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fastmcp-2

A high-level framework for building MCP servers in TypeScript

noahshinn-reflexion

[NeurIPS 2023] Reflexion: Language Agents with Verbal Reinforcement Learning

Contributed by Sentinel

ahujasid-ableton-live

Enables control of Ableton Live music production software through a bidirectional communication system that supports track creation, MIDI editing, playback control, instrument loading, and library browsing for music composition and sound design workflows.

supabase-community-supabase-mcp

Official Supabase MCP server to connect AI assistants directly with your Supabase project and allows them to perform tasks like managing tables, fetching config, and querying data.

gh-dgunning-edgar-tools

Open-source SEC EDGAR toolkit with tools for every filing type and no API key required.

korean-law-mcp

MCP server for Korean law data (statutes, precedents, regulations) with citation verification, impact analysis, and time comparison tools.

dhravya-apple-native-tools

Integrates with Apple's native applications to enable searching contacts, managing notes, and sending messages within the macOS ecosystem.

ralph-orchestrator

Ralph Orchestrator implements the simple but effective "Ralph Wiggum" technique for autonomous task completion, continuously running an AI agent against a prompt file until the task is marked as complete or limits are reached. This implementation provides a robust, well-tested, and feature-complete orchestration system for AI-driven development. Also cited in the Anthropic Ralph plugin documentation.

ccometixline-claude-code-statusline

A high-performance Claude Code statusline tool written in Rust with Git integration, usage tracking, interactive TUI configuration, and Claude Code enhancement utilities.

openlit

OpenLIT is an OpenTelemetry-native LLM observability toolkit with GPU monitoring, cost tracking, and a prompt hub (one-line setup for 20+ providers).

metatool-ai-metatool-app

MetaMCP is the one unified middleware MCP server that manages your MCP connections with GUI.

revogrid

High-performance virtual grid component library with AI assistant integration.

jpisnice-shadcn-ui

Provides direct access to shadcn/ui v4 components, blocks, and demos through GitHub API integration with automatic framework detection for React, Svelte, and Vue, enabling rapid UI development with component source code, installation scripts, and complete block implementations.

coleam00-crawl4ai-rag

Integrates web crawling with RAG functionality to enable website content retrieval, storage in vector databases, and semantic searching over crawled data for enhanced knowledge access

jgravelle-jcodemunch

Token-efficient code exploration via tree-sitter AST parsing supporting 25+ programming languages.

brightdata-web-scraping

Integrates with Bright Data's web scraping infrastructure to provide real-time access to public web data through specialized tools for search engine scraping, webpage extraction, and structured data retrieval from popular websites.

playwriter

Connects to your running Chrome browser, enabling AI agents to automate it via Playwright API with existing logins and extensions.

laminar

Laminar is an open-source platform for tracing, evaluating, and labeling LLM and agent pipelines with a TypeScript/Python SDK and a self-hostable backend.

perplexity

Connector for the Perplexity API, to enable web search without leaving the MCP ecosystem.

blazickjp-arxiv-mcp-server

Search and analyze academic papers from the arXiv repository.

zcaceres-markdownify

Converts diverse file types and web content to Markdown format using specialized tools for PDFs, images, audio, web pages, and more.

memanto-mcp

MEMANTO is a memory agent. It remembers, recalls, and answers - so your agents can achieve long-term goals and avoid confusion.

radar

Radar is an open-source Kubernetes observability and diagnostics MCP server. It exposes cluster health, workload diagnosis, logs, events, topology, audit findings, and remediation actions to AI agents through the Model Context Protocol.

zinja-coder-jadx-ai-mcp

JADX-AI-MCP is a plugin and MCP Server for the JADX decompiler that integrates directly with Model Context Protocol (MCP) to provide live reverse engineering support with LLMs like Claude.