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Ai Security And Guardrails AI repositories
OSS Radar projects in the ai security and guardrails category.
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- Category
- ai security and guardrails
- Stars
- 20,829
- Readiness
- high risk (29/100 heuristic points; not a probability)
- Data confidence
- medium
- Maintainer health
- risky
- Maintenance risk
- 37/100 · high confidence
Why: +97 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 171 days, no pull-request review responses in 30 days. Missing inputs: release recency.
1337 adversarial-attacks ai ai-jailbreak ai-liberation artificial-intelligence
Something wrong? Category · Trend · Risk
Superagent protects your AI applications against prompt injections, data leaks, and harmful outputs. Embed safety directly into your app and prove compliance to your customers.
- Category
- ai security and guardrails
- Stars
- 6,706
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 20/100 · 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 118 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai anthropic guardrails llm openai prompt-injection
Something wrong? Category · Trend · Risk
A security scanner for your LLM agentic workflows
- Category
- ai security and guardrails
- Stars
- 1,025
- Readiness
- needs review (56/100 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 253 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai agentic-framework agentic-workflow ai ai-red-teaming ai-security
Something wrong? Category · Trend · Risk
Test your prompts, agents, and RAGs. Red teaming/pentesting/vulnerability scanning for AI. Compare performance of GPT, Claude, Gemini, DeepSeek, and more. Simple declarative configs with command line
- Category
- ai security and guardrails
- Stars
- 24,059
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +264 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.
ci ci-cd cicd evaluation evaluation-framework llm
Something wrong? Category · Trend · Risk
Building blocks for rapid development of GenAI applications
- Category
- ai security and guardrails
- Stars
- 1,668
- 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.
agents document-search evaluation guardrails llms optimization
Something wrong? Category · Trend · Risk
Open-source AI-powered Security Operations Center — alert fusion, purple-team drills, agent-assisted triage, MITRE ATT&CK investigation. MIT-licensed, self-hostable.
- Category
- ai security and guardrails
- 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: +216 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.
agentic-ai ai-security alert-triage clickhouse cybersecurity detection-engineering
Something wrong? Category · Trend · Risk
Open-source runtime AI agent security tool - monitors and controls AI agents, catching malicious tool use, prompt injection, and policy drift in real time, before the agent acts.
- Category
- ai security and guardrails
- Stars
- 516
- Readiness
- ready (95/100 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.
aarm agent-security agentic-ai agentic-security agents ai
Something wrong? Category · Trend · Risk
OWASP Foundation web repository
- Category
- ai security and guardrails
- Stars
- 114
- Readiness
- ready (96/100 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, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai-agents ai-safety autogen crewai langchain
Something wrong? Category · Trend · Risk
Prompt-injection firewall for LLM applications — 33 input detectors, 9 output scanners, federated ed25519-signed threat-intel feed. Apache 2.0, 1040 tests, F1 96.0% with 0% false positives. Docker, Gi
- Category
- ai security and guardrails
- Stars
- 12
- 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: 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-ai ai-safety benchmarks crewai fastapi guardrails
Something wrong? Category · Trend · Risk
OWASP ASI-aligned red-teaming and evaluation framework for AI agents
- Category
- ai security and guardrails
- Stars
- 11
- Readiness
- ready (95/100 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-security ai-safety crewai evaluation jailbreak langchain
Something wrong? Category · Trend · Risk
自然 ZIRAN is an open-source security testing framework for AI agents. It discovers dangerous tool chain compositions via knowledge graph analysis, detects execution-level side effects (not just text ou
- Category
- ai security and guardrails
- Stars
- 10
- Readiness
- ready (80/100 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, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
a2a-protocol agent-security ai-security crewai cybersecurity langchain
Something wrong? Category · Trend · Risk
CI/CD compliance scanner for AI agents. EU AI Act, DORA, ISO 42001. GitHub Action for automated compliance checks on every PR.
- Category
- ai security and guardrails
- Stars
- 9
- Readiness
- ready (88/100 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-agent-governance ai-compliance ai-governance ai-security ci-cd code-quality
Something wrong? Category · Trend · Risk
BloodHound-style risk analysis for multi-agent AI architectures. Parses CrewAI, Dify, LangGraph, or generic YAML into a typed capability graph and detects reachable attack paths from untrusted input t
- Category
- ai security and guardrails
- Stars
- 9
- Readiness
- ready (80/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-ai ai-security attack-path-analysis blackhat-arsenal bloodhound crewai
Something wrong? Category · Trend · Risk
Arc Gate — LLM proxy with prompt injection detection. Bendex Geometry.
- Category
- ai security and guardrails
- Stars
- 9
- Readiness
- needs review (64/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: strong signals despite limited visibility; 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-security ai-agents ai-security crewai langchain llm-security
Something wrong? Category · Trend · Risk
Static security scanner for LLM agents — prompt injection, MCP config auditing, taint analysis. 51 rules mapped to OWASP Agentic Top 10 (2026). Works with LangChain, CrewAI, AutoGen.
- Category
- ai security and guardrails
- Stars
- 208
- Readiness
- needs review (71/100 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: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent ai-security ai-security-tool cli crewai langchain
Something wrong? Category · Trend · Risk
NeMo Guardrails is an open-source toolkit for easily adding programmable guardrails to LLM-based conversational systems.
- Category
- ai security and guardrails
- Stars
- 6,888
- Readiness
- ready (84/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +46 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 generative-ai guardrails llm-safety llm-security llms
Something wrong? Category · Trend · Risk
Reconmap is a collaboration-first security operations platform for infosec teams and MSSPs, enabling end‑to‑end engagement management, from reconnaissance through execution and reporting. With built-i
- Category
- ai security and guardrails
- Stars
- 954
- Readiness
- ready (94/100 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-security ai-tools bug-bounty collaboration-platform command-automation cybersecurity-tools
Something wrong? Category · Trend · Risk
LEAKED SYSTEM PROMPTS FOR CHATGPT, CLAUDE, GEMINI, GROK, PERPLEXITY, CURSOR, LOVABLE, REPLIT, AND MORE! - AI SYSTEMS TRANSPARENCY FOR ALL! 👐
- Category
- ai security and guardrails
- Stars
- 46,794
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- medium
- Maintainer health
- watch
- Maintenance risk
- 8/100 · high confidence
Why: +209 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, issue load, fork interest. Risks: no pull-request review responses in 30 days. Missing inputs: release recency.
agents ai chatgpt gemini google grok
Something wrong? Category · Trend · Risk
A collection of GPT system prompts and various prompt injection/leaking knowledge.
- Category
- ai security and guardrails
- Stars
- 10,717
- Readiness
- ready (83/100 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, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
gpt prompt prompt-engineering
Something wrong? Category · Trend · Risk
The Security Toolkit for LLM Interactions
- Category
- ai security and guardrails
- Stars
- 3,201
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 70/100 · 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: repository is archived. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adversarial-machine-learning chatgpt large-language-models llm llm-security llmops
Something wrong? Category · Trend · Risk
LLM Prompt Injection Detector
- Category
- ai security and guardrails
- Stars
- 1,517
- 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 ai security and guardrails 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 730 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
llm llmops prompt-engineering prompt-injection prompts security
Something wrong? Category · Trend · Risk
a security scanner for custom LLM applications
- Category
- ai security and guardrails
- Stars
- 1,240
- Readiness
- needs review (46/100 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 249 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-security chatgpt claude llm ollama prompt-engineering
Something wrong? Category · Trend · Risk
🔍 LangKit: An open-source toolkit for monitoring Large Language Models (LLMs). 📚 Extracts signals from prompts & responses, ensuring safety & security. 🛡️ Features include text quality, relevance metr
- Category
- ai security and guardrails
- Stars
- 994
- Readiness
- needs review (52/100 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 623 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
large-language-models machine-learning nlg nlp observability prompt-engineering
Something wrong? Category · Trend · Risk
Operating framework for AI-assisted work with decision, governance, validation, and learnings before execution.
- Category
- ai security and guardrails
- Stars
- 5
- Readiness
- needs review (58/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: 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.
agentic-systems ai ai-developer-tools ai-development ai-framework ai-safety
Something wrong? Category · Trend · Risk
Simple LLM service identification - translate IP:Port to Ollama, vLLM, LiteLLM, or 60+ other AI services in seconds
- Category
- ai security and guardrails
- Stars
- 175
- Readiness
- ready (92/100 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-security attack-surface capability golang llm-evaluation llm-fingerprinting
Something wrong? Category · Trend · Risk
gpt_server是一个用于生产级部署LLMs、Embedding、Reranker、ASR、TTS、文生图、图片编辑和文生视频的开源框架。
- Category
- ai security and guardrails
- Stars
- 254
- Readiness
- needs review (53/100 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, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
asr embedding fastchat function-calling gpt infinity
Something wrong? Category · Trend · Risk
An open-source framework for detecting, redacting, masking, and anonymizing sensitive data (PII) across text, images, and structured data. Supports NLP, pattern matching, and customizable pipelines.
- Category
- ai security and guardrails
- Stars
- 10,388
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +102 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.
anonymization data-anonymization data-masking data-obfuscation data-privacy data-redaction
Something wrong? Category · Trend · Risk
Safe RLHF: Constrained Value Alignment via Safe Reinforcement Learning from Human Feedback
- Category
- ai security and guardrails
- Stars
- 1,612
- 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 256 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-safety alpaca beaver datasets deepspeed gpt
Something wrong? Category · Trend · Risk
Independent Auditing of AI Agents. Run by human or the agent itself, to answer the most crucial question in the AI Agent Economy. Is the agent doing what is supposed to do? With iFixAi you can have th
- Category
- ai security and guardrails
- Stars
- 6,656
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +2,877 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-evaluation ai ai-alignment ai-evaluation ai-governance ai-safety
Something wrong? Category · Trend · Risk
Safety-first guardrails for AI-driven cloud and Kubernetes operations
- Category
- ai security and guardrails
- Stars
- 1,320
- Readiness
- ready (80/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +326 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-safety cloud-governance devops finops greenops kubernetes
Something wrong? Category · Trend · Risk
Agentlens is a trusted agent trading platform. Here, you can quickly find the Agent that meets your needs, and you can also publish your own Agent to turn it into your digital asset. We encourage ev
- Category
- ai security and guardrails
- Stars
- 1,042
- Readiness
- ready (74/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +80 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.
agentic-ai agpl-v3 ai-agents ai-safety auditing blockchain
Something wrong? Category · Trend · Risk
A resource repository for machine unlearning in large language models
- Category
- ai security and guardrails
- Stars
- 617
- 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.
ai-safety alignment awesome awesome-list evaluation knowledge-erasure
Something wrong? Category · Trend · Risk
Deliver safe & effective language models
- Category
- ai security and guardrails
- Stars
- 561
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-safety ai-testing artificial-intelligence benchmark-framework benchmarks ethics-in-ai
Something wrong? Category · Trend · Risk
Integrated sandbox for coding agents. Workspace, shell, dependencies, dev server, and browser in one disposable environment. Local-first. No hosted sandbox. No SaaS account required.
- Category
- ai security and guardrails
- Stars
- 507
- Readiness
- ready (91/100 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.
agent-orchestration agentic-ai agentic-workflow ai-coding ai-coding-agent ai-orchestration
Something wrong? Category · Trend · Risk
Measuring how well CLI agents like Claude Code or Codex CLI can post-train base LLMs on a single H100 GPU in 10 hours
- Category
- ai security and guardrails
- Stars
- 494
- Readiness
- needs review (61/100 heuristic points; not a probability)
- Data confidence
- medium
- Maintainer health
- watch
- Maintenance risk
- 26/100 · high confidence
Why: +14 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals; open issue backlog is stable or shrinking
Strongest signals: push recency, issue load, documentation. Risks: recent commit cadence is 0/10.8 of its monthly baseline, no pull-request review responses in 30 days. Missing inputs: release recency.
ai-research-automation ai-safety claude-code codex-cli gemini-cli post-training
Something wrong? Category · Trend · Risk
Centralized agent control plane for governing runtime agent behavior at scale. Configurable, extensible, and production-ready.
- Category
- ai security and guardrails
- Stars
- 290
- Readiness
- ready (92/100 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.
agentic-workflow ai-safety guardrails llm runtime-guardrails
Something wrong? Category · Trend · Risk
Open-source red teaming framework for MLLMs with 42+ attack methods
- Category
- ai security and guardrails
- Stars
- 261
- Readiness
- needs review (69/100 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: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-attacks ai-safety high-throughput multimodal-llm red-teaming safety-evaluation
Something wrong? Category · Trend · Risk
A senior microsoldering technician, available to every repair shop from the seasoned pro to the apprentice. Powered by Claude Opus 5
- Category
- ai security and guardrails
- Stars
- 219
- 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 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.
agentic-ai agents ai-safety anthropic boardview claude
Something wrong? Category · Trend · Risk
The Execution Security Layer for the Agentic Era. Providing deterministic "Sudo" governance and audit logs for autonomous AI agents.
- Category
- ai security and guardrails
- Stars
- 210
- 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 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-safety ai-security claude-code gemini gemini-cli llm
Something wrong? Category · Trend · Risk
One config to rule all your AI agents: portable (every project, every session), effective (curated writing, routing, skills), and safer (destructive-command guard).
- Category
- ai security and guardrails
- Stars
- 203
- Readiness
- ready (83/100 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-config agent-skills agents-md ai-agents ai-safety claude-code
Something wrong? Category · Trend · Risk
Agent Execution Partnership AEE is an open-source control plane that ensures every AI agent action is authorized before it runs, observable while it runs, and verifiable after it completes.
- Category
- ai security and guardrails
- Stars
- 185
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
agent-safety ai-agents ai-governance ai-safety audit-trail autonomous-agents
Something wrong? Category · Trend · Risk
A system that turns jailbreak papers into runnable attacks and benchmarks — live, as research evolves.
- Category
- ai security and guardrails
- Stars
- 165
- Readiness
- needs review (59/100 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. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-safety ai-safety-research jailbreak
Something wrong? Category · Trend · Risk
Introducing XSafeClaw: The Open-Source Agent Safety Platform from Fudan University
- Category
- ai security and guardrails
- Stars
- 160
- 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: 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.
agent-safety agentic-ai ai-safety llm-security openclaw prompt-injection
Something wrong? Category · Trend · Risk
Subagent Verification for Claude AI Code Networks 2026
- Category
- ai security and guardrails
- Stars
- 152
- Readiness
- ready (75/100 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, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-best-practices ai-agents ai-safety claude-agent-sdk claude-code claude-opus
Something wrong? Category · Trend · Risk
Automated Proof-of-Carrying Change Management for AIOps 2026
- Category
- ai security and guardrails
- Stars
- 151
- Readiness
- ready (75/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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 ai-agents ai-safety blast-radius change-management claude-code
Something wrong? Category · Trend · Risk
A curated list of awesome academic research, books, code of ethics, courses, databases, data sets, frameworks, institutes, maturity models, newsletters, principles, podcasts, regulations, reports, re
- Category
- ai security and guardrails
- Stars
- 142
- Readiness
- ready (79/100 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, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-alignment ai-governance ai-regulation ai-safety ai-standards
Something wrong? Category · Trend · Risk
Open-source EDR for AI agents. Monitor processes, files, network, and behavior of autonomous AI agents.
- Category
- ai security and guardrails
- Stars
- 141
- 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: 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-agents ai-safety ai-security cybersecurity desktop-app
Something wrong? Category · Trend · Risk
When you can't trust yourself with your code base, trust Arbiter.
- Category
- ai security and guardrails
- Stars
- 139
- 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: 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-agents ai-coding ai-governance ai-safety ai-tools
Something wrong? Category · Trend · Risk
The Universal Governance, Risk, Compliance (GRC) Operating System with Integrated Security for Agentic AI, Non-Human Identities, and Swarm Governance. AI SAFE² + AI Sovereignty Maturity Model (AISM) [
- Category
- ai security and guardrails
- Stars
- 138
- Readiness
- ready (80/100 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.
agentic-ai agentic-ai-swarms ai-governance ai-safe2 ai-safety ai-security
Something wrong? Category · Trend · Risk
Alignment-research scaffold (autoresearch-style) for LLM guardrails: search over a single policy.md surface
- Category
- ai security and guardrails
- Stars
- 128
- 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 30 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-safety alignment autoresearch benchmark content-moderation
Something wrong? Category · Trend · Risk
Ethicore Engine™ is an AI safety, ethics, and compliance platform. This repo consists of the open-source components of Ethicore Engine™ - Guardian SDK; designed to protect your AI applications from pr
- Category
- ai security and guardrails
- Stars
- 122
- Readiness
- ready (83/100 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.
adversarial-machine-learning agent-safety agent-security agentic-loop ai-agents ai-safety
Something wrong? Category · Trend · Risk
Safety in Embodied AI: A Survey of Risks, Attacks, and Defenses | 500+ Papers | Perception, Cognition, Planning, Interaction, Agentic System
- Category
- ai security and guardrails
- Stars
- 122
- Readiness
- ready (80/100 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.
adversarial-attacks adversarial-robustness agent-safety ai-safety autonomous-driving awesome-list
Something wrong? Category · Trend · Risk
Doberman is an AI agent security framework for guardrails, prompt injection defense, runtime policy enforcement, tool-use permissions, agent monitoring, audit logs, LLM safety, autonomous workflow pro
- Category
- ai security and guardrails
- Stars
- 121
- Readiness
- ready (84/100 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; 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-security ai-agents ai-safety authorization guardrails llm
Something wrong? Category · Trend · Risk
Kernel-enforced authority and spend platform for AI agents
- Category
- ai security and guardrails
- Stars
- 118
- Readiness
- ready (98/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
agent-governance ai-agents ai-safety credentials policy-as-code python
Something wrong? Category · Trend · Risk
Open-source adversarial testing engine, SDK, and CLI for AI agents. Runs locally or against the Humanbound Platform.
- Category
- ai security and guardrails
- Stars
- 118
- Readiness
- ready (82/100 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: 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.
adversarial-testing agentic-ai ai-agents ai-red-teaming ai-safety ai-security
Something wrong? Category · Trend · Risk
Run AI harnesses like Claude Code, Codex, Copilot, Antigravity, and Omnigent in disposable workspace forks. Review, merge, or roll back changes with policy enforcement and provenance.
- Category
- ai security and guardrails
- Stars
- 116
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +23 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.
agent-safety agent-security ai-agent ai-harness ai-safety ai-security
Something wrong? Category · Trend · Risk
AgentGuard: Zero-Trust Security Foundation for AI Agents
- Category
- ai security and guardrails
- Stars
- 115
- 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; 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.
access-control agents ai ai-safety compliance defense
Something wrong? Category · Trend · Risk
Context bomb strings
- Category
- ai security and guardrails
- Stars
- 109
- Readiness
- needs review (67/100 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: 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-agents ai-safety ai-security canarytokens guardrails
Something wrong? Category · Trend · Risk
AI Security Platform: Defense (61 Rust engines + Micro-Model Swarm) + Offense (39K+ payloads)
- Category
- ai security and guardrails
- Stars
- 107
- Readiness
- ready (86/100 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: 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.
adversarial-attacks agentic-ai-security ai-firewall ai-red-team ai-safety ai-security
Something wrong? Category · Trend · Risk
Runtime enforcement boundary for AI agents: a local sidecar that gates every outbound call against Cedar policies you own. Deterministic, call-level, no model on the hot path
- Category
- ai security and guardrails
- Stars
- 105
- 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.
access-control agentic-ai ai-agents ai-governance ai-safety authorization
Something wrong? Category · Trend · Risk
Guardrail capabilities for Pydantic AI — cost tracking, prompt injection detection, PII filtering, secret redaction, tool permissions, and async guardrails. Built on pydantic-ai's native capabilities
- Category
- ai security and guardrails
- Stars
- 91
- 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; 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-agents ai-guardrails ai-safety anthropic async content-moderation
Something wrong? Category · Trend · Risk
Skill-Inject: Measuring Agent Vulnerability to Skill File Attacks
- Category
- ai security and guardrails
- Stars
- 90
- Readiness
- ready (84/100 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.
agent-skills ai-safety ai-security cli-agents
Something wrong? Category · Trend · Risk
Framework for specifying and proving properties—such as robustness, fairness, and interpretability—of machine learning models using Lean 4.
- Category
- ai security and guardrails
- Stars
- 84
- Readiness
- ready (80/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-safety formal-verification lean4 machine-learning transformers
Something wrong? Category · Trend · Risk
Mechanical Governance for LLM Decisions — model-agnostic governance regimes (R1/R2/R3), hard gates, entropy commit-reveal and governance metrics for high-stakes LLM decision systems.
- Category
- ai security and guardrails
- Stars
- 76
- Readiness
- ready (95/100 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; 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-governance ai-safety decision-systems learning-to-defer llm llm-evaluation
Something wrong? Category · Trend · Risk
A curated, continuously updated reading list of 200+ papers on LLM agents: planning, memory, tool use, multi-agent, evaluation & safety. Companion to the survey 'LLM Agents: A Survey'.
- Category
- ai security and guardrails
- Stars
- 61
- Readiness
- ready (99/100 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.
agent-benchmark agent-survey agents ai-agents ai-safety autonomous-agents
Something wrong? Category · Trend · Risk
🛡️ A curated list of resources on agent skills security: attacks, defenses, frameworks, and benchmarks for securing AI agent tool use and skill ecosystems
- Category
- ai security and guardrails
- Stars
- 61
- Readiness
- ready (81/100 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: 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-security ai-safety awesome-list llm-security mcp owasp
Something wrong? Category · Trend · Risk
A curated timeline of real AI agent security incidents, breaches, and vulnerabilities (2024-2026). Every entry sourced and dated.
- Category
- ai security and guardrails
- Stars
- 57
- Readiness
- ready (89/100 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; 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.
adversarial-attacks agent-security agentic-ai ai-agent-security ai-agents ai-attacks
Something wrong? Category · Trend · Risk
A deterministic verification layer for AI systems. QWED verifies AI outputs using mathematics, symbolic reasoning, and formal methods (Z3, SMT, SymPy), creating an auditable trust boundary for agenti
- Category
- ai security and guardrails
- Stars
- 57
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-accuracy ai-safety ai-security code-security deterministic-ai deterministic-verification
Something wrong? Category · Trend · Risk
Static analysis for AI agent configs, tool descriptions, and system prompts — catches vague tool descriptions, missing stop conditions, and schema gaps before they reach runtime. Zero-LLM, determinist
- Category
- ai security and guardrails
- Stars
- 56
- Readiness
- ready (83/100 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: 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-config agent-linter ai-agents ai-audit ai-reliability ai-safety
Something wrong? Category · Trend · Risk
All-in-One Safety Evaluation Framwork
- Category
- ai security and guardrails
- Stars
- 52
- Readiness
- needs review (60/100 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. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-safety alignment benchmark benchmark-framework security security-tools
Something wrong? Category · Trend · Risk
Claude Code best practices applied to application design. Interactive HLD/LLD visualizations, a DB-governed implementation example, and the same primitives as a runnable agent: the Governed Agent. LLM
- Category
- ai security and guardrails
- Stars
- 52
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-architecture ai-governance ai-safety claude-code design-patterns eu-ai-act
Something wrong? Category · Trend · Risk
A lightweight Python package for setting up robustness experiments and to compute robustness distributions.
- Category
- ai security and guardrails
- Stars
- 51
- Readiness
- ready (84/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-safety experiment-framework machine-learning mlops neural-network-verification open-source
Something wrong? Category · Trend · Risk
🔬 Verifiable AI-Augmented Engineering Framework - Stop AI hallucinations with formal traceability (REQ→ART→TC). Agent Skills for Claude Code, Cursor, VS Code & Copilot. Enterprise-grade: ISO 9001, ISO
- Category
- ai security and guardrails
- Stars
- 50
- Readiness
- ready (83/100 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; 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-skills agile ai-agents ai-safety claude-code compliance
Something wrong? Category · Trend · Risk
SAFi is an open-source runtime governance engine for agentic AI that enforces your policies, governs agent actions, and records every decision for audit.
- Category
- ai security and guardrails
- Stars
- 50
- Readiness
- ready (83/100 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: 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-governance ai-safety ethics ethics-in-ai governace
Something wrong? Category · Trend · Risk
Biologically-grounded adversarial training platform: cyclic Wake/Dream/Nightmare/Compress phases that accumulate model robustness without catastrophic forgetting. Dockerized, EU AI Act compliance repo
- Category
- ai security and guardrails
- Stars
- 46
- 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.
adversarial-robustness adversarial-training ai-safety deep-learning docker fastapi
Something wrong? Category · Trend · Risk
Open-source Chrome extension for privacy & AI safety monitoring
- Category
- ai security and guardrails
- Stars
- 46
- Readiness
- needs review (65/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: strong signals despite limited visibility; 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-safety chrome-extension open-source privacy tracker-detection
Something wrong? Category · Trend · Risk
Papers from our SoK on Red-Teaming (Accepted at TMLR)
- Category
- ai security and guardrails
- Stars
- 45
- 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 30 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.
adversarial-attacks ai-safety ai-security awesome awesome-list llm-safety
Something wrong? Category · Trend · Risk
A Socratic supervision layer for AI coding agents.
- Category
- ai security and guardrails
- Stars
- 44
- Readiness
- ready (74/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
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-agents ai-coding-agent ai-safety claude claude-code code-quality
Something wrong? Category · Trend · Risk
The open-source AI agent control plane: MCP firewall, model gateway with budgets, human approvals, runtime observability, and audit trails
- Category
- ai security and guardrails
- Stars
- 43
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
agentops ai-agent-control-plane ai-agents ai-gateway ai-safety automation
Something wrong? Category · Trend · Risk
AI Firewall & LLM security toolkit - protect your AI applications from prompt injection, jailbreaks, PII leakage, and adversarial attacks
- Category
- ai security and guardrails
- Stars
- 43
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
adversarial-attacks ai-firewall ai-gateway ai-safety ai-security chatgpt
Something wrong? Category · Trend · Risk
A local, framework-agnostic budget guardrail for AI agents — hard-stops a runaway agent before it overspends. No account, no network. Built by Floe — spend controls for Voice AI.
- Category
- ai security and guardrails
- Stars
- 43
- Readiness
- ready (100/100 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, issue load, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents ai-agents-cli ai-safety budget spending-tracker
Something wrong? Category · Trend · Risk
End-to-end pipeline for seeing how LLMs actually process your prompts. Capture attention across every layer, render heatmaps and cooking curves, compare variants with evidence — not vibes.
- Category
- ai security and guardrails
- Stars
- 42
- Readiness
- needs review (66/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: strong signals despite limited visibility; 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-safety attention attention-mechanism data-visualization deep-learning explainable-ai
Something wrong? Category · Trend · Risk
CORE is a governance runtime for autonomous AI systems. It enforces constitutional rules during execution, prevents governance bypass, and creates auditable authority chains for agent actions across o
- Category
- ai security and guardrails
- Stars
- 38
- Readiness
- ready (79/100 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, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai-agents ai-governance ai-safety autonomous-agents autonomous-coding
Something wrong? Category · Trend · Risk
High-fidelity Claude Fable 5 (Mythos) environment emulation and automated multi-agent jailbreak (Pack Hunt) research laboratory.
- Category
- ai security and guardrails
- Stars
- 38
- Readiness
- ready (75/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +11 stars in 30 days
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.
adversarial-machine-learning ai-safety anthropic claude cybersecurity fable-5
Something wrong? Category · Trend · Risk
Native rules, hooks, and guards that prevent Claude Code and Codex from hallucinating code, duplicating files, or shipping unverified changes.
- Category
- ai security and guardrails
- Stars
- 37
- 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-harness agentic-engineering ai-agents ai-safety anti-hallucination claude
Something wrong? Category · Trend · Risk
A neural network verification tool based on the DPLL(T) SMT Solving algorithm.
- Category
- ai security and guardrails
- Stars
- 35
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
abstraction adversarial-attacks ai-assurance ai-safety dnn-verification dpll
Something wrong? Category · Trend · Risk
VERITAS OS is an AI agent governance runtime for decision control, policy enforcement, approval workflows, audit trails, and replayable evidence before real-world actions.
- Category
- ai security and guardrails
- Stars
- 34
- Readiness
- ready (76/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-governance ai-agents ai-governance ai-safety approval-workflows auditability
Something wrong? Category · Trend · Risk
Claim-level provenance for multi-agent knowledge systems
- Category
- ai security and guardrails
- Stars
- 34
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-safety hadith knowledge-base llm multi-agent-systems
Something wrong? Category · Trend · Risk
AI agents now operate with authority. Authority without discipline is how complex systems fail. Nuclear’s control loop, ported to AI-assisted software engineering.
- Category
- ai security and guardrails
- Stars
- 33
- 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 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-skills ai-agents ai-safety coding-agents configuration-management developer-tools
Something wrong? Category · Trend · Risk
🤖 LLM Engineering Roadmap — Complete Developer Guide
- Category
- ai security and guardrails
- Stars
- 32
- Readiness
- ready (98/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
agent ai ai-agents ai-coding ai-safety ai-security
Something wrong? Category · Trend · Risk
FDE Agent — 把 AI 装进企业的业务流程，离场后 7×24 自己跑。MIT 开源。
- Category
- ai security and guardrails
- Stars
- 31
- Readiness
- ready (95/100 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-audit agent-governance agent-orchestration ai-safety compliance data-governance
Something wrong? Category · Trend · Risk
Deterministic guardrails for AI agents — the LLM proposes, your rules dispose. A sub-microsecond, JIT-compiled rule engine in Rust, with a visual Studio.
- Category
- ai security and guardrails
- Stars
- 31
- Readiness
- ready (83/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
agent ai-agents ai-safety claude-code decision-platform governance
Something wrong? Category · Trend · Risk
Tamper-evident evidence and verification layer for AI agents. Verify any agent's session offline with just openssl. No cloud, no lock-in.
- Category
- ai security and guardrails
- Stars
- 30
- Readiness
- ready (80/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-governance ai-safety ai-security audit cli
Something wrong? Category · Trend · Risk
A curated list of awesome responsible machine learning resources.
- Category
- ai security and guardrails
- Stars
- 4,051
- Readiness
- needs review (49/100 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.
ai-safety awesome awesome-list data-science explainable-ml fairness
Something wrong? Category · Trend · Risk
Secrets of RLHF in Large Language Models Part I: PPO
- Category
- ai security and guardrails
- Stars
- 1,426
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: no push in 887 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-safety alignment rlhf
Something wrong? Category · Trend · Risk
This is a repository that aims to provide updates on the status of jailbreaking the OpenAI GPT language model.
- Category
- ai security and guardrails
- Stars
- 933
- 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 ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: repository is archived. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-safety chatgpt gpt jailbreak llm openai
Something wrong? Category · Trend · Risk
PromptInject is a framework that assembles prompts in a modular fashion to provide a quantitative analysis of the robustness of LLMs to adversarial prompt attacks. 🏆 Best Paper Awards @ NeurIPS ML Saf
- Category
- ai security and guardrails
- Stars
- 515
- 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, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adversarial-attacks agi agi-alignment ai-alignment ai-safety chain-of-thought
Something wrong? Category · Trend · Risk
Aligning AI With Shared Human Values (ICLR 2021)
- Category
- ai security and guardrails
- Stars
- 325
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · 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 1205 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-safety ethical-ai gpt-3 machine-ethics ml-safety
Something wrong? Category · Trend · Risk
[NeurIPS '23 Spotlight] Thought Cloning: Learning to Think while Acting by Imitating Human Thinking
- Category
- ai security and guardrails
- Stars
- 268
- 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 ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 770 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-safety artificial-intelligence deep-learning imitation-learning pytorch reinforcement-learning
Something wrong? Category · Trend · Risk
An unrestricted attack based on diffusion models that can achieve both good transferability and imperceptibility.
- Category
- ai security and guardrails
- Stars
- 267
- Readiness
- needs review (51/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · 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 257 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adverarial-attacks ai-safety diffusion-adversarial-attack diffusion-models imperceptible-attacks transferable-attacks
Something wrong? Category · Trend · Risk
[AAAI 2025 oral] Official repository of Imitate Before Detect: Aligning Machine Stylistic Preference for Machine-Revised Text Detection
- Category
- ai security and guardrails
- Stars
- 265
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 492 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-content-detector ai-safety llm-detection mechine-text-detection
Something wrong? Category · Trend · Risk
LangFair is a Python library for conducting use-case level LLM bias and fairness assessments
- Category
- ai security and guardrails
- Stars
- 261
- Readiness
- needs review (61/100 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: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-safety artificial-intelligence bias bias-detection ethical-ai
Something wrong? Category · Trend · Risk
RuLES: a benchmark for evaluating rule-following in language models
- Category
- ai security and guardrails
- Stars
- 257
- Readiness
- needs review (47/100 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, license. Risks: no push in 529 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-safety ai-security gpt-4
Something wrong? Category · Trend · Risk
Autoresearch for LLM adversarial attacks
- Category
- ai security and guardrails
- Stars
- 235
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 15/100 · 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 92 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-safety ai-security autoresearch jailbreak prompt-injection
Something wrong? Category · Trend · Risk
📚 A curated list of papers & technical articles on AI Quality & Safety
- Category
- ai security and guardrails
- Stars
- 220
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 20/100 · low confidence
Why: +2 stars in 30 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: no push in 480 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-alignment ai-quality ai-safety artificial-intelligence awesome
Something wrong? Category · Trend · Risk
[ICLR'24 Spotlight] A language model (LM)-based emulation framework for identifying the risks of LM agents with tool use
- Category
- ai security and guardrails
- Stars
- 217
- 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; strong signals despite limited visibility
Strongest signals: issue load, documentation, license. Risks: no push in 869 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai-safety language-agent language-model large-language-models prompt-engineering
Something wrong? Category · Trend · Risk
An open-source engineering governance standard defining trust boundaries for conversational AI agents in high-stakes domains. MIT Licensed.
- Category
- ai security and guardrails
- Stars
- 200
- Readiness
- ready (72/100 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; 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-governance ai-safety conversational-ai human-in-the-loop open-source protocol
Something wrong? Category · Trend · Risk
Agentic LLM Vulnerability Scanner / AI red teaming kit 🧪
- Category
- ai security and guardrails
- Stars
- 1,956
- Readiness
- ready (89/100 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-security ai-red-team llm-evaluation llm-evaluation-framework llm-fuzzer
Something wrong? Category · Trend · Risk
🐢 Open-Source Evaluation & Testing library for LLM Agents
- Category
- ai security and guardrails
- Stars
- 5,740
- 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, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-evaluation ai-red-team ai-security ai-testing fairness-ai llm
Something wrong? Category · Trend · Risk
A curated list of MLSecOps tools and resources for securing machine learning and AI systems - adversarial ML defense, LLM security, AI red teaming, model scanning, supply-chain protection, and MLOps p
- Category
- ai security and guardrails
- Stars
- 448
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- medium
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +6 stars in 7 days; 41 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: release recency.
adversarial-machine-learning agentic-security ai-agents ai-governance ai-red-teaming ai-security
Something wrong? Category · Trend · Risk
the LLM vulnerability scanner
- Category
- ai security and guardrails
- Stars
- 8,730
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +88 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 llm-evaluation llm-security security-scanners vulnerability-assessment
Something wrong? Category · Trend · Risk
A full-stack AI Red Teaming platform securing AI ecosystems via OpenClaw Security Scan, Agent Scan, Skills Scan, MCP scan, AI Infra scan and LLM jailbreak evaluation.
- Category
- ai security and guardrails
- Stars
- 4,438
- Readiness
- ready (92/100 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 agent-security ai-infra ai-red-teaming ai-security llm
Something wrong? Category · Trend · Risk
50+ curated LLM observability tools PLUS 26 Agent Skills (several with runnable, unit-tested scripts) to build, evaluate, debug, secure & monitor reliable LLM apps. Tracing, evals, guardrails, LLMOps.
- Category
- ai security and guardrails
- Stars
- 29
- 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.
ai-agents ai-engineering ai-observability awesome awesome-list claude-skills
Something wrong? Category · Trend · Risk
Engineering deterministic, production-grade systems around non-deterministic LLMs — FSM, durable execution, retries, DAGs, agent runtimes, model routing, edge inference, RAG, memory, multi-agent orche
- Category
- ai security and guardrails
- Stars
- 22
- Readiness
- needs review (68/100 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: 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-architecture agent-memory agentic-ai ai-agents ai-security dag
Something wrong? Category · Trend · Risk
Open-source test harness for AI agents. Stress-test production agents with adversarial multi-turn scenarios in CI
- Category
- ai security and guardrails
- Stars
- 22
- 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: 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.
adversarial-testing agent-evaluation agent-testing agents ai-agents ai-red-teaming
Something wrong? Category · Trend · Risk
AI red-teaming tool and LLM security framework to evaluate agentic AI applications. Tests prompt injections, handles vulnerability assessment, SBOM generation, and static analysis.
- Category
- ai security and guardrails
- Stars
- 21
- Readiness
- ready (72/100 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: 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.
adversarial-machine-learning agentic-ai ai-agents ai-red-team-tool ai-red-teaming ai-security
Something wrong? Category · Trend · Risk
Autonomous research engine for generating, testing, and governing auditable claims across science, proofs, and high-stakes projects.
- Category
- ai security and guardrails
- Stars
- 17
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
adversarial-ml ai-alignment ai-governance ai-safety artificial-intelligence autoresearch
Something wrong? Category · Trend · Risk
Papers related to Large Language Models in all top venues
- Category
- ai security and guardrails
- Stars
- 15
- 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: 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.
large-language-models llm-evaluation llm-framework llm-inference llm-security llm-training
Something wrong? Category · Trend · Risk
Detect fake AI APIs — Verify if an LLM API is actually serving the model it claims. Catch resellers selling "Claude" or "ChatGPT" that secretly serve cheaper models. Behavioral fingerprinting with 32
- Category
- ai security and guardrails
- Stars
- 14
- Readiness
- ready (83/100 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.
ai ai-safety anthropic api-testing benchmark chatgpt
Something wrong? Category · Trend · Risk
A powerful tool for automated LLM fuzzing. It is designed to help developers and security researchers identify and mitigate potential jailbreaks in their LLM APIs.
- Category
- ai security and guardrails
- Stars
- 1,552
- Readiness
- needs review (56/100 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 182 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-red-team fuzzing jailbreak jailbreaking llm
Something wrong? Category · Trend · Risk
Test, red-team, and deploy LLM applications with confidence. Multi-provider support (OpenAI, Anthropic, Gemini), MCP integration, self-play testing, and production SDK.
- Category
- ai security and guardrails
- Stars
- 9
- 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 ai security and guardrails project
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.
ai ai-safety anthropic cli gemini golang
Something wrong? Category · Trend · Risk
Toolkit for AI whitehats, internal red teams, llm bug bounty hunters and mlops - Adversarial testing for AI, LLMs, and Agents.
- Category
- ai security and guardrails
- Stars
- 5
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
adversarial-testing agent-testing ai-bug-bounty ai-red-team ai-red-teaming ai-safety
Something wrong? Category · Trend · Risk
Red Teaming python-framework for testing chatbots and GenAI systems.
- Category
- ai security and guardrails
- Stars
- 214
- Readiness
- needs review (45/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai ai-security attack hallucinations jailbreak
Something wrong? Category · Trend · Risk
Open-source AI penetration testing tool to find and fix your app’s vulnerabilities.
- Category
- ai security and guardrails
- Stars
- 49,659
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +3,500 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, response activity.
agents ai-hacking ai-penetration-testing ai-pentesting ai-security artificial-intelligence
Something wrong? Category · Trend · Risk
Shannon is an AI pentester for web applications and APIs. It analyzes your source code, identifies attack vectors, and executes real exploits to prove vulnerabilities before they reach production.
- Category
- ai security and guardrails
- Stars
- 46,524
- Readiness
- ready (73/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 8/100 · high confidence
Why: +213 stars in 7 days; 15 commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals; consistent human and community activity
Strongest signals: push recency, issue load, documentation. Risks: no pull-request review responses in 30 days. Missing inputs: None.
agents ai-penetration-testing ai-security cybersecurity ethical-hacking offensive-security
Something wrong? Category · Trend · Risk
Web path scanner
- Category
- ai security and guardrails
- Stars
- 14,574
- Readiness
- ready (77/100 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.
appsec brute bug-bounty bugbounty dirsearch enumeration
Something wrong? Category · Trend · Risk
Adversary Emulation Framework
- Category
- ai security and guardrails
- Stars
- 11,648
- Readiness
- ready (84/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +43 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.
adversarial-attacks adversary-simulation c2 command-and-control dns dns-server
Something wrong? Category · Trend · Risk
A Security Tool for Bug Bounty, Pentest and Red Teaming.
- Category
- ai security and guardrails
- Stars
- 4,361
- Readiness
- ready (90/100 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.
afrog bug-bounty penetration-testing pentest poc red-teaming
Something wrong? Category · Trend · Risk
A huge chunk of my personal notes since I started playing CTFs and working as a Red Teamer.
- Category
- ai security and guardrails
- Stars
- 4,043
- Readiness
- ready (85/100 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.
blue-teaming capture-the-flag ctf cybersecurity defensive-security handbooks
Something wrong? Category · Trend · Risk
An ArchLinux based distribution for penetration testers and security researchers.
- Category
- ai security and guardrails
- Stars
- 3,450
- Readiness
- ready (97/100 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, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
cyber-security cybersecurity distribution hacker hacking it-security
Something wrong? Category · Trend · Risk
A AI general-purpose state-space search engine, validated first on autonomous penetration testing.
- Category
- ai security and guardrails
- Stars
- 2,212
- Readiness
- needs review (71/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +63 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-agent ai-cybersecurity ai-hacker ai-hacking blackbox-testing
Something wrong? Category · Trend · Risk
Feature-rich single-binary file server for red teamers and developers. HTTP/S · WebDAV · FTP/SFTP · SMB · LDAP/S · NTLM hash capture · DNS/SMTP callbacks · TLS · Auth · Share links. A powerful pytho
- Category
- ai security and guardrails
- Stars
- 948
- Readiness
- ready (89/100 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.
capture-the-flag ctf devtools dns-server file-server file-transfer
Something wrong? Category · Trend · Risk
A curated list of tools officially presented at Black Hat events
- Category
- ai security and guardrails
- Stars
- 939
- Readiness
- ready (73/100 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.
appsec awesome-list blackhat blue-teaming cybersecurity defensive-security
Something wrong? Category · Trend · Risk
AWS CloudSaga - Simulate security events in AWS
- Category
- ai security and guardrails
- Stars
- 475
- Readiness
- needs review (56/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- watch
- Maintenance risk
- 12/100 · high confidence
Why: 6 lifetime contributors
Why it may be a gem: healthy maintenance and project fundamentals; open issue backlog is stable or shrinking
Strongest signals: push recency, issue load, documentation. Risks: latest release is 1624 days old. Missing inputs: None.
aws blue-team incident-response-tooling purple-team red-teaming security
Something wrong? Category · Trend · Risk
Compiled tools for internal assessments
- Category
- ai security and guardrails
- Stars
- 392
- Readiness
- ready (81/100 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.
offensive-security offsec oscp-tools pentesting pentesting-tools pentesting-windows
Something wrong? Category · Trend · Risk
[ BOF-LAUNCHER ] -> an API for loading, executing and in-memory masking BOFs on Windows and Linux for use in C/Zig/Go/Rust agents/implants. [ Z-BEAC0N ] -> a custom-written stage-1 (aka pre-C2) sol
- Category
- ai security and guardrails
- Stars
- 333
- Readiness
- ready (72/100 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, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adversarial-attacks adversary-simulation beacon beaconobjectfile bof c2
Something wrong? Category · Trend · Risk
GitHub-native command-and-control framework for authorized security research, with encrypted multi-channel transport and resilient failover.
- Category
- ai security and guardrails
- Stars
- 219
- Readiness
- ready (86/100 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: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adversary-emulation c2 command-and-control cybersecurity github github-c2
Something wrong? Category · Trend · Risk
Curated collection of cybersecurity tools featured in Black Hat Arsenal events.
- Category
- ai security and guardrails
- Stars
- 165
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
awesome awesome-list blackhat-arsenal blue-teaming cybersecurity defensive-security
Something wrong? Category · Trend · Risk
LLM | Agentic | Security | Operations in one github repo with good links and pictures.
- Category
- ai security and guardrails
- Stars
- 149
- 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, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adversarial-ml-threat-modeling ai-agents-security ai-red-team ai-safety-supply-chain-security ai-security awesome-list
Something wrong? Category · Trend · Risk
AgentEval is the comprehensive .NET toolkit for AI agent evaluation—tool usage validation, RAG quality metrics, stochastic evaluation, and model comparison—built first for Microsoft Agent Framework (M
- Category
- ai security and guardrails
- Stars
- 133
- 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; 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 agentic evals evaluations framework net
Something wrong? Category · Trend · Risk
Python3 implementation of ADRecon with support for NTLM and Kerberos authentication querying LDAP. Generates individual CSV files and a single XSLX + HTML report about your AD domain.
- Category
- ai security and guardrails
- Stars
- 67
- Readiness
- ready (72/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
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.
active-directory active-directory-audit active-directory-security ad-computers ad-users adrecon
Something wrong? Category · Trend · Risk
A curated list of materials on AI guardrails
- Category
- ai security and guardrails
- Stars
- 62
- 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.
awesome deepfake-detection genai guardrails inappropriate-content llm
Something wrong? Category · Trend · Risk
An implementation of PyADRecon using ADWS instead of LDAP. Generates individual CSV files and a single XSLX + HTML report about your AD domain. Evades EDR detections through ADWS.
- Category
- ai security and guardrails
- Stars
- 55
- Readiness
- ready (72/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
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.
active-directory active-directory-audit active-directory-security ad-computers ad-users adrecon
Something wrong? Category · Trend · Risk
AI Robustness Evaluation System
- Category
- ai security and guardrails
- Stars
- 55
- Readiness
- ready (86/100 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.
adversarial-testing agentic-ai ai automated-red-teaming blue-teaming owasp
Something wrong? Category · Trend · Risk
pytest for AI agents - Autonomous red-teaming, behavioral monitoring & security testing for LLM agents
- Category
- ai security and guardrails
- Stars
- 48
- 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: 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.
agentic-ai ai-agents ai-security edulinkup elusoc hacktoberfest
Something wrong? Category · Trend · Risk
A penetration testing Swiss Army Knife that's suitable for CTF challenges, bug bounty hunting and red team assessments.
- Category
- ai security and guardrails
- Stars
- 37
- Readiness
- ready (98/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
bug-bounty-hunting cybersecurity educational-purposes penetration-testing penetration-testing-tools red-team-tools
Something wrong? Category · Trend · Risk
Cyberful is an open-source application-security workbench for discovering, exploiting, verifying, and remediating vulnerabilities.
- Category
- ai security and guardrails
- Stars
- 27
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
agents ai-hacking ai-penetration-testing ai-pentesting bug-bounty code-quality
Something wrong? Category · Trend · Risk
Basilisk — Open-source AI red teaming framework with genetic prompt evolution. Automated LLM security testing for GPT-4, Claude, Grok, Gemini. OWASP LLM Top 10 coverage. 32 attack modules.
- Category
- ai security and guardrails
- Stars
- 25
- Readiness
- ready (83/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
adversarial-ai ai ai-red-teaming ai-security basilisk chatgpt-security
Something wrong? Category · Trend · Risk
A curated list of LLM/MLLM guardrails, safety benchmarks, guard models, jailbreak attacks, moderation datasets, and evaluation tools.
- Category
- ai security and guardrails
- Stars
- 24
- 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.
ai-safety awesome-list content-moderation guardrails jailbreak llm
Something wrong? Category · Trend · Risk
🛡️ DeepSentry 是一款 AI 驱动的安全应急与智能运维 Agent，支持本地、SSH、Telnet、FTP、Fleet、WebShell 多目标环境，通过自然语言自动规划巡检、日志分析、CTF/AWD 辅助与安全事件处置，并生成可审计 Markdown 报告。
- Category
- ai security and guardrails
- Stars
- 23
- Readiness
- ready (86/100 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.
ai-agent automated-auditing cybersecurity deepseek fleet ftp
Something wrong? Category · Trend · Risk
A curated guide to AI-powered offensive security — autonomous pentesting agents, LLM agents, red team ops, prompt injection & adversarial AI research.
- Category
- ai security and guardrails
- Stars
- 19
- 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 7 days
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-hacking ai-security artificial-intelligence autonomous-agents awesome botnet
Something wrong? Category · Trend · Risk
Offensive security testing CLI for AI agents — 85 attack strategies (and counting) across 12 categories
- Category
- ai security and guardrails
- Stars
- 18
- Readiness
- ready (73/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-agent ai-security llm-security offensive-security penetration-testing prompt-injection
Something wrong? Category · Trend · Risk
LLM security research: Red-teaming GPT-OSS-20B. Discovered 3 high-severity vulnerabilities including jailbreak attempts, semantic exploits, and CoT exposure.
- Category
- ai security and guardrails
- Stars
- 17
- Readiness
- ready (77/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-safety jailbreak llm-security prompt-injection python red-teaming
Something wrong? Category · Trend · Risk
Next-Gen Secret Scanner powered by Local AI (Ollama). Filters false positives by understanding code context.
- Category
- ai security and guardrails
- Stars
- 17
- 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 ai security and guardrails project
Why it may be a gem: strong signals despite limited visibility; 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-security ai-security-tool automated-scanner bug-bounty bug-bounty-tools cybersecurity
Something wrong? Category · Trend · Risk
Open-source framework for building and testing LLM-powered applications: IRIS (single-agent orchestration), AETHER (declarative multi-agent systems), and AEGIS (adversarial security testing). Develope
- Category
- ai security and guardrails
- Stars
- 14
- Readiness
- ready (79/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
adversarial-testing agentic-ai ai benchmarking c3-lab langchain
Something wrong? Category · Trend · Risk
A powerful Remote-Acces-Trojan made by tfwcodes in c# with it's own network protocol. This app features many different commands and a built-in networking protocol with asymmetric encryption and a Elli
- Category
- ai security and guardrails
- Stars
- 11
- Readiness
- needs review (60/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: strong signals despite limited visibility; 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.
c2-server csharp-code cybersecurity ethical-hacking ethical-hacking-tools penetration-testing
Something wrong? Category · Trend · Risk
Multi-agent RISC-V verification and test-generation framework for AI-assisted RTL, ISS, compliance, coverage, and debug workflows.
- Category
- ai security and guardrails
- Stars
- 11
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
agentic-ai ai chip-design digital-design eda hardware-verification
Something wrong? Category · Trend · Risk
Türkçe yapay zeka güvenliği için açık kaynak çatı: rehber serisi, uygulamalı akademi, araştırma & deneyler, 23+ araç ve 20 Hugging Face veri seti + model.
- Category
- ai security and guardrails
- Stars
- 10
- Readiness
- ready (72/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-red-team ai-safety ai-security altaysec cybersecurity-turkiye guardrails
Something wrong? Category · Trend · Risk
ByteCode is a modern C2 that prioritizes operational security and evasion effectiveness. Built from the ground up with a React-based management console, Node.js orchestration engine, and cross-platfor
- Category
- ai security and guardrails
- Stars
- 9
- Readiness
- ready (82/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
admin c2 cobalt-strike cobaltstrike cybersecurity ethical-hacking-tools
Something wrong? Category · Trend · Risk
Multi-protocol Active Directory (LDAP, SMB, SAMR) enumerator
- Category
- ai security and guardrails
- Stars
- 9
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
access-control active-directory as-rep-roasting cve enumeration impacket
Something wrong? Category · Trend · Risk
highly optimized Linux Privilege Escalation reconnaissance tool written in Go
- Category
- ai security and guardrails
- Stars
- 9
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
ctf-tools cybersecurity-tools golang linux pentesting privilege-escalation
Something wrong? Category · Trend · Risk
Linux privilege-escalation auditor — 17 probes, deterministic verdicts, 37/37 detection, 2.65s scan. Static C binary, zero deps, MIT.
- Category
- ai security and guardrails
- Stars
- 8
- Readiness
- ready (73/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
c99 cybersecurity cybersecurity-tools infosec-tools infosectools linux
Something wrong? Category · Trend · Risk
Modular multi-model generator of controllable AI news stimuli for misinformation research - agent-based simulation seeding, red-teaming & human-perception studies. GPT-4/LLaMA/Mistral/DeepSeek, multil
- Category
- ai security and guardrails
- Stars
- 8
- Readiness
- ready (86/100 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-based-simulation ai-content-generation ai-safety controlled-experiment deepfakes ethical-ai
Something wrong? Category · Trend · Risk
Comprehensive, auto-updating literature review of GenAI & LLM security research, standards, tools, and resources. 100+ curated entries with interactive webapp.
- Category
- ai security and guardrails
- Stars
- 7
- Readiness
- ready (73/100 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.
adversarial-ml agentic-ai ai-safety ai-security cybersecurity genai-security
Something wrong? Category · Trend · Risk
A reproducible leaderboard for LLM prompt-injection robustness — 8 models, 7 families, frozen protocol. Plus a CI gate you can point at your own agent.
- Category
- ai security and guardrails
- Stars
- 7
- Readiness
- ready (72/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-benchmark agentdojo agentic-ai ai-safety dspy leaderboard
Something wrong? Category · Trend · Risk
Production-grade security framework for AI agents. Comprehensive protection against prompt injection, jailbreaks, PII leakage, and other threats. Open-source alternative to expensive commercial securi
- Category
- ai security and guardrails
- Stars
- 7
- 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 ai security and guardrails project
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 ai audit-logging compliance cybersecurity hipaa
Something wrong? Category · Trend · Risk
Modular Android remote access framework for cybersecurity research, red teaming, and advanced threat simulation. For educational and authorized use only.
- Category
- ai security and guardrails
- Stars
- 7
- Readiness
- ready (76/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
android android-client android-control android-rat androidrat2025 androidrattool
Something wrong? Category · Trend · Risk
Mirage - a browser extension that red-teams your AI like a real attacker. Autonomous recon→plan→test→judge→iterate agent, multi-provider, deterministic scoring. By KageX.
- Category
- ai security and guardrails
- Stars
- 6
- 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, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-safety ai-security browser-extension evaluate infosec
Something wrong? Category · Trend · Risk
CVE-2026-32941 PoC - Sliver Remote OOM
- Category
- ai security and guardrails
- Stars
- 6
- Readiness
- ready (72/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
cve-2026-32941 exploit poc red-teaming sliver sliver-c2
Something wrong? Category · Trend · Risk
An adversarial evaluation framework for LLM-integrated Security Operations Centers
- Category
- ai security and guardrails
- Stars
- 6
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
adversarial-ml ai-security cybersecurity large-language-models llm-security prompt-injection
Something wrong? Category · Trend · Risk
Türkçe yapay zeka güvenliği kaynakları — prompt injection, jailbreak, red teaming, guardrail, ajan/MCP ve RAG güvenliği. Her kaynağın yanında neden listelendiğini anlatan Türkçe açıklama; ölü linkler
- Category
- ai security and guardrails
- Stars
- 5
- Readiness
- ready (83/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security awesome-list guardrails jailbreak llm-security mcp-security
Something wrong? Category · Trend · Risk
Dual-track AI reference architecture: RAG system design & AI Security Engineering (EN/ZH) | 双轨 AI 参考架构：RAG 系统设计与 AI 安全工程
- Category
- ai security and guardrails
- Stars
- 5
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-education ai-security bilingual chinese devsecops english
Something wrong? Category · Trend · Risk
The largest open-source offensive security skill library , 140 skills for web, API, AI, network. One command to hunt anything
- Category
- ai security and guardrails
- Stars
- 5
- 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 ai security and guardrails project
Why it may be a gem: strong signals despite limited visibility; 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-security bug-bounty offensive-security pentesting red-teaming
Something wrong? Category · Trend · Risk
A network spy
- Category
- ai security and guardrails
- Stars
- 5
- Readiness
- needs review (66/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
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.
analyzer blue-teaming cli cybersecurity-tools grudarin hacking-tool
Something wrong? Category · Trend · Risk
Complete Mandiant Offensive VM (Commando VM), a fully customizable Windows-based pentesting virtual machine distribution. commandovm@mandiant.com
- Category
- ai security and guardrails
- Stars
- 7,737
- Readiness
- needs review (56/100 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, fork interest, documentation. Risks: no push in 295 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
fireeye-flare penetration-testing red-teaming windows
Something wrong? Category · Trend · Risk
一个攻防知识库。A knowledge base for red teaming and offensive security.
- Category
- ai security and guardrails
- Stars
- 4,293
- Readiness
- needs review (55/100 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.
command-and-control execution exploit initial-access lateral-movement privilege-escalation
Something wrong? Category · Trend · Risk
A Windows reverse shell payload generator and handler that abuses the http(s) protocol to establish a beacon-like reverse shell.
- Category
- ai security and guardrails
- Stars
- 3,482
- Readiness
- needs review (57/100 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 565 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
hacking open-source penetration-testing pentesting-tools powershell python3
Something wrong? Category · Trend · Risk
A collection of more than 170+ tools, scripts, cheatsheets and other loots that I've developed over years for Red Teaming/Pentesting/IT Security audits purposes.
- Category
- ai security and guardrails
- Stars
- 2,999
- Readiness
- needs review (59/100 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 1137 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
cheatsheets exploit hacking networks penetration penetration-testing
Something wrong? Category · Trend · Risk
Red Team's SIEM - tool for Red Teams used for tracking and alarming about Blue Team activities as well as better usability in long term operations.
- Category
- ai security and guardrails
- Stars
- 2,665
- Readiness
- needs review (57/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 17/100 · 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 101 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
elastic elasticsearch kibana logstash monitoring red-teaming
Something wrong? Category · Trend · Risk
Tips and Tutorials for Bug Bounty and also Penetration Tests.
- Category
- ai security and guardrails
- Stars
- 2,109
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- 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, fork interest, documentation. Risks: no push in 304 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
bug bugbounty bugbounty-checklist bugbounty-reports bugbounty-tool bugbountytips
Something wrong? Category · Trend · Risk
Template-Driven AV/EDR Evasion Framework
- Category
- ai security and guardrails
- Stars
- 1,813
- Readiness
- needs review (49/100 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. Risks: no push in 1008 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
amsi-bypass amsi-evasion av-bypass av-edr-bypass av-evasion code-injection
Something wrong? Category · Trend · Risk
BigBountyRecon tool utilises 58 different techniques using various Google dorks and open source tools to expedite the process of initial reconnaissance on the target organisation.
- Category
- ai security and guardrails
- Stars
- 1,563
- Readiness
- needs review (59/100 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, fork interest, documentation. Risks: no push in 2016 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
blue-team bugbounty bugbounty-tool bugbountytips cybersecurity offensive-security
Something wrong? Category · Trend · Risk
Cover your tracks during Linux Exploitation by leaving zero traces on system logs and filesystem timestamps.
- Category
- ai security and guardrails
- Stars
- 1,489
- 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 1399 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
cve exploit exploitation infosec infosectools linux
Something wrong? Category · Trend · Risk
A Huge Learning Resources with Labs For Offensive Security Players
- Category
- ai security and guardrails
- Stars
- 1,162
- Readiness
- needs review (48/100 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, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
api api-security cloud-security cybersecurity hack hacking
Something wrong? Category · Trend · Risk
C2concealer is a command line tool that generates randomized C2 malleable profiles for use in Cobalt Strike.
- Category
- ai security and guardrails
- Stars
- 1,122
- Readiness
- needs review (49/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 19/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 116 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
cobalt-strike cobaltstrike malleable-c2 malleable-c2-profile malleable-c2-profiles python3
Something wrong? Category · Trend · Risk
Multilayered AV/EDR Evasion Framework (no longer actively maintained)
- Category
- ai security and guardrails
- Stars
- 980
- Readiness
- needs review (49/100 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 133 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
antivirus-evasion av-bypass av-edr-bypass av-evasion boaz code-injection
Something wrong? Category · Trend · Risk
Offensive Security OSCP+, OSEP, OSWP, OSWA, OSWE, OSED, OSMR, OSEE, OSDA, OSIR, OSTH Exam and Lab Reporting / Note-Taking Tool
- Category
- ai security and guardrails
- Stars
- 931
- Readiness
- high risk (43/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 305 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
offensive-security offsec oscp osda osed osee
Something wrong? Category · Trend · Risk
A command-line utility designed to discover URLs for a given domain in a simple, efficient way. It works by gathering information from a variety of passive sources, meaning it doesn't interact directl
- Category
- ai security and guardrails
- Stars
- 718
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 27/100 · 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 165 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
bug-bounty bug-bounty-tools contentdiscovery ethical-hacking ethical-hacking-tools go
Something wrong? Category · Trend · Risk
Lifetime AMSI bypass
- Category
- ai security and guardrails
- Stars
- 681
- Readiness
- high risk (44/100 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 1047 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
amsi-bypass amsi-evasion amsi-patch red-team red-teaming win32
Something wrong? Category · Trend · Risk
Python AV Evasion Tools
- Category
- ai security and guardrails
- 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 ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 297 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
compression cross-platform crosscompiler docker edr-evasion encoding
Something wrong? Category · Trend · Risk
The dragon in the dark. A red team post exploitation framework for testing security controls during red team assessments.
- Category
- ai security and guardrails
- Stars
- 512
- Readiness
- high risk (0/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 94/100 · low confidence
Why: High-signal ai security and guardrails 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 145 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adversary-emulation adversary-simulation c2 command-and-control pentest pentesting
Something wrong? Category · Trend · Risk
A C2 post-exploitation framework
- Category
- ai security and guardrails
- Stars
- 486
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: limited evidence; inspect maintenance signals before adopting
Strongest signals: issue load, documentation. Risks: no push in 926 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
c2 hacking hacking-tool post-exploitation red-team red-teaming
Something wrong? Category · Trend · Risk
Delve into a comprehensive checklist, your ultimate companion for Android app penetration testing. Identify vulnerabilities in network, data, storage, and permissions effortlessly. Boost security skil
- Category
- ai security and guardrails
- Stars
- 467
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 656 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
android android-app android-penetration-testing-checklist android-pentesting-checklist bug-bounty bugbounty
Something wrong? Category · Trend · Risk
Amnesiac is a post-exploitation framework entirely written in PowerShell and designed to assist with lateral movement within Active Directory environments
- Category
- ai security and guardrails
- Stars
- 447
- Readiness
- needs review (49/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 310 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
c2 command-and-control commandandcontrol pentest pentest-scripts pentest-tool
Something wrong? Category · Trend · Risk
Cervantes is an open-source, collaborative platform designed specifically for pentesters and red teams. It serves as a comprehensive management tool, streamlining the organization of projects, clients
- Category
- ai security and guardrails
- Stars
- 445
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 17/100 · low confidence
Why: High-signal ai security and guardrails project
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.
audit burpsuite collaboration collaboration-platform collaborative cve
Something wrong? Category · Trend · Risk
Hack The Box CPTS, CWES, CDSA, CWEE, CAPE, CJCA Exam and Lab Reporting / Note-Taking Tool
- Category
- ai security and guardrails
- Stars
- 417
- Readiness
- high risk (41/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 21/100 · 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 127 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
cape cdsa cjca cpts cwee cwes
Something wrong? Category · Trend · Risk
Malleable C2 Profiles. A collection of profiles used in different projects using Cobalt Strike & Empire.
- Category
- ai security and guardrails
- Stars
- 411
- Readiness
- high risk (44/100 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. Risks: no push in 1153 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
cobalt-strike cobaltstrike empire malleable-c2 malleable-c2-profiles red-teaming
Something wrong? Category · Trend · Risk
Go shellcode loader that combines multiple evasion techniques
- Category
- ai security and guardrails
- Stars
- 390
- Readiness
- needs review (47/100 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 1143 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adversary-emulation av-evasion edr-evasion evasion golang ntapi
Something wrong? Category · Trend · Risk
indirect syscalls for AV/EDR evasion in Go assembly
- Category
- ai security and guardrails
- Stars
- 390
- Readiness
- needs review (56/100 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 1151 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adversary-emulation assembly av-evasion edr-bypass edr-evasion evasion
Something wrong? Category · Trend · Risk
A lightweight active and passive scanner that combines the advantages of local and distributed models, supports dynamic external plugin import, and is dedicated to exploring web black-box vulnerabilit
- Category
- ai security and guardrails
- Stars
- 367
- Readiness
- high risk (44/100 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 184 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
information-gathering passive-vulnerability-scanner python3 red-teaming security-tools sql-injection
Something wrong? Category · Trend · Risk
Moonshot - A simple and modular tool to evaluate and red-team any LLM application.
- Category
- ai security and guardrails
- Stars
- 344
- 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, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
benchmarking evaluation-framework llm red-teaming trustworthy-ai
Something wrong? Category · Trend · Risk
Security toolkit for AI agents. Scan your machine for dangerous skills and MCP configs, monitor for supply chain attacks, test prompt injection resistance, and audit live MCP servers for tool poisonin
- Category
- ai security and guardrails
- Stars
- 341
- Readiness
- needs review (51/100 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, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-security ai-agent ai-agents ai-security cli llm
Something wrong? Category · Trend · Risk
Agent trace and tool-use safety evaluation lab.
- Category
- ai security and guardrails
- Stars
- 340
- Readiness
- needs review (52/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 16/100 · low confidence
Why: High-signal ai security and guardrails project
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.
ai-agents evals llm-safety red-teaming tool-use
Something wrong? Category · Trend · Risk
Collection of OPSEC Tradecraft and TTPs for Red Team Operations
- Category
- ai security and guardrails
- Stars
- 332
- Readiness
- high risk (38/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 23/100 · low confidence
Why: +1 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load. Risks: no push in 136 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adversary-simulation opsec red-teaming
Something wrong? Category · Trend · Risk
PyIris is a modular remote access trojan toolkit written in python targeting Windows and Linux systems.
- Category
- ai security and guardrails
- Stars
- 325
- Readiness
- needs review (51/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 643 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
c2 c2-framework command-and-control penetration-testing post-exploitation python3
Something wrong? Category · Trend · Risk
DLLirant is a tool to automatize the DLL Hijacking researches on a specified binary.
- Category
- ai security and guardrails
- Stars
- 323
- 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 ai security and guardrails 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 1414 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
dll infosec library red-team red-team-engagement red-team-tools
Something wrong? Category · Trend · Risk
MrKaplan is a tool aimed to help red teamers to stay hidden by clearing evidence of execution.
- Category
- ai security and guardrails
- Stars
- 272
- Readiness
- needs review (50/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 1046 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
attack cyber cybersecurity evasion infosec infosectools
Something wrong? Category · Trend · Risk
Generic PE loader for fast prototyping evasion techniques
- Category
- ai security and guardrails
- Stars
- 247
- Readiness
- needs review (59/100 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, fork interest, documentation. Risks: no push in 766 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
cobalt-strike edr-evasion evasion pe-loader red-team-tools red-teaming
Something wrong? Category · Trend · Risk
Ransomware simulation script written in PowerShell. Useful for testing your defenses and backups against real ransomware-like activity in a controlled setting.
- Category
- ai security and guardrails
- Stars
- 245
- 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 ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 662 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
backup backups cryptography cybersecurity decryption encryption
Something wrong? Category · Trend · Risk
Repo containing cracked red teaming tools.
- Category
- ai security and guardrails
- Stars
- 244
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, fork interest, documentation. Risks: no push in 275 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adversary adversary-emulation adversary-simulation backdoor backdoors c2
Something wrong? Category · Trend · Risk
AV bypass while you sip your Chai!
- Category
- ai security and guardrails
- Stars
- 225
- Readiness
- needs review (57/100 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; strong signals despite limited visibility
Strongest signals: issue load, documentation, license. Risks: no push in 812 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
av-bypass av-evasion loader malware malware-development red-teaming
Something wrong? Category · Trend · Risk
This project provides some code examples of Zig for malwares, hacking, and red teaming. ⚡
- Category
- ai security and guardrails
- Stars
- 225
- 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; strong signals despite limited visibility
Strongest signals: issue load, documentation, license. Risks: no push in 297 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
hacking hacking-tool malware malware-research offensive-security red-teaming
Something wrong? Category · Trend · Risk
Cobalt Strike Beacon Object File for bypassing UAC via the CMSTPLUA COM interface.
- Category
- ai security and guardrails
- Stars
- 221
- Readiness
- needs review (56/100 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; strong signals despite limited visibility
Strongest signals: issue load, documentation, license. Risks: no push in 1398 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
beacon bof cobalt-strike exploit red-teaming uac-bypass
Something wrong? Category · Trend · Risk
C# C2 Framework centered around Stage 1 operations
- Category
- ai security and guardrails
- Stars
- 211
- 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 ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: issue load, fork interest, documentation. Risks: no push in 1586 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
command-and-control post-exploitation red-teaming stage-1
Something wrong? Category · Trend · Risk
[ICML 2026 & ICLR 2026 AIWILD] Official Implementation of the CKA-Agent, "The Trojan Knowledge: Bypassing Commercial LLM Guardrails via Harmless Prompt Weaving and Adaptive Tree Search".
- Category
- ai security and guardrails
- Stars
- 208
- Readiness
- needs review (52/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
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.
icml-2026 jailbreak llms red-teaming safety
Something wrong? Category · Trend · Risk
Secure AI Engineering Framework 2026: Data-Boundary Security for Frontier Models
- Category
- ai security and guardrails
- Stars
- 151
- Readiness
- ready (75/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security claude-opus coding-agents data-boundary government-tech gpt-5-5
Something wrong? Category · Trend · Risk
A lightweight, highly secure AI API Gateway/Proxy written in Go. Acts as transparent middleware between local AI coding clients (OpenCode/Pi/Cursor) and upstream LLM providers (Gemini, DeepSeek, Zhipu
- Category
- ai security and guardrails
- Stars
- 26
- Readiness
- ready (80/100 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.
ai ai-gateway ai-governance ai-proxy ai-safety ai-security
Something wrong? Category · Trend · Risk
Privacy proxy for your OpenAI requests
- Category
- ai security and guardrails
- Stars
- 420
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +3 stars in 7 days; 16 commits in 30 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: push recency, contributor breadth, issue load. Risks: None identified. Missing inputs: None.
ai-gateway data-anonymization data-masking llm-security pii-detection privacy
Something wrong? Category · Trend · Risk
LLM privacy gateway in Go — millisecond-latency PII and secret redaction. Used in production by PackyCode.
- Category
- ai security and guardrails
- Stars
- 301
- Readiness
- needs review (56/100 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-gateway data-redaction gitleaks golang grpc http-server
Something wrong? Category · Trend · Risk
This repository is maintained by Omar Santos (@santosomar) and includes thousands of resources related to ethical hacking, bug bounties, digital forensics and incident response (DFIR), AI security, vu
- Category
- ai security and guardrails
- Stars
- 28,863
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +121 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-security artificial-intelligence awesome-list awesome-lists cybersecurity
Something wrong? Category · Trend · Risk
Security scanner for AI agent skills. Detect vulnerabilities, malicious patterns, security risks, prompt injection, data exfiltration, and supply-chain risks in Claude Code, Codex, and MCP skills befo
- Category
- ai security and guardrails
- Stars
- 14,345
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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 agent-skills agentic-ai ai-security claude-code mcp
Something wrong? Category · Trend · Risk
OpenAI's Codex Security CLI and TypeScript SDK for finding, validating, and fixing security vulnerabilities. npm: https://www.npmjs.com/package/@openai/codex-security
- Category
- ai security and guardrails
- Stars
- 9,268
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1,496 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 application-security cli code-scanning codex codex-security
Something wrong? Category · Trend · Risk
AI-powered bug bounty hunting from your terminal - recon, 20 vuln classes, autonomous hunting, and report generation. All inside Claude Code.
- Category
- ai security and guardrails
- Stars
- 4,162
- Readiness
- ready (96/100 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, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-security bug-bounty bugcrowd claude-ai claude-code cti
Something wrong? Category · Trend · Risk
Sandbox any AI agent in seconds - zero setup, zero latency.
- Category
- ai security and guardrails
- Stars
- 3,545
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +166 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-sandbox agent-security ai-agent-sandbox ai-agent-security ai-agents ai-security
Something wrong? Category · Trend · Risk
A Claude Code skill bundle for bug hunting and external red-team work - 82 skills, 15 slash commands, 681 disclosed-report patterns curated across 24 core vulnerability classes, plus enterprise identi
- Category
- ai security and guardrails
- Stars
- 3,328
- Readiness
- ready (84/100 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-security anthropic application-security bug-bounty bugbounty bugcrowd
Something wrong? Category · Trend · Risk
Learn to code securely while having fun through our popular open source in-editor experience, designed for developers, students, and anyone curious about security. Get started for free in under 2 minu
- Category
- ai security and guardrails
- Stars
- 2,797
- Readiness
- ready (91/100 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.
ai ai-security code-security coding-training cybersecurity online-course
Something wrong? Category · Trend · Risk
Turn Claude Code into your offensive security research assistant. Specialized AI subagents for authorized penetration testing plan engagements, analyze recon, research exploits, build detections, audi
- Category
- ai security and guardrails
- Stars
- 2,088
- Readiness
- ready (96/100 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, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-security bug-bounty claude-code ctf cybersecurity
Something wrong? Category · Trend · Risk
A curated list of useful resources that cover Offensive AI.
- Category
- ai security and guardrails
- Stars
- 1,413
- Readiness
- ready (81/100 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, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adversarial-machine-learning ai-security artificial-intelligence compilation offensive-ai
Something wrong? Category · Trend · Risk
NeuroSploit is an advanced, AI-powered penetration testing framework designed to automate and augment various aspects of offensive security operations.
- Category
- ai security and guardrails
- Stars
- 1,285
- Readiness
- ready (100/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
ai-agents ai-penetration-testing ai-security ctf-tools cybersecurity ethical-hacking
Something wrong? Category · Trend · Risk
ADR secures enterprise AI agents through observability, security benchmarking, and threat detection. Deployed at Uber.
- Category
- ai security and guardrails
- Stars
- 1,280
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: +1,258 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-security ai-agents ai-security benchmark claude claude-code
Something wrong? Category · Trend · Risk
Agent-driven automated CVE discovery platform for source code auditing, vulnerability verification, and report generation.
- Category
- ai security and guardrails
- Stars
- 1,278
- Readiness
- ready (81/100 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: push recency, issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai-security code-audit cve fastapi llm-agent
Something wrong? Category · Trend · Risk
AttackGen is a cybersecurity incident response testing tool that leverages the power of large language models and the comprehensive MITRE ATT&CK framework. The tool generates tailored incident respons
- Category
- ai security and guardrails
- Stars
- 1,230
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security cybersecurity generative-ai incident-response llm mitre-atlas
Something wrong? Category · Trend · Risk
Break your AI before they do. Discord: https://discord.gg/8A6mFckxZ
- Category
- ai security and guardrails
- Stars
- 1,005
- 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 ai security and guardrails 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.
agents ai-security ai-security-testing aisecurity
Something wrong? Category · Trend · Risk
AI-first security scanner. NEW in v2026.7: Claude Code compromise detection — vet .claude/ hooks, permissions & skills before you clone — plus an always-on AI attack-signature scanner and native Rust
- Category
- ai security and guardrails
- Stars
- 960
- Readiness
- ready (84/100 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.
agent-security ai-security code-analysis cve-detection devsecops llm-security
Something wrong? Category · Trend · Risk
A deliberately vulnerable banking application designed for practicing Security Testing of Web App, APIs, AI integrated App and secure code reviews. Features common vulnerabilities found in real-world
- Category
- ai security and guardrails
- Stars
- 903
- Readiness
- ready (99/100 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, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-security apisecurity application-security devsecops penetration-testing secure-coding
Something wrong? Category · Trend · Risk
Autonomous AI pentesting agents — real-time reconnaissance, vulnerability detection, and exploitation orchestration. Go + TypeScript.
- Category
- ai security and guardrails
- Stars
- 846
- Readiness
- ready (96/100 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, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agent ai-security automation autonomous-pentesting bug-bounty cybersecurity
Something wrong? Category · Trend · Risk
CLI security scanner built for the agentic era. Detects CI/CD misconfigs, agent permission risks, MCP tool injection, hardcoded secrets, and DMCA-flagged AI dependencies.
- Category
- ai security and guardrails
- Stars
- 813
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security cli devscops llm-security mcp
Something wrong? Category · Trend · Risk
Open-source AI agent firewall for MCP security and agent egress. Scans mediated HTTP, MCP, A2A, and WebSocket traffic for exfiltration, SSRF, and prompt injection, and emits mediator-signed action rec
- Category
- ai security and guardrails
- Stars
- 792
- 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-security ai-agent-security ai-agents ai-firewall ai-security dlp
Something wrong? Category · Trend · Risk
Local security audit for AI API relays and LLM proxies: detects prompt injection, model substitution, tool-call rewriting, SSE anomalies, error leakage, and Web3 wallet risks.
- Category
- ai security and guardrails
- Stars
- 781
- Readiness
- ready (76/100 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.
ai-agents ai-audit ai-security anthropic api-gateway claude
Something wrong? Category · Trend · Risk
腾讯云智能渗透黑客松 Official repository of Tencent Cloud Intelligent Penetration Hackathon. Showcasing top open-source projects of LLM-based autonomous penetration agents, including multi-agent collaboration,
- Category
- ai security and guardrails
- Stars
- 752
- Readiness
- needs review (67/100 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: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-pentesting ai-security autonomous-penetration intelligent-penetration offensive-ai
Something wrong? Category · Trend · Risk
Runtime security for AI apps and agents: prompt injection detection, tool-call authorization, sensitive-data redaction, bot protection, and rate limiting. Drop it into your JS/TS code.
- Category
- ai security and guardrails
- Stars
- 678
- 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, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-security ai-agents ai-security application-security bot-detection llm-security
Something wrong? Category · Trend · Risk
Open-source adversary emulation for AI agents and MCP servers.
- Category
- ai security and guardrails
- Stars
- 571
- Readiness
- ready (79/100 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.
adversary-emulation agentic-ai ai-agents ai-red-teaming ai-security browser-extension
Something wrong? Category · Trend · Risk
Krawl is a customizable, lightweight, cloud-native web deception server and anti-crawler that creates fake web applications with low-hanging vulnerabilities using realistic, randomly generated decoy d
- Category
- ai security and guardrails
- Stars
- 556
- Readiness
- ready (90/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security alerting anti-crawling blue-team cloud-native
Something wrong? Category · Trend · Risk
vArmor is a cloud-native container hardening system that leverages AppArmor/BPF/Seccomp and NetworkProxy technologies to enforce access control from system calls to application protocols — protecting
- Category
- ai security and guardrails
- Stars
- 494
- Readiness
- ready (74/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +5 stars in 7 days; 9 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: maintenance is concentrated in one contributor. Missing inputs: None.
ai-security apparmor apparmor-profiles bpf containers hardening
Something wrong? Category · Trend · Risk
Deterministic safety solutions for probabilistic AI agents
- Category
- ai security and guardrails
- Stars
- 469
- Readiness
- ready (77/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +3 stars in 7 days; 22 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, issue load. Risks: None identified. Missing inputs: None.
agent-guardrails agent-harness agent-runtime agent-safety agent-security agent-skills
Something wrong? Category · Trend · Risk
AI-powered Docker security scanner that explains vulnerabilities in plain English. An OWASP Lab Project.
- Category
- ai security and guardrails
- Stars
- 464
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +2 stars in 7 days; 17 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.
ai-security devsecops docker-security docksec hadolint owasp
Something wrong? Category · Trend · Risk
Open-source antivirus for AI agents: block risky tools, secret access, prompt injection, malicious packages, MCP servers, plugins, and skills at runtime.
- Category
- ai security and guardrails
- Stars
- 427
- Readiness
- ready (76/100 heuristic points; not a probability)
- Data confidence
- high
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · high confidence
Why: +6 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, response activity.
agent-security ai-agent-security ai-agents ai-antivirus ai-security claude-code
Something wrong? Category · Trend · Risk
Execution-Layer Security (ELS) for AI agents — policy-enforced shell with audit.
- Category
- ai security and guardrails
- Stars
- 367
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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 agents ai ai-security els enforcement
Something wrong? Category · Trend · Risk
Open detection-rule standard for AI agent security threats — like Sigma, but for AI agents. Executable rules across 10 categories; merged into Microsoft AGT, Cisco AI Defense, MISP, OWASP, FINOS & Sig
- Category
- ai security and guardrails
- Stars
- 364
- Readiness
- ready (93/100 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.
agent-security agent-threat-rules ai-security garak llm-security mcp-security
Something wrong? Category · Trend · Risk
Claude Code skill for OWASP security best practices (2025-2026). Includes Top 10:2025, ASVS 5.0, Agentic AI security, and 20+ language-specific security quirks.
- Category
- ai security and guardrails
- Stars
- 323
- Readiness
- ready (85/100 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-security appsec asvs claude claude-code claude-skills
Something wrong? Category · Trend · Risk
PentestCode - Multi-agent AI penetration testing system with persistent engagement state, strategic coordination, and parallel autonomous operations.
- Category
- ai security and guardrails
- Stars
- 286
- Readiness
- ready (94/100 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, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-agents ai-security ai-security-tool anthropic autonomous-agents autonomous-agents-system
Something wrong? Category · Trend · Risk
AI EDR for developer workstations and autonomous agent fleets. Build Swarm Detection & Response platforms with Clawdstrike.
- Category
- ai security and guardrails
- Stars
- 285
- Readiness
- ready (87/100 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, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-security agentic-security agents ai-security ai-security-tool cyber-defense
Something wrong? Category · Trend · Risk
Self-hosted runtime control plane for AI agents. Observe or HITL approve or Block rogue tool calls before it executes: secret leaks, prompt injection, supply chain etc in a local dashboard. Agent agn
- Category
- ai security and guardrails
- Stars
- 279
- Readiness
- ready (90/100 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.
agent-control-plane agent-security agents ai-agents ai-security claude-code
Something wrong? Category · Trend · Risk
LLM security testing framework for detecting prompt injection, jailbreaks, and adversarial attacks — 190+ probes, 28 providers, single Go binary
- Category
- ai security and guardrails
- Stars
- 270
- Readiness
- ready (84/100 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, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-security capability
Something wrong? Category · Trend · Risk
An intentionally vulnerable OWASP LLM Top 10 training platform for AI Security, Prompt Injection, RAG Security, Agent Security, and GenAI penetration testing.
- Category
- ai security and guardrails
- Stars
- 268
- Readiness
- ready (97/100 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, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-security ai-security ai-security-tool artificial-intelligence ctf docker
Something wrong? Category · Trend · Risk
Project Tapestry aims to give every nation and participant frontier AI they can call their own — uniting a global consortium to train a shared frontier model from which partners build and own sovereig
- Category
- ai security and guardrails
- Stars
- 234
- 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: 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-alliance ai-security consortium-training cultural-alignment data-sovereignty digital-sovereignty
Something wrong? Category · Trend · Risk
This document curates open-source projects, academic papers, capability benchmarks, and commercial solutions (international & China) in AI penetration testing, LLM red teaming, autonomous offensive ag
- Category
- ai security and guardrails
- Stars
- 194
- Readiness
- ready (82/100 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; 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-benchmarks ai-hacking ai-pentesting ai-red-teaming ai-security autonomous-penetration
Something wrong? Category · Trend · Risk
PyInstaCrack: Ultimate Instagram hacking suite. Python-driven, AI-enhanced, brute-force chaos. Stealth ops, ethical only. Slice through defenses like a cyber god! ☠️
- Category
- ai security and guardrails
- Stars
- 175
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security cybersecurity ethical-hacking hacking instagram-bruteforce penetration-testing
Something wrong? Category · Trend · Risk
ATLAS tactics, techniques, and case studies data
- Category
- ai security and guardrails
- Stars
- 170
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security machine-learning mitre-atlas mitre-attack security
Something wrong? Category · Trend · Risk
An open-source knowledge base of defensive countermeasures to protect AI/ML systems. Features interactive views and maps defenses to known threats from frameworks like MITRE ATLAS, MAESTRO, and OWASP.
- Category
- ai security and guardrails
- Stars
- 165
- Readiness
- ready (98/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security aidefend atlas cybersecurity defensive-security knowledge-base
Something wrong? Category · Trend · Risk
Zero-knowledge credentials infrastructure built for AI agents to operate, not just consume.
- Category
- ai security and guardrails
- Stars
- 161
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-secrets ai ai-agents ai-security credential-management developer-tools
Something wrong? Category · Trend · Risk
Transilience — Shasta is the open-source pre-GA AI and Cloud Security platform. Supports GCP, AWS, and Azure and 14 security & compliance frameworks
- Category
- ai security and guardrails
- Stars
- 144
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-bom ai-governance ai-security cnapp cspm cwpp
Something wrong? Category · Trend · Risk
腾讯安全沙龙历届议题ppt，腾讯安全沙龙是由腾讯云鼎实验室主导运营的高端网络安全技术交流平台，是腾讯安全面向产学研各界打造的核心技术品牌之一。
- Category
- ai security and guardrails
- Stars
- 136
- Readiness
- ready (73/100 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.
ai-security cloud-security llm-security offensive-security redteam security-conferences
Something wrong? Category · Trend · Risk
A curated collection of offensive, defensive and AI/LLM security tools.
- Category
- ai security and guardrails
- Stars
- 134
- Readiness
- ready (99/100 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, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents ai-security blue-team bug-bounty cybersecurity
Something wrong? Category · Trend · Risk
AlterHive（幻巢）是一款面向攻防演练、红蓝对抗和安全研究场景的高交互智能欺骗蜜罐平台。平台以虚拟拓扑、会话记忆、规则引擎和多 Agent 欺骗规划为核心，将攻击者/渗透Agent引导进可控的“子网幻象”环境中，帮助防守方观察攻击意图、拖延攻击节奏、保护真实目标。
- Category
- ai security and guardrails
- Stars
- 130
- Readiness
- needs review (66/100 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: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adaptive-honeypot agent-security ai-security blue-team honeypot llm-security
Something wrong? Category · Trend · Risk
The open source taint analysis engine for the AI era. A formal dataflow analysis tool you can customize and self-host, built so AI agents drive your application security analysis without burning token
- Category
- ai security and guardrails
- Stars
- 127
- 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 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-security code-quality cybersecurity hacking java
Something wrong? Category · Trend · Risk
Security scanner MCP server for AI coding agents. Prompt injection firewall, package hallucination detection (4.3M+ packages), 1000+ vulnerability rules with AST & taint analysis, auto-fix.
- Category
- ai security and guardrails
- Stars
- 120
- Readiness
- ready (88/100 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-security ai-agent-security ai-security claude-code codex cursor
Something wrong? Category · Trend · Risk
Copy Fail (CVE-2026-31431): 9-year-old Linux kernel LPE found by Theori's Xint Code
- Category
- ai security and guardrails
- Stars
- 4,032
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 17/100 · low confidence
Why: +11 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 100 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-security cve-2026-31431 exploit linux-kernel privilege-escalation privilege-escalation-exploits
Something wrong? Category · Trend · Risk
Collection of agent skills that turn your AI coder into a SAST scanner
- Category
- ai security and guardrails
- Stars
- 1,262
- Readiness
- needs review (49/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 20/100 · 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: no push in 121 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-security claude claude-code sast
Something wrong? Category · Trend · Risk
AI Captcha Bypass
- Category
- ai security and guardrails
- Stars
- 1,181
- Readiness
- needs review (46/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: +7 stars in 7 days
Why it may be a gem: limited evidence; inspect maintenance signals before adopting
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-security captcha python security
Something wrong? Category · Trend · Risk
A list of backdoor learning resources
- Category
- ai security and guardrails
- Stars
- 1,180
- Readiness
- needs review (57/100 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 737 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-security backdoor-attacks backdoor-defense backdoor-learning deep-learning machine-learning
Something wrong? Category · Trend · Risk
DianXing - AI-Driven End-to-End Code Security Auditing
- Category
- ai security and guardrails
- Stars
- 876
- Readiness
- needs review (51/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-code-review ai-security appsec code-audit code-security devsecops
Something wrong? Category · Trend · Risk
Curated Web3 security learning hub for smart contract auditors and protocol teams: roadmaps, audit tools, public reports, fuzzing, formal verification, AI-assisted workflows, offchain security, incide
- Category
- ai security and guardrails
- Stars
- 428
- Readiness
- needs review (45/100 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-assisted-auditing ai-security bugbounty ctf-challenges defi-security evm
Something wrong? Category · Trend · Risk
Project CodeGuard is an AI model-agnostic security framework and ruleset that embeds secure-by-default practices into AI coding workflows (generation and review). It ships core security rules, transla
- Category
- ai security and guardrails
- Stars
- 420
- 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: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 190 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-agents ai-security coding-agents cybersecurity
Something wrong? Category · Trend · Risk
SecureClaw - Security Plugin and Skill for OpenClaw OWASP-Aligned
- Category
- ai security and guardrails
- Stars
- 349
- Readiness
- high risk (44/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 19/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation. Risks: no push in 117 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agentic-ai ai-agents ai-security llm-security openclaw openclaw-plugin
Something wrong? Category · Trend · Risk
AI Bill of Materials — discover every AI agent, model, and API in your infrastructure
- Category
- ai security and guardrails
- Stars
- 298
- Readiness
- needs review (61/100 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, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-security bill-of-materials cyclonedx github-actions llm
Something wrong? Category · Trend · Risk
Container-free, deny-by-default sandbox for AI coding agents. Kernel-enforced filesystem, network, and syscall isolation for Linux and macOS
- Category
- ai security and guardrails
- Stars
- 282
- 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.
agents ai-security claude-code developer-tools greyproxy landlock
Something wrong? Category · Trend · Risk
A deterministic privacy boundary between your data and AI.
- Category
- ai security and guardrails
- Stars
- 215
- Readiness
- needs review (56/100 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.
agentic-ai ai-governance ai-privacy ai-security data-governance llm-security
Something wrong? Category · Trend · Risk
Generate Claude Code bug bounty skills from public HackerOne reports and GitHub writeups — 18 vuln classes, no private reports needed
- Category
- ai security and guardrails
- Stars
- 214
- Readiness
- needs review (48/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 25/100 · 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, fork interest, documentation. Risks: no push in 148 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-security bug-bounty claude-ai claude-code ethical-hacking hackerone
Something wrong? Category · Trend · Risk
A privacy-first AI agent that sanitizes your prompts locally with a local LLM before forwarding to remote LLM APIs.
- Category
- ai security and guardrails
- Stars
- 209
- Readiness
- needs review (47/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: issue load, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-security llm local-first privacy privacy-preserving-ai prompt-sanitization
Something wrong? Category · Trend · Risk
OWASP Top 10 for Large Language Model Apps (Part of the GenAI Security Project)
- Category
- ai security and guardrails
- Stars
- 1,351
- 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, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai appsec llm llm-security
Something wrong? Category · Trend · Risk
Give each AI agent its own isolated machine with root, Docker, and systemd. Active defense detects and stops threats automatically.
- Category
- ai security and guardrails
- Stars
- 616
- Readiness
- ready (90/100 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.
agentic-ai ai-tools anthropic claude claude-code cli
Something wrong? Category · Trend · Risk
Simple Prompt Injection Kit for Evaluation and Exploitation
- Category
- ai security and guardrails
- Stars
- 230
- 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: 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.
genai llm-jailbreaks llm-red-teaming llm-security pentesting-tools prompt-injection
Something wrong? Category · Trend · Risk
Open source prompt injection protection for Agents calling tools (via MCP, CLI or direct function calling). Detect and defend against prompt injection attacks. 22MB, CPU-only, < 10ms latency.
- Category
- ai security and guardrails
- Stars
- 114
- 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: 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-security indirect-prompt-injection llm-security mcp-security prompt-injection prompt-injection-defense
Something wrong? Category · Trend · Risk
📚【更新中】AISecOps: AI-Driven Enterprise Security｜AI 驱动的安全体系。一套将 AI 能力嵌入企业安全体系的方法论框架，以及支撑它落地的完整工程实践——从安全架构、GRC、云原生、数据隐私到 SOC 运营、身份治理与 AI 系统安全。开源中文技术专著，CC BY-NC-SA 4.0。/*⚡🌊🛡️*/
- Category
- ai security and guardrails
- Stars
- 98
- Readiness
- ready (78/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security aisecops chinese devsecops llm-security
Something wrong? Category · Trend · Risk
Find and govern AI attack surfaces in application code at PR time. Free, OSS, runs offline.
- Category
- ai security and guardrails
- Stars
- 96
- Readiness
- ready (88/100 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; 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-agents ai-bom ai-governance ai-security appsec attack-surface
Something wrong? Category · Trend · Risk
The Anti-Virus for AI Artifacts & RAG Firewall. A static analysis tool scanning Models and Notebooks for RCE, Datasets and RAG docs for Data Poisoning, PII, and Prompt Injections. Secure your AI Suppl
- Category
- ai security and guardrails
- Stars
- 84
- 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; 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-security ci-cd cosign data-security devsecops generative-ai
Something wrong? Category · Trend · Risk
Prevent accidental PII leakage in LLM prompts before they hit the model.
- Category
- ai security and guardrails
- Stars
- 82
- Readiness
- ready (83/100 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-security gdpr llm-security pii privacy
Something wrong? Category · Trend · Risk
Offline PII firewall for AI agents and LLM apps: fast local detection and redaction, Claude Code hook, LiteLLM guardrail. Zero network calls, one dependency.
- Category
- ai security and guardrails
- Stars
- 66
- Readiness
- ready (96/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
agent-security ai-agents anonymization claude-code compliance data-privacy
Something wrong? Category · Trend · Risk
Independent OSINT CTI archive (TLP:GREEN): supply-chain, zero-day, DPRK/APT, AI/LLM threats, Web3, and Korea breach/policy reports. Multilingual KR/EN/JP/ZH. By Dennis Kim.
- Category
- ai security and guardrails
- Stars
- 64
- Readiness
- ready (83/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
cti cyber-threat-intelligence cybersecurity korea llm-security osint
Something wrong? Category · Trend · Risk
Trace-backed Agent Authorization Reviews for tool-using AI agents. Staging-only evidence for payment, record-change, access, and export actions.
- Category
- ai security and guardrails
- Stars
- 62
- Readiness
- ready (77/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
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.
access-control agent-security ai-agents authorization llm-security payment-security
Something wrong? Category · Trend · Risk
Vetix — Automated scanning, identification, and assessment of SKILL security risks.
- Category
- ai security and guardrails
- Stars
- 62
- Readiness
- ready (85/100 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; 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 agent-skills agents claude-code llm-agent llm-security
Something wrong? Category · Trend · Risk
Open-source security platform for AI agents -- audits skills before install, monitors 24/7, shares threat intelligence across all users. | AI Agent 開源安全平台 -- 安裝前審計 skill、24/7 即時監控、社群共享威脅情報。
- Category
- ai security and guardrails
- Stars
- 60
- 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; 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-security cybersecurity llm-security mcp open-source
Something wrong? Category · Trend · Risk
Local control plane for running AI agents with sandboxes, approvals, guardrails, credentials, and runtime health.
- Category
- ai security and guardrails
- Stars
- 60
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-runtime agent-security ai-agents ai-security cybersecurity devtools
Something wrong? Category · Trend · Risk
Praxen — agent behavior verifier. Compares an AI agent's declared policy against the available evidence; reports where observed behavior diverges from declared intent.
- Category
- ai security and guardrails
- Stars
- 58
- Readiness
- ready (83/100 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, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-behavior-verifier agent-sast agent-scanner agent-security ai-security claude-code
Something wrong? Category · Trend · Risk
🦞 Local, read-only security scanner for OpenClaw. Finds config, prompt-injection and supply-chain risks — A–F grade.
- Category
- ai security and guardrails
- Stars
- 58
- Readiness
- ready (99/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
agent-security ai-agents ai-security cli llm-security mcp
Something wrong? Category · Trend · Risk
AI 驱动的多领域安全分析 Agent 平台 —— 让 LLM 端到端完成安全分析
- Category
- ai security and guardrails
- Stars
- 55
- Readiness
- ready (88/100 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: 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-agent apk-analysis frida ida-pro llm-security opencode
Something wrong? Category · Trend · Risk
Curated list of links, references, books videos, tutorials (Free or Paid), Exploit, CTFs, Hacking Practices etc. which are related to GenAI and LLM Security
- Category
- ai security and guardrails
- Stars
- 55
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security genai genai-security llm llm-security
Something wrong? Category · Trend · Risk
Open source authorization engine for AI agents. Confidence-aware gating · Human-in-the-loop review · Policy-as-code · Full audit trail
- Category
- ai security and guardrails
- Stars
- 54
- Readiness
- ready (89/100 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: 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-security ai ai-agents ai-guardrails authorization guardrails
Something wrong? Category · Trend · Risk
Security control plane for AI agents — identity and delegation, capability policy, data-flow taint and a live audit trail, enforced over MCP. Guards a real Claude Code end to end.
- Category
- ai security and guardrails
- Stars
- 52
- Readiness
- ready (83/100 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: 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 claude-code llm-security mcp
Something wrong? Category · Trend · Risk
Zero-code LLM security & observability proxy. Real-time prompt injection detection, PII scanning, and cost control for OpenAI-compatible APIs. Built in Rust.
- Category
- ai security and guardrails
- Stars
- 52
- Readiness
- needs review (65/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
agentic ai-agents ai-infrastructure ai-security aiops chatgpt
Something wrong? Category · Trend · Risk
Multi-tier firewall for AI agents — blocks prompt injections, jailbreaks, and scope violations. Local tiers first; LLM judge only when uncertain.
- Category
- ai security and guardrails
- Stars
- 51
- Readiness
- ready (72/100 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-security ai-security firewall guardrails humanbound jailbreak
Something wrong? Category · Trend · Risk
Zero-dependency TypeScript secret and PII redaction for any SDK, logs, HTTP, LLM prompts, and scoped MCP tool boundaries.
- Category
- ai security and guardrails
- Stars
- 49
- Readiness
- ready (87/100 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; 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-privacy anonymization data-masking data-privacy dlp gdpr
Something wrong? Category · Trend · Risk
Defense-in-depth security toolkit for LLM agents — taint tracking, proxy secret guard, policy engine, and red-team benchmarking
- Category
- ai security and guardrails
- Stars
- 46
- 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-security ai ai-agent ai-agents ai-security hermes
Something wrong? Category · Trend · Risk
AI agent whose purpose is to conduct vulnerability tests on LLMs from SAP AI Core or from local deployments, or models from HuggingFace. The goal of this project is to identify and correct any potenti
- Category
- ai security and guardrails
- Stars
- 45
- Readiness
- ready (80/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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 ai-agents ai-security llm llm-security security
Something wrong? Category · Trend · Risk
Executable security regression testing for agentic applications and MCP-integrated systems.
- Category
- ai security and guardrails
- Stars
- 41
- 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, fork interest. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-security ai-security appsec llm-security mcp owasp
Something wrong? Category · Trend · Risk
Ship AI agents with guardrails — not prayers. Self-hosted runtime protection for LLMs and tool-calling agents: block prompt injection, enforce tool permissions, redact sensitive data, and control what
- Category
- ai security and guardrails
- Stars
- 41
- Readiness
- ready (77/100 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: issue load, documentation, license. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-security ai-agents ai-security guardrails langgraph llm-firewall
Something wrong? Category · Trend · Risk
Detect and patch vulnerabilities in AI-generated Python code — VS Code extension
- Category
- ai security and guardrails
- Stars
- 40
- Readiness
- ready (81/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-generated-code code-security llm-security python security static-analysis
Something wrong? Category · Trend · Risk
Metasploit for AI agents: scan, attack, and fix AI agents and MCP servers. Open source security toolkit.
- Category
- ai security and guardrails
- Stars
- 37
- Readiness
- needs review (64/100 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
Strongest signals: push recency, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent-security ai-agents ai-security llm-security mcp mcp-security
Something wrong? Category · Trend · Risk
AI security agent for the Python supply chain: scans packages, generates exploits, and validates them in Docker, autonomously.
- Category
- ai security and guardrails
- Stars
- 36
- Readiness
- ready (75/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
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.
agentic-ai ai-agents ai-security cve exploit-development llm-security
Something wrong? Category · Trend · Risk
AI Security Monitor — Real-time threat detection, prompt injection defense, and behavioral analysis for LLM-powered systems
- Category
- ai security and guardrails
- Stars
- 35
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security jailbreak-detection llm llm-security monitoring openai
Something wrong? Category · Trend · Risk
[CCS'24] A dataset consists of 15,140 ChatGPT prompts from Reddit, Discord, websites, and open-source datasets (including 1,405 jailbreak prompts).
- Category
- ai security and guardrails
- Stars
- 3,766
- Readiness
- needs review (54/100 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 591 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
chatgpt jailbreak jailbreaking large-language-model llm llm-security
Something wrong? Category · Trend · Risk
An easy-to-use Python framework to generate adversarial jailbreak prompts.
- Category
- ai security and guardrails
- Stars
- 880
- Readiness
- needs review (45/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 22/100 · 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: no push in 130 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
discrete-optimization jailbreak jailbreak-framework large-language-model llm-safety-benchmark llm-security
Something wrong? Category · Trend · Risk
Papers and resources related to the security and privacy of LLMs 🤖
- Category
- ai security and guardrails
- Stars
- 579
- Readiness
- needs review (53/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 17/100 · 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 425 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adversarial-machine-learning awesome-list llm llm-privacy llm-security privacy
Something wrong? Category · Trend · Risk
⚡ Vigil ⚡ Detect prompt injections, jailbreaks, and other potentially risky Large Language Model (LLM) inputs
- Category
- ai security and guardrails
- Stars
- 495
- 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 919 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adversarial-attacks adversarial-machine-learning large-language-models llm-security llmops prompt-injection
Something wrong? Category · Trend · Risk
This repository provides a benchmark for prompt injection attacks and defenses in LLMs
- Category
- ai security and guardrails
- Stars
- 473
- 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 282 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
llm llm-security llms prompt-injection prompt-injection-tool security-and-privacy
Something wrong? Category · Trend · Risk
This is The most comprehensive prompt hacking course available, which record our progress on a prompt engineering and prompt hacking course.
- Category
- ai security and guardrails
- Stars
- 287
- Readiness
- needs review (56/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 27/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 482 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
jailbreak llm llm-learning llm-security llm-tutorials prompt-engineering
Something wrong? Category · Trend · Risk
🏴☠️ Hacking Guides, Demos and Proof-of-Concepts 🥷
- Category
- ai security and guardrails
- Stars
- 225
- Readiness
- needs review (55/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 19/100 · 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: no push in 337 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai aws cloud container-security cybersecurity docker
Something wrong? Category · Trend · Risk
Experimental tools to backdoor large language models by re-writing their system prompts at a raw parameter level. This allows you to potentially execute offline remote code execution without running a
- Category
- ai security and guardrails
- Stars
- 205
- Readiness
- needs review (51/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals; strong signals despite limited visibility
Strongest signals: issue load, license. Risks: no push in 306 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
backdoor-attacks llm-security qwen2-5
Something wrong? Category · Trend · Risk
💼 another CV template for your job application, yet powered by Typst and more
- Category
- ai security and guardrails
- Stars
- 823
- Readiness
- ready (87/100 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.
cv pdf prompt-injection resume resume-template typst
Something wrong? Category · Trend · Risk
Open source local-first PR scanner that finds dead code, security bugs, secrets, quality regressions, and AI-code mistakes before merge. For first timers refer to https://duriantaco.github.io/skylos/r
- Category
- ai security and guardrails
- Stars
- 501
- Readiness
- ready (90/100 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-agents ai-code-review ai-generated-code code-quality code-scanning dart
Something wrong? Category · Trend · Risk
Project Mantis: Hacking Back the AI-Hacker; Prompt Injection as a Defense Against LLM-driven Cyberattacks
- Category
- ai security and guardrails
- Stars
- 119
- Readiness
- needs review (65/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: strong signals despite limited visibility; healthy maintenance and project fundamentals
Strongest signals: push recency, issue load. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
cybersecurity llms prompt-injection
Something wrong? Category · Trend · Risk
Crash-test insurance claim AI agents before production.
- Category
- ai security and guardrails
- Stars
- 117
- 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: 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-evaluation ai-agents insurance llm-evals prompt-injection python
Something wrong? Category · Trend · Risk
Secure CLI proxy for AI agents — HCL-defined operation templates with OS keychain secrets, MCP integration, and prompt injection protection
- Category
- ai security and guardrails
- Stars
- 112
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-agents cli graphql grpc hcl http
Something wrong? Category · Trend · Risk
Open-source firewall for AI agents. Policy engine that audits and controls what OpenClaw, Claude Code, Cursor, Codex, and any AI tool can do on your machine.
- Category
- ai security and guardrails
- Stars
- 79
- Readiness
- ready (94/100 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.
agent-security ai-agents ai-security audit-trail claude-code cli
Something wrong? Category · Trend · Risk
A modular, drop-in middleware collection for Laravel AI SDK agents. Offers middleware across security, observability, performance and guidance.
- Category
- ai security and guardrails
- Stars
- 60
- Readiness
- ready (88/100 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 laravel laravel-ai laravel-ai-sdk middleware observability
Something wrong? Category · Trend · Risk
Deterministic, zero-dependency Python firewall for AI agents — MCP rug-pull, memory poisoning, indirect injection, exfil channels. 44 compliance templates (US/CN/JP/EU).
- Category
- ai security and guardrails
- Stars
- 53
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security compliance cybersecurity firewall guardrails
Something wrong? Category · Trend · Risk
No Login. No Signup. 100% Free. Powered by the Private, uncensored AI GPT-OSS 120B API.
- Category
- ai security and guardrails
- Stars
- 44
- Readiness
- ready (97/100 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: 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.
prompt-injection uncensored-ai uncensored-ai-chatbot uncensored-ai-list uncensored-model
Something wrong? Category · Trend · Risk
Prompt injection scanner for AI coding tools (Claude Code / Codex / etc). Runs DeBERTa/Llama transformers via Candle or ONNX in Rust
- Category
- ai security and guardrails
- Stars
- 43
- Readiness
- ready (78/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
claude-code nix prompt-injection prompt-injection-llm-security rust
Something wrong? Category · Trend · Risk
Self-hosted LLM security proxy. PII redaction, prompt injection defense, KVKK/GDPR/PCI-DSS compliance. Sub-millisecond latency
- Category
- ai security and guardrails
- Stars
- 33
- Readiness
- ready (77/100 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-gateway ai-security anthropic-proxy compliance data-loss-prevention gdpr
Something wrong? Category · Trend · Risk
Self-hosted AI security proxy. Redact PII, block prompt injection, route to any LLM provider. OpenAI-compatible.
- Category
- ai security and guardrails
- Stars
- 31
- Readiness
- ready (92/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-proxy ai-proxy-service ai-security data-loss-prevention llm llm-security
Something wrong? Category · Trend · Risk
Single source of truth for GenAI and agentic AI security incidents, mapped to OWASP LLM Top 10, OWASP Agentic Top 10 (ASI), NIST AI RMF, and MITRE ATLAS.
- Category
- ai security and guardrails
- Stars
- 28
- 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: 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-incidents ai-incidents ai-safety cybersecurity dataset genai-incidents
Something wrong? Category · Trend · Risk
The AI agent memory layer you can audit — local-first memory governance for AI agents: citations, trust policies, trace receipts, rollback. SQLite, sidecar-first, OpenClaw plugin.
- Category
- ai security and guardrails
- Stars
- 28
- Readiness
- ready (86/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-agents ai-memory context-engineering llm llmops
Something wrong? Category · Trend · Risk
Static security scanner for AI agents. Catches prompt injection, runaway loops, missing oversight, and compliance gaps across 21 frameworks. Use from Claude Code, Cursor, ChatGPT (MCP), the CLI, or Gi
- Category
- ai security and guardrails
- Stars
- 28
- Readiness
- ready (79/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
agentic-ai ai-agent ai-security claude-code cli compliance
Something wrong? Category · Trend · Risk
A curated corpus of incidents, attack vectors, failure modes, and defensive tools for autonomous AI agents.
- Category
- ai security and guardrails
- Stars
- 26
- Readiness
- ready (88/100 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-skills ai-agents ai-security ai-tools awesome-ai awesome-list
Something wrong? Category · Trend · Risk
Detects prompt injection by its effect on a sacrificial canary model, not just pattern matching: untrusted input hits a powerless model first, a behavioral check reads the residue, and it returns bloc
- Category
- ai security and guardrails
- Stars
- 26
- Readiness
- ready (95/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-safety canary defense-in-depth detection
Something wrong? Category · Trend · Risk
Benchmarking repository-borne prompt injection attacks and lightweight defenses for local coding agents. DL4C @ ICML 2026.
- Category
- ai security and guardrails
- Stars
- 26
- Readiness
- ready (88/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security benchmark coding-agents llm-security local-llm prompt-injection
Something wrong? Category · Trend · Risk
Deterministic, read-only static auditor for GGUF models: behavioral chat-template backdoors + SSTI, tokenizer, config, and model-card surfaces - never renders, never loads weights. 192,032 repos, 137,
- Category
- ai security and guardrails
- Stars
- 26
- Readiness
- ready (93/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security backdoor-detection chat-template gguf huggingface jinja2
Something wrong? Category · Trend · Risk
Zero-dependency TypeScript SDK for AI agent governance: policy enforcement, injection detection, tamper-evident audit, and standards mapping (EU AI Act, OWASP, NIST, ISO 42001)
- Category
- ai security and guardrails
- Stars
- 25
- Readiness
- ready (83/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-framework agent-security ai-agents ai-governance ai-safety audit-trail
Something wrong? Category · Trend · Risk
Whitebox & Blackbox red-teaming framework for LLMs & Agentic AI apps. It analyzes your app's source code to discover tools, roles, and guardrails, then generates new attacks chains across several cate
- Category
- ai security and guardrails
- Stars
- 24
- Readiness
- ready (87/100 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-security-tools agentic-ai ai-agents ai-security ai-security-tool data-exfiltration
Something wrong? Category · Trend · Risk
Python SDK for LLM guardrails with safety classification, PII detection, prompt injection defense, and grounding checks. Protect AI applications locally with zero external APIs, streaming support, and
- Category
- ai security and guardrails
- Stars
- 23
- Readiness
- ready (99/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-safety ai-security content-moderation data-privacy generative-ai gliner
Something wrong? Category · Trend · Risk
Governance guardrails and insights for AI coding agents
- Category
- ai security and guardrails
- Stars
- 20
- Readiness
- ready (84/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-coding ai-agents ai-governance ai-safety bash budgets
Something wrong? Category · Trend · Risk
An opensource DevSecOps Layer for your AI agent. Governance, Custom Guard Rails and Observablity at one platform.
- Category
- ai security and guardrails
- Stars
- 20
- Readiness
- ready (91/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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 goverance policy-as-code prompt-engineering prompt-injection
Something wrong? Category · Trend · Risk
Open-source runtime security rules engine for MCP servers and AI agents. Detects prompt injection, command injection, jailbreaks, and data exfiltration.
- Category
- ai security and guardrails
- Stars
- 19
- Readiness
- ready (87/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security mcp mcp-protocol prompt-injection runtime-security
Something wrong? Category · Trend · Risk
Security scanner for AI agent skills. Detects prompt injection, data exfiltration, and malicious payloads before you install.
- Category
- ai security and guardrails
- Stars
- 18
- 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 ai security and guardrails project
Why it may be a gem: strong signals despite limited visibility; 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-safety ai-security anthropic claude clawhavoc
Something wrong? Category · Trend · Risk
SourceryKit — counterspell for hallucinating agents. Python SDK that breaks the illusion on every tool call, API response, and MCP handoff before bad outputs propagate.
- Category
- ai security and guardrails
- Stars
- 18
- Readiness
- needs review (58/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: 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.
agent-reliability agent-security ai-agents ai-guardrails ai-security dlp
Something wrong? Category · Trend · Risk
Find AI/LLM security vulnerabilities in your code before attackers do — covers prompt injection, MCP tool poisoning, RAG data poisoning, and more
- Category
- ai security and guardrails
- Stars
- 18
- Readiness
- ready (89/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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-security appsec cli devsecops llm mcp
Something wrong? Category · Trend · Risk
An adversarially benchmarked reference implementation for pre-action AI agent authorization. Provenance-based gating for LLM agent tool calls: deny-by-default permissions, parameter lineage, signed re
- Category
- ai security and guardrails
- Stars
- 18
- Readiness
- ready (85/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- healthy
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
access-control agent-security agentic-ai ai-agent ai-safety audit-logging
Something wrong? Category · Trend · Risk
AI Red Teaming playground labs to run AI Red Teaming trainings including infrastructure.
- Category
- ai security and guardrails
- Stars
- 2,038
- Readiness
- needs review (52/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 29/100 · low confidence
Why: +10 stars in 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: no push in 175 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai-red-team ai-red-teaming prompt-injection
Something wrong? Category · Trend · Risk
A Dynamic Environment to Evaluate Attacks and Defenses for LLM Agents.
- Category
- ai security and guardrails
- Stars
- 725
- Readiness
- needs review (59/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- watch
- 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: issue load, fork interest, documentation. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
benchmark large-language-models prompt-injection security
Something wrong? Category · Trend · Risk
Every practical and proposed defense against prompt injection.
- Category
- ai security and guardrails
- Stars
- 719
- Readiness
- high risk (39/100 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 531 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai cybersecurity prompt-injection security
Something wrong? Category · Trend · Risk
prompt attack-defense, prompt Injection, reverse engineering notes and examples | 提示词对抗、破解例子与笔记
- Category
- ai security and guardrails
- Stars
- 354
- Readiness
- needs review (55/100 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 528 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
attack-defense gpt gpt-4 prompt-engineering prompt-injection
Something wrong? Category · Trend · Risk
Bypass restricted and censored content on AI chat prompts 😈
- Category
- ai security and guardrails
- Stars
- 296
- Readiness
- needs review (45/100 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. Risks: no push in 330 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai ai-chat-bot ai-chatbot chat-box chatbot chatgpt
Something wrong? Category · Trend · Risk
Prompts of GPT-4V & DALL-E3 to full utilize the multi-modal ability. GPT4V Prompts, DALL-E3 Prompts.
- Category
- ai security and guardrails
- Stars
- 288
- Readiness
- needs review (54/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 0/100 · low confidence
Why: High-signal ai security and guardrails 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.
awesome awesome-list chatgpt dall-e dall-e3 dall-e3-prompts
Something wrong? Category · Trend · Risk
Self-hardening firewall for large language models
- Category
- ai security and guardrails
- Stars
- 269
- Readiness
- needs review (50/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 891 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
adversarial-attacks large-language-models llmops prompt-injection security
Something wrong? Category · Trend · Risk
Lasso security integrations for Claude Code, including prompt-injection defenses
- Category
- ai security and guardrails
- Stars
- 261
- 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 7 days
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, documentation, license. Risks: no push in 211 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
agent ai claude-code claude-desktop coding-agent hooks
Something wrong? Category · Trend · Risk
Dropbox LLM Security research code and results
- Category
- ai security and guardrails
- Stars
- 258
- Readiness
- needs review (51/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- Maintenance risk
- 30/100 · low confidence
Why: High-signal ai security and guardrails project
Why it may be a gem: healthy maintenance and project fundamentals
Strongest signals: issue load, license. Risks: no push in 808 days. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
llm prompt-injection security
Something wrong? Category · Trend · Risk
AIRT — A free, open-source AI Red Teaming course with 8 modules and hands-on Docker labs. Built with Perplexity Computer.
- Category
- ai security and guardrails
- Stars
- 213
- Readiness
- high risk (41/100 heuristic points; not a probability)
- Data confidence
- low
- Maintainer health
- risky
- 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. Risks: None identified. Missing inputs: commit activity, contributor breadth, release recency, response activity, maintenance distribution.
ai course prompt-injection redteam
Something wrong? Category · Trend · Risk