gemini, and self-hosted LLMs.
- Category
- mcp
- Stars
- 941
- Readiness
- ready (76/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-gateway ai-security ai-tools mcp mcp-gateway
Something wrong? Category · Trend · Risk
Code research platform for AI agents: local + GitHub search, LSP semantics, AST patterns, and compact context. one toolset as MCP or CLI
- Category
- mcp
- Stars
- 903
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai ai-agents ai-tools claude-ai code-intelligence
Something wrong? Category · Trend · Risk
Give your AI agent eyes for PDFs — structured text, tables, OCR, visual evidence, and page-level citations via MCP. Native Rust, local-first.
- Category
- mcp
- Stars
- 886
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +11 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-document-twin ai-agent ai-tools citations document-intelligence document-processing
Something wrong? Category · Trend · Risk
🤖 Automatically collected AI repos, tools, websites, papers & tutorials. 实用AI百宝箱 💎
- Category
- mcp
- Stars
- 848
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +8 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic agi ai ai-gents ai-prompts ai-tools
Something wrong? Category · Trend · Risk
MCP-NixOS - Model Context Protocol Server for NixOS resources
- Category
- mcp
- Stars
- 782
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-assistant ai-integration ai-tools anthropic claude developer-tools
Something wrong? Category · Trend · Risk
Easily create LLM tools and agents using plain Bash/JavaScript/Python functions.
- Category
- mcp
- Stars
- 766
- Readiness
- needs review (58/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +7 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 408 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents ai-tools function-calling llm llm-agents
Something wrong? Category · Trend · Risk
TickDB: AI-native real time stock API and market data API for US stocks, HK stocks, A-shares, forex, crypto, indices and commodities. Skill, CLI, MCP, REST API and WebSocket. AI 原生实时股票 API 与金融行情数据 API
- Category
- mcp
- Stars
- 642
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +53 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-tools cli-tool commodities cryptocurrency financial-data forex
Something wrong? Category · Trend · Risk
Curated list of 150+ tools, skills, subagents & plugins for OpenAI Codex CLI
- Category
- mcp
- Stars
- 462
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +17 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-coding ai-tools awesome awesome-list claude-code cli
Something wrong? Category · Trend · Risk
🤖 Agentfy is a modular microservices architecture designed to process user requests and execute workflows across multiple social media platforms. ASK ONCE, LET THE AGENT DO THE REST!
- Category
- mcp
- Stars
- 418
- Readiness
- needs review (58/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 459 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-tools model-context-protocol multi-agent-systems openai prompt-engineering-tool
Something wrong? Category · Trend · Risk
Cross-Code Organizer (formerly Claude Code Organizer): cross-harness config dashboard for Claude Code, Codex CLI, MCP servers, skills, memories, agents, sessions, security scanning, context budget, an
- Category
- mcp
- Stars
- 366
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-coding-tools ai-config-dashboard ai-tools claude claude-code claude-code-organizer
Something wrong? Category · Trend · Risk
Desktop app that automatically scans and blocks malicious MCP traffic in AI apps like Cursor, Claude, VS Code and Windsurf.
- Category
- mcp
- Stars
- 255
- Readiness
- needs review (49/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-tools mcp mcp-client mcp-client-security mcp-security mcp-server
Something wrong? Category · Trend · Risk
** THIS REPO HAS MOVED TO https://github.com/langchain-ai/langchainjs/tree/main/libs/langchain-mcp-adapters ** Adapters for integrating Model Context Protocol (MCP) tools with LangChain.js application
- Category
- mcp
- Stars
- 247
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 100/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: repository is archived, no push in 448 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-tools ai-tools javascript langchain langchainjs llm-agents
Something wrong? Category · Trend · Risk
AI-powered n8n workflow automation through natural language. MCP server enabling Claude AI & Cursor IDE to create, manage, and monitor workflows via Model Context Protocol. Multi-instance support, 17
- Category
- mcp
- Stars
- 230
- Readiness
- needs review (62/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-automation ai-tools api-management automation-platform claude-ai cursor-ide
Something wrong? Category · Trend · Risk
Model Context Protocol (MCP) server that lets AI assistants read Overleaf projects, parse LaTeX document structure, and push section-level edits back via Git. Compatible with Claude Desktop,
- Category
- mcp
- Stars
- 222
- Readiness
- needs review (56/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 16/100 · low confidence
Why: +7 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: issue load, documentation, license. Risks: no push in 96 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-tools chatgpt claude latex mcp mcp-server
Something wrong? Category · Trend · Risk
AI can draw UI directly on the Figma canvas via JavaScript, and read existing designs back as structured data. Works with Claude Code, Cursor, VS Code, and Windsurf. No API KEY required.
- Category
- mcp
- Stars
- 221
- Readiness
- needs review (60/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-design-tool ai-tools antigravity auto-designing claude-code
Something wrong? Category · Trend · Risk
Chiasmus is an MCP server that gives language models access to formal verification
- Category
- mcp
- Stars
- 207
- Readiness
- needs review (65/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-assistant ai-tools formalmethods llm mcp
Something wrong? Category · Trend · Risk
Mobile companion for Google's Antigravity IDE. Mirror AI sessions on your phone, send messages, stop generation, automate via 9 MCP tools or OpenAPI.
- Category
- mcp
- Stars
- 205
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-tools antigravity chrome-devtools-protocol claude developer-tools mcp
Something wrong? Category · Trend · Risk
Context-Engine MCP - Agentic Context Compression Suite
- Category
- mcp
- Stars
- 402
- Readiness
- ready (75/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents codex compression context context-engine
Something wrong? Category · Trend · Risk
Practical patterns, starters & CLI tools for loop engineering with AI coding agents. Design systems that prompt and orchestrate agents (inspired by Addy Osmani and Boris Cherny). Includes loop-audit,
- Category
- mcp
- Stars
- 9,957
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +280 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai-agents ai-coding anthropic automation claude
Something wrong? Category · Trend · Risk
🦸 AI 编程超能力 · 中文增强版 — superpowers（116k+ ⭐）完整汉化 + 6 个中国原创 skills，让 Claude Code / Copilot CLI / Hermes Agent / Cursor / Windsurf / Kiro / Gemini CLI 等 16 款 AI 编程工具真正会干活
- Category
- mcp
- Stars
- 7,544
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +161 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-skills agentic-coding ai-coding chinese claude-code code-review
Something wrong? Category · Trend · Risk
A practical Claude Code guide with clear mental models and copy-paste examples — setup, prompt engineering, slash commands, skills, hooks, subagents, agent teams, and MCP servers. Beginner path to pow
- Category
- mcp
- Stars
- 2,604
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +196 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-skills agentic-coding ai-agents anthropic anthropic-claude best-practices
Something wrong? Category · Trend · Risk
Supports GPT Image 2, Seedance & ComfyUI, with a 1,400+ prompt library, carefully crafted hooks and a multi-task orchestration system
- Category
- mcp
- Stars
- 1,677
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +45 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-image-generation claude claude-code comfyui mcp mcp-server
Something wrong? Category · Trend · Risk
AINL helps turn AI from "a smart conversation" into "a structured worker." It is designed for teams building AI workflows that need multiple steps, state and memory, tool use, repeatable execution, v
- Category
- mcp
- Stars
- 735
- Readiness
- needs review (62/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-orchestration ai-agents ai-native-language ainl claude-code compiler
Something wrong? Category · Trend · Risk
🤖 Kubernetes for AI Agents. Self-hosted, production-grade runtime for orchestrating LLM swarms and autonomous agents. TypeScript-native.
- Category
- mcp
- Stars
- 37
- Readiness
- ready (76/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agentic-ai agentic-framework agentic-workflow ai ai-framework
Something wrong? Category · Trend · Risk
Transform Claude Code into a full development team. 11 specialized agents (Architect, Engineer, QA, Security, UX, DevOps, and more), persistent memory across sessions, and 25,000+ on-demand skills. Wo
- Category
- mcp
- Stars
- 13
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-framework anthropic claude claude-code developer-tools
Something wrong? Category · Trend · Risk
Local guardrails for AI coding agents. Wraps any MCP server and blocks destructive tool calls — DROP TABLE, rm -rf, force-push, unscoped UPDATE/DELETE — before they execute. Free, open-source, runs en
- Category
- mcp
- Stars
- 6
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 30 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-coding-agents ai-framework ai-guardrails ai-safety claude-code cline-ai
Something wrong? Category · Trend · Risk
Vestige gives AI agents sharp memory: a local-first Rust MCP server that reaches backward through time to find the quiet change, decision, or service that caused today’s failure, not the lookalike.
- Category
- mcp
- Stars
- 600
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-memory claude cognitive-science cursor embeddings fsrs
Something wrong? Category · Trend · Risk
The memory your AI should have had from the start. Automatic capture, automatic recall, 100% local. One SQLite file, zero cloud. Works with Claude Code, Claude CLI, Cursor, Codex CLI, Gemini CLI.
- Category
- mcp
- Stars
- 371
- Readiness
- ready (79/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +6 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-memory ai ai-agent ai-agents ai-memory anthropic
Something wrong? Category · Trend · Risk
Build production-ready backends in minutes
- Category
- mcp
- Stars
- 350
- Readiness
- ready (74/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
access-control api authorization awslambda cloudflare-workers deno
Something wrong? Category · Trend · Risk
Local-first 3-in-1 AI memory layer & MCP server for Claude Code, Codex, Grok, Gemini, VS Code and Cursor. Fuses session history, codebase indexing & concept graphs in SQLite. Enables zero-cloud, priva
- Category
- mcp
- Stars
- 326
- Readiness
- ready (95/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-memory ai-agents ai-memory claude-code codex-cli developer-tools
Something wrong? Category · Trend · Risk
Local-first code intelligence for AI assistants. Turns your codebase into a knowledge graph your AI can query, navigate, and remember. 25 MCP tools.
- Category
- mcp
- Stars
- 199
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agent ai-assistant chatgpt claude claude-code
Something wrong? Category · Trend · Risk
AI semantic search for Zotero, with a built-in MCP server for AI agents (Claude Code, Codex). Find papers by meaning. 100% local and private.
- Category
- mcp
- Stars
- 180
- Readiness
- needs review (68/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
academic academic-research ai ai-agents claude-code embeddings
Something wrong? Category · Trend · Risk
Cognitive memory database for AI agents — consolidates duplicates, detects contradictions, fades stale memories via temporal decay. Rust, AGPL, ships as library / MCP server / HTTP cluster.
- Category
- mcp
- Stars
- 171
- Readiness
- ready (79/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-memory ai-agents anthropic claude-code clustering cognitive-memory
Something wrong? Category · Trend · Risk
Engine-agnostic LLM gateway in Rust. Full OpenAI & Anthropic API compatibility across vLLM, TRT-LLM, TokenSpeed, SGLang, OpenAI, Gemini & more. Industry-first gRPC pipeline, KV cache-aware routing, ch
- Category
- mcp
- Stars
- 449
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +24 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity
Strongest signals: push recency, commit activity, contributor breadth. Risks: None identified. Missing inputs: None.
Capped lower bounds: 30-day commits, lifetime contributors, response activity.
anthropic anthropic-api chat claude gemini inference-gateway
Something wrong? Category · Trend · Risk
The open-core AI workbench — notebooks, agents, RAG, voice, and images across any model: OpenAI, Anthropic, Google, xAI, or local via Ollama/vLLM. BSL 1.1, auto-converting to Apache-2.0 on a two-year
- Category
- mcp
- Stars
- 85
- Readiness
- needs review (69/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: strong signals despite limited visibility
Strongest signals: push recency, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents ai ai-agents ai-workbench anthropic llm
Something wrong? Category · Trend · Risk
Your Personal AI OS
- Category
- mcp
- Stars
- 1,942
- Readiness
- ready (79/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +9 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent ai-memory automation automations claude-code codex
Something wrong? Category · Trend · Risk
Dive is an open-source MCP Host Desktop Application that seamlessly integrates with any LLMs supporting function calling capabilities. ✨
- Category
- mcp
- Stars
- 1,809
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents llm-interface llm-ui mcp-client mcp-host
Something wrong? Category · Trend · Risk
Personal AI desktop agent for Windows, macOS, Linux, Android & iOS. Set a goal, it works on its own. Teams (pair two desktops, agents + humans), Agent2Agent, Workflows, Codework, multi-agent orgs, des
- Category
- mcp
- Stars
- 1,578
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +326 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai-agent ai-assistant android automation autonomous-agent
Something wrong? Category · Trend · Risk
🎙️ AI Dictation App - Open Source and Local-first ⚡ Type 3x faster, no keyboard needed. 🆓 Powered by open source models, works offline, fast and accurate.
- Category
- mcp
- Stars
- 1,480
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +11 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-note-taking-app asr dictate dictation dictation-tool
Something wrong? Category · Trend · Risk
The python library for research and development in NLP, multimodal LLMs, Agents, ML, Knowledge Graphs, and more.
- Category
- mcp
- Stars
- 1,459
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents ai llm mcp mcp-client mcp-server
Something wrong? Category · Trend · Risk
The coding agent that answers to you, your model, your machine, your rules.
- Category
- mcp
- Stars
- 1,223
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +29 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agent anthropic cli code-assistant coding-agent
Something wrong? Category · Trend · Risk
Open-source AI agent harness in native Rust — GUI, CLI, headless, and webapp from one binary. Multi-provider, MCP, skills, plugins, agent teams.
- Category
- mcp
- Stars
- 1,190
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-harness agent-teams ai-agent anthropic claude-code cli
Something wrong? Category · Trend · Risk
A set of tools that gives agents powerful capabilities.
- Category
- mcp
- Stars
- 1,143
- Readiness
- ready (97/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic agentic-ai agents ai anthropic autonomous-agents
Something wrong? Category · Trend · Risk
一款轻量级、跨平台的 Mini Kubernetes AI Dashboard，支持大模型+智能体+MCP(支持设置操作权限)，集成多集群管理、智能分析、实时异常检测等功能，支持多架构并可单文件部署，助力高效集群管理与运维优化。
- Category
- mcp
- Stars
- 869
- Readiness
- needs review (65/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
2fa ai apigateway chatgpt dashboard k8s
Something wrong? Category · Trend · Risk
OpenSkills: Run Claude Skills Locally using any LLM
- Category
- mcp
- Stars
- 445
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 196 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai claude gemini-cli mcp ollama opencode
Something wrong? Category · Trend · Risk
Agent工程师最全学习路径 · 从零精通 AI 工程 · 20 阶段 503 课 · 中文全量翻译 + 配套站点 + 动画讲解视频 · 如何成为 AI Agent 工程师的修成指南
- Category
- mcp
- Stars
- 934
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +30 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents ai ai-agents ai-engineering chinese chinese-translation
Something wrong? Category · Trend · Risk
The action firewall for AI agents. Enforce policy and human approval before risky tool calls, shell commands, workflows, and production changes, with auditable evidence.
- Category
- mcp
- Stars
- 494
- Readiness
- ready (77/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +5 stars in 30 days; 43 commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity; open issue backlog is stable or shrinking
Strongest signals: push recency, commit activity, issue load. Risks: maintenance is concentrated in one contributor. Missing inputs: None.
Capped lower bounds: response activity.
agent-framework agentic-ai ai-agent ai-governance ai-orchestration ai-safety
Something wrong? Category · Trend · Risk
Runtime policy enforcement for AI agents. Cryptographic audit trail, human-in-the-loop approvals, kill switch. Zero code changes.
- Category
- mcp
- Stars
- 369
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +6 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-safety anthropic audit-trail langchain llm-observability
Something wrong? Category · Trend · Risk
Agentic AI research papers, benchmarks, frameworks, and tools curated across 24 domains.
- Category
- mcp
- Stars
- 157
- Readiness
- ready (77/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai-agents ai-benchmarks ai-evaluation ai-research ai-safety
Something wrong? Category · Trend · Risk
Practices, protocols, and skills for AI-driven software development. Skills and safety hooks for Claude Code, Codex, OpenCode, Cursor, Antigravity, and any agent supporting the Agent Skills standard.
- Category
- mcp
- Stars
- 118
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-safety agent-skills ai-coding ai-driven-development ai-safety antigravity
Something wrong? Category · Trend · Risk
[L0 CONSTITUTION] arifOS — constitutional MCP kernel. Law, identity, F1–F13, VAULT999. Judges but never executes. DITEMPA BUKAN DIBERI.
- Category
- mcp
- Stars
- 49
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai agi ai ai-agents ai-governance ai-safety
Something wrong? Category · Trend · Risk
Make AI coding agents safe to scale autonomously: assign work, cap spend, enforce policy, verify output, roll back failures, learn from loops, and prove ROI across every repo.
- Category
- mcp
- Stars
- 43
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-runtime ai-agent-runtime ai-coding-agents ai-control-plane ai-governance ai-safety
Something wrong? Category · Trend · Risk
Stop AI agents from doing things you didn't ask for.
- Category
- mcp
- Stars
- 407
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-observability agent-security ai-monitoring ai-safety audit-trail browser-automation
Something wrong? Category · Trend · Risk
Search, understand, reproduce, and improve an idea with ease
- Category
- mcp
- Stars
- 1,216
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-framework agent-learning agent-runtime browsecomp environment gaia
Something wrong? Category · Trend · Risk
Multi-agent team operating system for Claude Code. 108 MCP tools, 40+ agent templates, 10 lifecycle hooks, 7 pipeline workflows. Persistent teams, structured meetings, task wall, real-time React dashb
- Category
- mcp
- Stars
- 339
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +11 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-framework agent-orchestration ai-agents autonomous-agents claude claude-code
Something wrong? Category · Trend · Risk
🛡️ The approval and policy layer for AI agents. Intercept risky actions before they run, block them, or approve them remotely.
- Category
- mcp
- Stars
- 290
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +6 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-framework agent-governance agent-runtime ai-agents ai-governance ai-infrastructure
Something wrong? Category · Trend · Risk
Daydreams is a set of tools for building agents for commerce
- Category
- mcp
- Stars
- 612
- Readiness
- needs review (60/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 27/100 · low confidence
Why: +2 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 159 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
8004 agent-framework agent-frameworks agents ai cdp
Something wrong? Category · Trend · Risk
Asking yours data in a natural language way through pre-modeling (data models and semantic models).
- Category
- mcp
- Stars
- 259
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +2 stars in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 225 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-framework agents chatbi chatdata context-engineering data-analysis
Something wrong? Category · Trend · Risk
Optimize any AI agent’s skills, tools/MCP, and prompts against your own evals.
- Category
- mcp
- Stars
- 37
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-optimization agent-skills agentic-ai ai-agents claude dspy
Something wrong? Category · Trend · Risk
🤖 Build advanced AI agents with a collection of production-ready applications using modern frameworks for single and multi-agent systems.
- Category
- mcp
- Stars
- 5
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-framework agentic-pattern agentic-rag agentic-workflow agents ai-agent-monitoring
Something wrong? Category · Trend · Risk
A curated list of OpenClaw resources, tools, skills, tutorials & articles. OpenClaw (formerly Moltbot / Clawdbot) — open-source self-hosted AI agent for WhatsApp, Telegram, Discord & 50+ integrations.
- Category
- mcp
- Stars
- 983
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai-agent ai-automation autonomous-agents awesome awesome-list
Something wrong? Category · Trend · Risk
Autonomous AI pentesting engine, continuous offensive security across web, cloud, identity, CI/CD, IaC, databases, Active Directory, Kubernetes and IoT firmware. Agentic reasoning plus real exploit ex
- Category
- mcp
- Stars
- 813
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +17 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
active-directory ai-agents ai-red-team ai-security-tool autonomous-agents cloud-security
Something wrong? Category · Trend · Risk
Harness the power of local LLMs with this TUI MCP Client for Ollama. Featuring all core MCP primitives (tools, prompts, resources), agent mode, multi-server, model switching, streaming responses, huma
- Category
- mcp
- Stars
- 789
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +7 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai command-line-tool harness linux local-llm
Something wrong? Category · Trend · Risk
A curated solutions to building a self-evolving second brain that helps AI agents understand your personal and team context.
- Category
- mcp
- Stars
- 500
- Readiness
- needs review (66/100 heuristic points; not a probability)
- Data confidence
- medium
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +13 stars in 7 days; 12 lifetime contributors
Why it may be a gem: healthy maintenance and project fundamentals; open issue backlog is stable or shrinking
Strongest signals: contributor breadth, issue load, documentation. Risks: None identified. Missing inputs: release recency.
anthropic awesome awesome-lists brain chatgpt claude
Something wrong? Category · Trend · Risk
Stop degrading your model's reasoning. A minimal, zero-config AI coding agent. Enforced ephemeral subagents keep context pure. From tiny local models up to Sol, Fable and Kimi K3.
- Category
- mcp
- Stars
- 401
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai-agent ai-coding-assistant ai-skills autonomous-agents claude
Something wrong? Category · Trend · Risk
Curated real-world use cases for Hermes Agent — the self-improving AI agent from Nous Research. Backed by primary sources.
- Category
- mcp
- Stars
- 178
- Readiness
- ready (75/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +13 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai-agent automation awesome-list cron-jobs developer-tools
Something wrong? Category · Trend · Risk
Persistent session memory for AI coding agents — local-first, with on-device inference, associative recall, and drift detection. Works with Claude Code, Cursor, and Codex.
- Category
- mcp
- Stars
- 155
- Readiness
- ready (95/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-memory ai-agent claude-code codex cognitive-architecture drift-detection
Something wrong? Category · Trend · Risk
Evidence-gated runner for Codex, Claude Code, OpenCode, and local coding agents. Routes tasks into scoped DAG lanes with replayable artifacts.
- Category
- mcp
- Stars
- 130
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-orchestration agent-runtime ai-coding claude-code cli code-review
Something wrong? Category · Trend · Risk
A simple, locally hosted Web Search MCP server for use with Local LLMs
- Category
- mcp
- Stars
- 1,073
- Readiness
- needs review (56/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: +9 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 364 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
llm lmstudio local-llm mcp web-search
Something wrong? Category · Trend · Risk
Local, LLM-free memory for AI agents. A single offline Rust binary — deterministic and auditable — that learns from use, forgets the irrelevant, and strengthens what matters. No cloud, no API keys.
- Category
- mcp
- Stars
- 244
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +6 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-memory agentic-ai ai-agents ai-memory claude cognitive-memory
Something wrong? Category · Trend · Risk
Deploys your OS, databases, and SSL on your VPS in just 10 minutes. Orchestrates a team of AI agents for coding, marketing, and sales. The built-in optimizer saves up to 90% on token costs, letting yo
- Category
- mcp
- Stars
- 56
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-engineering b2b-automation claude-code devops-automation edge-ai hermes-agent
Something wrong? Category · Trend · Risk
Open-source distributed machine control plane — WireGuard mesh, SSH proxy, remote execution, Prometheus metrics, all over one REST API/MCP.
- Category
- mcp
- Stars
- 24
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
automation command-line edge-ai edge-computing mcp-server mesh-networks
Something wrong? Category · Trend · Risk
AI-Inference-Managed-by-AI: Go binary for managing AI inference on edge devices
- Category
- mcp
- Stars
- 15
- Readiness
- ready (79/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-infrastructure edge-ai golang inference-engine kubernetes
Something wrong? Category · Trend · Risk
An on-device LLM understands your entire life, then proactively offers to get your work done through computer use.
- Category
- mcp
- Stars
- 431
- Readiness
- ready (77/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 8/100 · high confidence
Why: +38 stars in 7 days; 100+ commits in 30 days
Why it may be a gem: consistent human and community activity; healthy maintenance and project fundamentals
Strongest signals: push recency, commit activity, issue load. Risks: no pull-request review responses in 30 days. Missing inputs: None.
Capped lower bounds: 30-day commits, response activity.
ai-agents intelligence-layer knowledge-base llm local-first macos
Something wrong? Category · Trend · Risk
The Private Agent OS — search files, run AI agents, connect to 10,000+ tools via the complete protocol stack (MCP, AG-UI, A2UI, A2A). Zero cloud. Zero telemetry. On-device inference.
- Category
- mcp
- Stars
- 27
- Readiness
- ready (76/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
a2a a2ui ag-ui agent-orchestration agent-os cross-platform
Something wrong? Category · Trend · Risk
SDK for Android — gives local LLMs structured access to phone data (calendar, contacts, SMS, files). Everything stays on device.
- Category
- mcp
- Stars
- 26
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent android kotlin llm local-llm mcp
Something wrong? Category · Trend · Risk
Free LLM API pool: 24 LLM providers cataloged, 222 routes, 407 cataloged chat models, keyless start when available.
- Category
- mcp
- Stars
- 60
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +10 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
anthropic claude codex cursor failover free-llm
Something wrong? Category · Trend · Risk
An open-source Agent-first Identity and Access Management (IAM) /LLM MCP & agent gateway and auth server with web UI supporting OpenClaw, MCP, OAuth, OIDC, SAML, CAS, LDAP, SCIM, WebAuthn, TOTP, MFA,
- Category
- mcp
- Stars
- 14,137
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +39 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent agentic-ai agi ai-gateway auth authentication
Something wrong? Category · Trend · Risk
企业级 AI 资源纳管平台，提供统一 AI网关、Token调度能力，纳管 OpenAI、Azure、Claude、DeepSeek 等主流模型，并支持 MCP 工具与 Skill 的集中注册分发。具备内外双轨定价、成本归因、统一身份认证、安全审计与效能报表，帮助企业精准控制成本、量化 ROI，高效治理 AI 资产。
- Category
- mcp
- Stars
- 933
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +23 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai-gateway ai-management ai-observability aihub claude
Something wrong? Category · Trend · Risk
The open source, no-code MCP Server for AI-Native API Access
- Category
- mcp
- Stars
- 110
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-tools ai-agents ai-gateway ai-infrastructure ai-integration ai-native
Something wrong? Category · Trend · Risk
Self-hosted gateway for Claude Code, Codex, Antigravity, Grok Build, OpenCode. Run AI coding agents on your own infra with a shared local-first memory layer. Drive from web, mobile, Telegram / Slack /
- Category
- mcp
- Stars
- 54
- Readiness
- ready (97/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +2 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-runtime ai-agents ai-coding ai-gateway antigravity claude-code
Something wrong? Category · Trend · Risk
ToolHive is an enterprise-grade platform for running and managing Model Context Protocol (MCP) servers.
- Category
- mcp
- Stars
- 1,993
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +10 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-security aicodeassistant golang kubernetes mcp
Something wrong? Category · Trend · Risk
Open-source AI-augmented offensive security harness. 13+ autonomous agents, 150+ LLM providers, 5,300+ models, 7,600+ Ed25519-signed attack skills, 56+ built-in tools, 176+ MCP tools. MITRE ATT&CK, OW
- Category
- mcp
- Stars
- 1,676
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +329 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agent ai-security bug-bounty cybersecurity devsecops
Something wrong? Category · Trend · Risk
Offensive-security MCP server with 205 wrapped tools, 17 specialist agents, and 60 SPA-aware probes for OWASP Top 10. CLI + MCP, BYO LLM. No API key needed on MCP path.
- Category
- mcp
- Stars
- 1,559
- Readiness
- ready (97/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +38 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-security bug-bounty claude ctf cybersecurity exploit
Something wrong? Category · Trend · Risk
An AI-powered threat modeling tool that leverages OpenAI's GPT models to generate threat models for a given application based on the STRIDE methodology.
- Category
- mcp
- Stars
- 1,096
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-security application-security attack-trees cybersecurity dread generative-ai
Something wrong? Category · Trend · Risk
Consequence firewall for machine actions. EMILIA Gate verifies exact authority before money, code, permissions, infrastructure, or regulated state changes; the open protocol makes the evidence indepen
- Category
- mcp
- Stars
- 558
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-security agentic-ai ai-agents ai-security audit-evidence authorization
Something wrong? Category · Trend · Risk
⚔️ Community maintained directory, MCP and API of 3,000+ active bug bounty programs and VDPs
- Category
- mcp
- Stars
- 380
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +17 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-security bugbounty free-api mcp responsible-disclosure security
Something wrong? Category · Trend · Risk
Discover and compare open-source Agent Skills, tools & MCP servers — with quality scoring, trending analysis, and automated GitHub sync
- Category
- mcp
- Stars
- 324
- Readiness
- ready (80/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +6 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-skills ai-agents ai-security claude claude-code directory
Something wrong? Category · Trend · Risk
Offensive security framework for AI agent infrastructure - recon, credential looting, model exfiltration, poisoning, and attack-path analysis across MCP, A2A, gateways, and AI services. BloodHound for
- Category
- mcp
- Stars
- 236
- Readiness
- ready (97/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +96 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
a2a agentic-ai ai-agents ai-security attack-paths bloodhound
Something wrong? Category · Trend · Risk
CI-native security testing for MCP servers. Attack simulation, schema drift detection, and health scoring before agents depend on them.
- Category
- mcp
- Stars
- 175
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-security ai-agent ai-security ai-supply-chain cli code-scanning
Something wrong? Category · Trend · Risk
ToolHive is an application that allows you to install, manage and run MCP servers and connect them to AI agents
- Category
- mcp
- Stars
- 163
- Readiness
- ready (84/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents ai ai-security claude continue copilot
Something wrong? Category · Trend · Risk
MCP for Security: A collection of Model Context Protocol servers for popular security tools like SQLMap, FFUF, NMAP, Masscan and more. Integrate security testing and penetration testing into AI workfl
- Category
- mcp
- Stars
- 628
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 92/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: repository is archived, no push in 130 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-assistants ai-security cybersecurity hacking-tools mcp mcp-ai
Something wrong? Category · Trend · Risk
MCP Monitoring with eBPF
- Category
- mcp
- Stars
- 515
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 203 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-security llm mcp monitoring security
Something wrong? Category · Trend · Risk
Security audit tool for Claude Desktop and Claude Code on macOS — single-command visibility into MCP servers, extensions, plugins, connectors, scheduled tasks, and permissions.
- Category
- mcp
- Stars
- 292
- Readiness
- needs review (58/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-security audit-tool claude claude-ai claude-code claude-cowork
Something wrong? Category · Trend · Risk
A secure low code deception runtime framework, leveraging AI for System Virtualization.
- Category
- mcp
- Stars
- 2,134
- Readiness
- ready (83/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +16 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
acis agentic-ai-security cloudnative cloudsecurity cybersecurity deception
Something wrong? Category · Trend · Risk
AxonFlow: Runtime control layer for production AI
- Category
- mcp
- Stars
- 69
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-runtime agentic-ai ai-control-plane ai-governance ai-observability ai-orchestration
Something wrong? Category · Trend · Risk
Fail-closed execution firewall for AI agents: quarantine MCP tools, proxy OpenAI-compatible requests, emit signed receipts, and verify EvidencePacks offline.
- Category
- mcp
- Stars
- 55
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-security ai-agents ai-security cli developer-tools devsecops
Something wrong? Category · Trend · Risk
Open-source security gateway & static scanner for AI agents. Enforce role-based access control (RBAC), human-in-the-loop approvals, segregation of duties, and cryptographically signed, offline-verif
- Category
- mcp
- Stars
- 50
- Readiness
- ready (74/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai-agents audit-trails cryptography governance langchain
Something wrong? Category · Trend · Risk
Tamper-evident integrity monitor for the MCP config & server files your local AI agents load.
- Category
- mcp
- Stars
- 50
- Readiness
- ready (75/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-security cursor cybersecurity llm-security mcp
Something wrong? Category · Trend · Risk
Local-first security scanner, MCP protocol inspector, dynamic fuzzer, Docker sandbox, and report generator for Model Context Protocol servers.
- Category
- mcp
- Stars
- 36
- Readiness
- ready (80/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
fuzzer llm-security mcp model-context-protocol prompt-injection sandbox
Something wrong? Category · Trend · Risk
The open source security engine for AI agent and supply-chain trust.
- Category
- mcp
- Stars
- 85
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents devsecops github-actions mcp npm pnpm
Something wrong? Category · Trend · Risk
Security scanner for AI agent tool definitions
- Category
- mcp
- Stars
- 19
- Readiness
- ready (97/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-safety ai-security ai-security-tool gateway golang mcp
Something wrong? Category · Trend · Risk
Multi-agent orchestration for AI coding CLIs — Claude Code, Kiro, Codex, and more, coordinated in isolated tmux sessions
- Category
- mcp
- Stars
- 1,010
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-orchestration ai-agents ai-coding-assistant antigravity claude-code codex
Something wrong? Category · Trend · Risk
runs anywhere. uses anything
- Category
- mcp
- Stars
- 569
- Readiness
- ready (78/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +6 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai ai-agent ai-coding ai-coding-agent ai-coding-agents
Something wrong? Category · Trend · Risk
Spec-driven, agentic workflow framework for AI coding agents. Turn a request into a verifiable goal loop — plan, act, verify — with durable specs and evidence in your repo. Works with Claude Code, Cod
- Category
- mcp
- Stars
- 525
- Readiness
- ready (84/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai agentic-coding ai ai-agents ai-coding-assistant ai-workflow
Something wrong? Category · Trend · Risk
Multi-harness control plane for Claude Code, Codex, Cursor, and OpenCode: quota-aware rotation across multiple Claude/Codex subscriptions, shared thread context, and cross-model review.
- Category
- mcp
- Stars
- 378
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +28 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-orchestration ai-agents ai-coding ai-coding-assistant claude-code cli
Something wrong? Category · Trend · Risk
Unified Emacs interface supporting OpenAI Codex, Antigravity CLI, Claude Code, GitHub Copilot CLI, Opencode, and more
- Category
- mcp
- Stars
- 266
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agile-development ai-coding-assistant aider antigravity-cli claude-code codebuddy
Something wrong? Category · Trend · Risk
Local-only Go static analysis engine with a built-in MCP server. Gives AI coding agents deterministic structural awareness: call graphs, impact analysis, symbol search, and more.
- Category
- mcp
- Stars
- 207
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-coding ai-agent ai-coding-assistant antigravity ast claude-code
Something wrong? Category · Trend · Risk
Server-enforced workflow discipline for AI agents. An MCP server providing persistent work items, dependency graphs, quality gates, and actor attribution. Schemas define what agents must produce — the
- Category
- mcp
- Stars
- 200
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-coding-assistant ai-development ai-harness ai-memory ai-tools claude
Something wrong? Category · Trend · Risk
Portable SKILLs workspace for Claude Code, Codex, and Gemini — issue-driven workflows and cross-agent collaboration via bridge scripts with session continuity.
- Category
- mcp
- Stars
- 130
- Readiness
- ready (80/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-skills agentic-workflows ai-agents ai-coding-assistant claude-code claude-skills
Something wrong? Category · Trend · Risk
The agent harness that makes small local models finish hard tasks — and prove it. Done is enforced by the engine, not the prompt: gates, rewinds, a judge, and a replayable Proof-of-Done receipt on eve
- Category
- mcp
- Stars
- 96
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +44 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-harness ai-agents ai-coding-assistant air-gapped coding-agent llm
Something wrong? Category · Trend · Risk
Bring Claude Code to Visual Studio 2026: A native diff with accept/reject, a live debugger Claude can drive autonomously, Roslyn code navigation, and Test Explorer integration. The IDE half of Claude
- Category
- mcp
- Stars
- 70
- Readiness
- ready (95/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agent ai-coding-assistant ai-tools anthropic applied-ai
Something wrong? Category · Trend · Risk
Claude's missing better half — a companion tool for Claude Code usage.
- Category
- mcp
- Stars
- 66
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-orchestration ai-agents ai-coding-assistant anthropic claude claude-code
Something wrong? Category · Trend · Risk
MCP server for Claude Code × Kimi K2.5 (256K context) — delegate bulk codebase analysis to Kimi, save 90% on token costs. Session caching, parallel agents, TypeScript.
- Category
- mcp
- Stars
- 59
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent ai-coding-assistant claude-code code-analysis developer-tools kimi
Something wrong? Category · Trend · Risk
The missing context layer for AI-assisted refactoring
- Category
- mcp
- Stars
- 59
- Readiness
- ready (83/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-coding-assistant arc-diagram cli code-analysis dead-code dependency-graph
Something wrong? Category · Trend · Risk
Agent Knowledge Manager (akm). A CLI tool to manage AI agent knowledge, memories, skills, and more.
- Category
- mcp
- Stars
- 52
- Readiness
- needs review (67/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-kit-manager agent-tools ai-agents ai-coding-assistant ai-skills akm
Something wrong? Category · Trend · Risk
Outcome-based persistent memory MCP server for Claude Code and OpenCode. Good advice promoted, bad advice demoted. pip install roampal.
- Category
- mcp
- Stars
- 49
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-memory ai-assistant ai-coding ai-coding-assistant ai-memory ai-tools
Something wrong? Category · Trend · Risk
Persistent long-term memory for Claude Code via MCP — captures coding decisions, bugfixes, and context across sessions. Hybrid FTS5 + TF-IDF search with episode batching. Single SQLite DB, no external
- Category
- mcp
- Stars
- 49
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-memory ai-coding-assistant ai-memory anthropic claude claude-code
Something wrong? Category · Trend · Risk
CometChat docs search + implementation bundles: add chat, voice, video & moderation to your app through your AI coding agent.
- Category
- mcp
- Stars
- 44
- Readiness
- ready (79/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-coding-assistant android chat claude claude-code
Something wrong? Category · Trend · Risk
Index, search, summarize, and approval-gate local Codex sessions through OpenClaw/MCP. Agent-first recall and dry-run orchestration for Codex-heavy work.
- Category
- mcp
- Stars
- 41
- Readiness
- needs review (71/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-tools ai-agents ai-coding-assistant codex codex-cli lcm
Something wrong? Category · Trend · Risk
QodeX — a local-first LLM agent & AI coding CLI agent for your terminal. Runs local models (Qwen3-Coder via Ollama/LM Studio) with deterministic guardrails, 100+ tools, a real browser, smart vision &
- Category
- mcp
- Stars
- 34
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic agentic-ai ai-agent ai-coding-assistant autonomous-agent cli-agent
Something wrong? Category · Trend · Risk
Vendor-neutral orchestrator that rotates a coding task across multiple AI coding agents
- Category
- mcp
- Stars
- 33
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-coding-assistant claude cli codex developer-tools
Something wrong? Category · Trend · Risk
PostgreSQL schema intelligence MCP server with offline linting, migration safety, query validation for AI coding assistants.
- Category
- mcp
- Stars
- 31
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-coding-assistant cli database mcp migration-safety postgresql
Something wrong? Category · Trend · Risk
Put Claude Code, Cursor, Codex, Gemini & Antigravity in one room — real-time multi-agent AI collaboration over MCP for distributed dev, code review, PR handoff & frontend↔backend integration. Free, se
- Category
- mcp
- Stars
- 27
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-collaboration agentic-ai ai-agents ai-coding-assistant anthropic-mcp antigravity
Something wrong? Category · Trend · Risk
Plug and play AI agents for any domain
- Category
- mcp
- Stars
- 97
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +5 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai ai-agents ai-assistant ai-developer autonomous-agents
Something wrong? Category · Trend · Risk
Automatic security vulnerability remediation for your code.
- Category
- mcp
- Stars
- 68
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai code-assistant mcp npm-package remediation security
Something wrong? Category · Trend · Risk
Specialized agents, MCP servers, skills, and a visual dashboard for Claude Code. MIT.
- Category
- mcp
- Stars
- 27
- Readiness
- ready (74/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: fork interest, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents anthropic claude claude-code code-assistant developer-tools
Something wrong? Category · Trend · Risk
Multi-agent orchestration, persistent memory, and intelligent workflows for AI coding assistants. Supports Claude Code, OpenCode and Codex.
- Category
- mcp
- Stars
- 15
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents ai-coding claude-code cli code-assistant
Something wrong? Category · Trend · Risk
Unity MCP acts as a bridge between AI assistants and your Unity Editor. Give your LLM tools to manage assets, control scenes, edit scripts, and automate tasks within Unity.
- Category
- mcp
- Stars
- 13,230
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +208 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-integration anthropic claude copilot cursor
Something wrong? Category · Trend · Risk
Model Context Protocol (MCP) plugin to connect with Unity Editor — designed for Cursor, Claude Code, Codex, Windsurf and other IDEs
- Category
- mcp
- Stars
- 1,860
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +9 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
claudecode codex-cli copilot cursor game-development mcp
Something wrong? Category · Trend · Risk
Official Microsoft Learn MCP Server and CLI tool – powering LLMs and AI agents with real-time, trusted Microsoft docs & code samples.
- Category
- mcp
- Stars
- 1,820
- Readiness
- ready (83/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +18 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents cli copilot documentation learn-cli
Something wrong? Category · Trend · Risk
Grounded Docs MCP Server: Open-Source Alternative to Context7, Nia, and Ref.Tools
- Category
- mcp
- Stars
- 1,620
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +19 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai copilot cursor llm mcp vscode
Something wrong? Category · Trend · Risk
Model Context Protocol for WinDbg.
- Category
- mcp
- Stars
- 1,503
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +14 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
copilot copilot-chat crash-dump crash-reports mcp mcp-server
Something wrong? Category · Trend · Risk
🧠 RepoBrain (formerly Antigravity) — Give your repo a brain. ChatGPT for your codebase: works in Claude Code, Cursor, Codex, Windsurf & more.
- Category
- mcp
- Stars
- 1,300
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agents-sdk ai-agent claude-code code-intelligence code-search codebase-qa
Something wrong? Category · Trend · Risk
Universal AI context generator. Saves thousands of tokens per conversation in Claude Code, Cursor, Copilot, Codex, and more.
- Category
- mcp
- Stars
- 1,267
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +6 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai claude cli code-analysis codebase codex
Something wrong? Category · Trend · Risk
Official remote MCP server for Atlassian. Securely connect Jira, Confluence, Jira Service Management, Bitbucket, and Compass to Claude, ChatGPT, Cursor, VS Code, and other AI tools using OAuth 2.1 or
- Category
- mcp
- Stars
- 946
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +24 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents atlassian bitbucket chatgpt claude
Something wrong? Category · Trend · Risk
Open-source cross-agent memory layer for coding agents via MCP. Compatible with Claude Code, Codex, Cursor, Windsurf, Gemini CLI, Antigravity, OpenClaw, Hermes Agent, Oh-my-Pi, Pi, Copilot, Kiro, Open
- Category
- mcp
- Stars
- 614
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +23 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-memory ai-coding antigravity claude-code codex coding-agents
Something wrong? Category · Trend · Risk
Unreal Engine Vibe Coding tool
- Category
- mcp
- Stars
- 586
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +26 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-tools automation blueprint claude copilot
Something wrong? Category · Trend · Risk
An MCP server for Azure DevOps
- Category
- mcp
- Stars
- 382
- Readiness
- ready (79/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai azure-devops claude copilot cursor mcp
Something wrong? Category · Trend · Risk
LLM-powered knowledge base from your Claude Code, Codex CLI, Copilot, Cursor & Gemini sessions. Karpathy's LLM Wiki pattern — implemented and shipped.
- Category
- mcp
- Stars
- 362
- Readiness
- needs review (62/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +9 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai claude-code cli codex-cli copilot cursor
Something wrong? Category · Trend · Risk
Learn how to use MCP Servers with GitHub Copilot
- Category
- mcp
- Stars
- 234
- Readiness
- needs review (56/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
copilot mcp skills-course
Something wrong? Category · Trend · Risk
This is MCP server for Claude that gives it terminal control, file system search and diff file editing capabilities
- Category
- mcp
- Stars
- 9,258
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +244 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai code-analysis code-generation gemini-cli-extension mcp
Something wrong? Category · Trend · Risk
Deterministic AI agents and generated backends — MIT-licensed, self-hosted, MCP-native
- Category
- mcp
- Stars
- 1,161
- Readiness
- ready (94/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai ai-agents backend code-generation crud-generator
Something wrong? Category · Trend · Risk
RikkaHub is an Android APP that supports for multiple LLM providers.
- Category
- mcp
- Stars
- 6,718
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +216 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent android app chatbot-ui chatbox chatgpt
Something wrong? Category · Trend · Risk
c4 GenAI Suite
- Category
- mcp
- Stars
- 171
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents artificial-intelligence assistant chatbot chatgpt
Something wrong? Category · Trend · Risk
A privacy-first, native AI desktop workspace for local and remote LLMs with Ollama and OpenAI-compatible API support.
- Category
- mcp
- Stars
- 5
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai llm llm-ui loach mcp ollama
Something wrong? Category · Trend · Risk
Unified Web AI Chat UI & MCP Client
- Category
- mcp
- Stars
- 16
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai aichatbot chat chat-ui chatbot chatbot-ui
Something wrong? Category · Trend · Risk
Wan 3.0 API Python SDK and MCP server for AI video generation: text-to-video, image-to-video, multimodal references, uploads, and async job polling.
- Category
- mcp
- Stars
- 73
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +4 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-api ai-video ai-video-generation alibaba-wan api-wrapper async-api
Something wrong? Category · Trend · Risk
VidXP (Video eXPlain) - Video Indexing Engine. Search in videos in natural language. 👀 Connect your Hermes / Claude / OpenClaw agents, allow them to understand videos with low token cost.
- Category
- mcp
- Stars
- 20
- Readiness
- needs review (71/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +10 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai claude codex mcp mcp-server multimodal-ai
Something wrong? Category · Trend · Risk
面向智能座舱的云边协同 AI Agent：端侧毫秒级车控，云端声明式 Multi-Agent 与 Skill/DAG 编排，支持 S2S 实时语音、声纹多用户、视觉与 HMI；LLM 只负责理解与规划，VAL 负责确定性安全执行。
- Category
- mcp
- Stars
- 10
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-orchestration automotive-ai cloud-edge cockpit-agent edge-ai grpc
Something wrong? Category · Trend · Risk
Provider-neutral multimodal OCR CLI and MCP server for images, PDFs, URLs, structured extraction, and agentic workflows—Gemini, Kimi, Muse, OpenRouter, and Cloudflare AI Gateway.
- Category
- mcp
- Stars
- 7
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai command-line-tool document-extraction document-processing gemini image-to-text
Something wrong? Category · Trend · Risk
小遥搜索，听懂你的话、看懂你的图，用AI找到本地任何文件。让搜索像聊天一样简单。XiaoyaoSearch: Understands your words, reads your images, finds any local file with AI. Making search as easy as chatting.
- Category
- mcp
- Stars
- 1,013
- Readiness
- high risk (44/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-skills ai-search document-search file-search local-search mcp
Something wrong? Category · Trend · Risk
Open source implementation and extension of Google Research’s PaperBanana for automated academic figures, diagrams, and research visuals, expanded to new domains like slide generation.
- Category
- mcp
- Stars
- 2,223
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +22 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
academic-diagrams academic-research agentic-ai arxiv diagram-generation gemini
Something wrong? Category · Trend · Risk
Official Model Studio CLI（阿里云百炼 CLI）built for AI Agent frameworks, exposing models, search, multimodal, and workflow capabilities as structured tool calls.
- Category
- mcp
- Stars
- 296
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +10 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent ai-cli aliyun bailian cli command-line-tool
Something wrong? Category · Trend · Risk
MCP server for Meshy AI 3D generation platform
- Category
- mcp
- Stars
- 30
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
3d 3d-generation 3d-models 3d-printing ai-agents ai-assistant
Something wrong? Category · Trend · Risk
Say 'dreamier' and your ComfyUI workflow shifts — instantly, reversibly. An AI co-pilot for VFX artists: zero-LLM recipes (dreamier/sharper/faster), 133 MCP tools, EXR-aware vision, workflow.lock prov
- Category
- mcp
- Stars
- 24
- Readiness
- ready (72/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent ai-assistant claude comfyui comfyui-extension diffusion-models
Something wrong? Category · Trend · Risk
ClipForge（原『带货剪手』/ daihuo-jianshou）：开源 AI 带货短视频神器——上传一张商品图，AI 自动提炼卖点 + 写种草脚本 + 锁定商品原图不变形 + 配画面/配音/字幕，一键产出抖音小店 / 快手 / 小红书 / TikTok Shop 卖货短视频。0 成本批量出片、开源无水印、本地自部署。也支持一句话主题成片。Open-source AI e-commerce/U
- Category
- mcp
- Stars
- 484
- Readiness
- ready (78/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- watch
- Maintenance risk
- 0/100 · high confidence
Why: +46 stars in 7 days; 74 commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity; open issue backlog is stable or shrinking
Strongest signals: push recency, commit activity, issue load. Risks: maintenance is concentrated in one contributor. Missing inputs: None.
ai-ugc ai-video-creator ai-video-generator ai-voiceover aigc douyin
Something wrong? Category · Trend · Risk
Open-source meeting transcription API for Google Meet, Microsoft Teams & Zoom. Auto-join bots, real-time WebSocket transcripts, MCP server for AI agents. Self-host or use hosted SaaS.
- Category
- mcp
- Stars
- 2,660
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
api google-meet mcp meeting-assistant meeting-minutes meeting-notes
Something wrong? Category · Trend · Risk
Every meeting, every idea, every voice note, searchable by your AI. Open-source, privacy-first conversation memory layer.
- Category
- mcp
- Stars
- 1,415
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +13 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-skills ai claude mcp meeting-notes meetings
Something wrong? Category · Trend · Risk
High-performance AI pipeline engine with a C++ core and 50+ Python-extensible nodes. Build, debug, and scale LLM workflows with 13+ model providers, 8+ vector databases, and agent orchestration, all f
- Category
- mcp
- Stars
- 5,801
- Readiness
- ready (99/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +262 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai cpp data-pipeline data-processing machine-learning mcp
Something wrong? Category · Trend · Risk
A MCP (Model Context Protocol) server for interacting with dbt.
- Category
- mcp
- Stars
- 595
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal mcp project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
data-analytics data-engineering dbt llm mcp mcp-server
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AI agent tooling for data engineering workflows.
- Category
- mcp
- Stars
- 418
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +3 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-workflow agents ai ai-agents airflow apache-airflow
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