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Human-curated · Discover open source4101discovered

A little curiosity. A world of open source.

THE FIRST COLLECTION
Topic: prompt-injection清除
agentleakyagobski
ADDED

AgentLeak is an open-source privacy testing tool for AI agents. It detects data leaks across tool calls, memory, and logs using a local Python SDK, CLI, and MCP tools, providing redacted reports and CI gates without cloud dependencies.

Developer toolsAI & MLTesting & debugging
skillguardmannanj
ADDED

SkillGuard is a local-first security scanner for coding-agent skills and MCP servers. It detects prompt injection, credential theft, data exfiltration and unsafe downloads, then blocks unscanned or risky tools via Claude Code and Codex hooks.

Developer toolsAI & MLTesting & debugging
ifixaiifixai-ai
ADDED

iFixAi is an independent auditing tool for AI agents that evaluates whether an agent adheres to business KPIs and organizational structures through a structured scoring system.

AI & MLTraining & evaluation
agent-interlockjjongkwann
ADDED

Agent Interlock is an agentic AI security framework that declares the actors and trust boundaries of an AI agent system, wraps each actor's tools through an SDK or proxy, and enforces MCP tool threats M1–M9 across observe, shadow and enforce stages, recording every verdict in an append-only ledger.

AI & MLDeveloper toolsAI gateways
sunglassessunglasses-dev
ADDED

SUNGLASSES is a local, open-source input inspection layer for AI agents. It scans text, images, audio, video, PDFs and QR codes for prompt injection, credential exfiltration and command injection, and provides a CLI, Python API, MCP server and Claude Code firewall hook.

AI & MLSelf-hostedAI agents