Browse the library

A token-efficient code research tool for AI agents to search and understand local files and GitHub repositories.

An awesome list and hosted registry of Model Context Protocol (MCP) servers, providing a searchable directory for AI agents and applications to discover and integrate new tools.

A free macOS app with a bundled MCP server that builds focused code context from files, CodeMaps and Git diffs for your coding agents.

Provides a middleware MCP server that bridges OpenAI API calls to MCP tools, enabling non-MCP clients to use MCP functionalities.

Provides a token-efficient MCP server that allows AI agents to interact with the entire Cloudflare API via OAuth or API tokens.

Provides a centralized MCP server for managing multi-project memory banks, allowing AI agents to store and retrieve project-specific information remotely.

Integrates Claude Code CLI directly into Unreal Engine 5.7, offering AI coding assistance, an MCP server with 20+ tools, and dynamic UE5.7 documentation context.

An LLM-based agent communication platform with an MCP server, supporting custom agents, multi-turn dialogues, RAG, multi-layered memory, and human-in-the-loop.

Enables AI agents to control Unreal Engine 5 via a native C++ plugin to build levels, Blueprints, UI, materials, and effects.

A distributed low-latency Graph+Vector database compatible with Neo4j, offering an MCP server and agent skills for intelligent data management and RAG.

An open-source, self-improving QA agent that writes tests in natural language for web and mobile, learns from runs, adapts to UI changes, and catches regressions.

Provides AI-assisted PCB design for KiCAD 10 via a native Rust plugin, exposing 228 tools for schematics, layout, routing, and manufacturing to AI agents.

A self-hosted MLX inference server for Apple Silicon, enabling LLMs, VLMs, and image generation with an OpenAI/Anthropic/Ollama compatible API for agentic chat and coding capabilities.

An MCP server that enables AI agents to interact with Android devices, performing tasks like app navigation, UI interaction, and automated QA testing.

A code repository indexing MCP server that provides task-relevant context to coding LLMs, improving prompt quality and reducing hallucinations.

projectmem

riponcm

An open-source, local-first MCP server that provides memory and judgment for AI coding agents, recording issues, attempts, and decisions to prevent repeating past failures.

An MCP server that provides a design reference for a compliant and modern bank API, with live documentation and built-in security and data protection rules.

A self-hosted MCP gateway that connects your agent to GitHub, Slack, and custom HTTP APIs with unified action discovery.

This MCP server launches browser agents to perform automated QA testing on websites for UI bugs, broken links, and accessibility issues.

mcp-client-for-ollama

jonigl

A simple yet powerful Python TUI MCP Client for Ollama, enabling local LLMs with advanced tool execution, agent mode, and human-in-the-loop capabilities.

An MCP server and toolkit for Claude Code that enables model switching, autonomous multi-agent swarms, and self-learning hooks.

An MCP server that connects AI coding agents like Claude and Cursor to a running Next.js dev server, providing live runtime errors, routes, and logs.

Offers unified MCP tools and secure integrations to help AI agents interact effectively with real-world services and data, turning context engineering into practice.

Provides a shared, single-file local memory layer for AI agents like Claude and Cursor on Apple Silicon, offering sub-millisecond RAG over text, photo, and video.