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Token-efficient Python stdio MCP server exposing safe text-file search, reading, and refactoring tools.

Tag and annotate images using Apple Vision framework (macOS only)

Provides direct access to local documentation files through simple search and overview tools, enabling LLMs to query project-specific markdown documentation without requiring vector databases or RAG pipelines.

MCP server for fetching YouTube video transcripts without an API key.

Integrates Harness with GenAI applications via the Model Context Protocol, enabling continuous delivery and cloud cost management through natural language.

Enables Claude to observe and compose in Ableton Live 12 via AbletonOSC, allowing pair-programming-style collaboration for musicians.

Mixture-of-Agents vote arbiter for consensus answer

Connects IDEs to the Framer and Framer Motion ecosystem by providing animation snippets and React component scaffolding. It enables users to generate high-fidelity UI effects and code-ready components compatible with Framer's property controls.

PermShell MCP is a TypeScript server that enables AI assistants to execute shell commands with explicit user permission through desktop notifications. Developed by Matteo Collina, it implements a security-focused approach where all commands require user approval via growl notifications that display the exact command and working directory for transparency. The server provides two main tools: 'execute-command' for running shell commands with permission safeguards and 'system-info' for retrieving system information without requiring explicit permission. It's particularly useful for scenarios where AI assistants need controlled access to the local system while maintaining strong security boundaries.

Official European law, expanding globally: 20M+ documents, 35+ jurisdictions, verifiable citations.

Multi-merchant shopping cart landed cost arbitrage optimizer (Honey / Capital One)

Simple Arduino Beep Music Control using MCP

Distributed Two-Phase Commit (2PC) transaction coordinator with prepare/vote phase, unanimous consensus commit/abort logic, and failure recovery.

Turns a directory of markdown documentation into searchable, citable tools for AI assistants, enabling targeted retrieval of specific sections with stable references.

Route planning for Berlin public transport (BVG)

Benchmark your OpenClaw agent across 40 real-world tasks.

Brazilian company data (KYB) for AI agents — hosted remote MCP server, paid per call in USDC via x402. Registry lookup, sanctions screening, due-diligence dossiers.

Provides tools for frontend testing including code analysis, test generation, test execution, and React component testing for Jest and Cypress frameworks.

Autonomous affective NPC brain and dynamic behavior tree engine (Inworld style)

Extends Gemini CLI agent with tools for YouTube transcript retrieval and web search formatting into structured notes.