MCP (Model Context Protocol) servers let AI agents reach beyond the codebase. They connect your agent to external APIs, databases, search engines, and services through a standardized protocol — so the agent can actually take action, not just write code.
1041 servers
Generate styled video compositions from your local video footage library using natural language. ShotAI handles shot-level indexing and semantic search; this tool handles the planning, music, and rendering. This repo ships a ready-to-install Claude Agent Skill in the skill/ directory. Install in Claude Code: Or point Claude Code settings to the local skill/ folder. Once installed, just describe wh
light weight MCP for code that just works A super light-weight, effective embedded MCP (AST-based) that understand and searches your codebase that just works! Using CocoIndex - an Rust-based ultra performant data transformation engine. No blackbox. Works for Claude, Codex, Cursor - any coding agent. - Instant token saving by 70%. - 1 min setup - Just claude/codex mcp add works! Please help star
Read-only MCP server for AI agents to query the Arcology One engineering knowledge base. Add to ~/.claude/claudedesktopconfig.json: Then point DNS: mcp.lifewithai.ai → Fly.io app.
title: System for Cross-domain Identity Management (SCIM) MCP Server colorFrom: pink colorTo: blue sdk: docker appport: 7860 pinned: false shortdescription: SCIM 2.0 relay for AI agents to manage identities - building-mcp-track-enterprise scim-mcp is a SCIM (System for Cross-domain Identity Management) relay for AI agents. This MCP server enables LLMs to manage enterprise user identities and group
Arquitecto de Soluciones Principal y Consultor Tecnológico de Andru.ia. Diagnostica y traza la hoja de ruta óptima para proyectos de IA en español.
An MCP server that exposes Wireshark/tshark capabilities to AI tools and IDEs. Capture live traffic, analyze .pcap files, apply display filters, follow TCP/UDP streams, and export to JSON — all via Claude Desktop, VS Code Copilot, or any MCP-compatible client. - Python 3.10+ - Wireshark/tshark installed and on PATH Linux: add your user to the wireshark group for non-root capture: Or with uv: ~/Lib
Persistent project intelligence that converts conversation into structured decisions, constraints, and artifacts. A builder talks. The product thinks. The system evolves. Every conversational turn flows through a pipeline: 1. Classify — Is this a decision, constraint, rejection, exploration, goal, correction, or noise? 2. Extract — Pull structured data: statement, rationale, category, certainty, a
Watch AG-UI + LangChain demo - SSE - Server-Sent Events for connection state and observability updates - Flexible Storage - Redis, SQLite, File System, or In-Memory backends - Serverless - Works in serverless environments (Vercel, AWS Lambda, etc.) - React Hook - useMcp hook for easy React integration - Vue Composable - useMcp composable for Vue applications - MCP Protocol - Support for tools, pro
A TypeScript Model Context Protocol (MCP) server that exposes Google Maps Platform APIs as tools for LLMs. Gives AI assistants real, structured map data — directions, transit routes, place search, address validation, photos, elevation, and more — instead of guessing from training data. Works with Claude Desktop and any other MCP-compatible client. 15 tools across three categories: Transport: HTTP
See what your agent did. Verify nobody tampered with the record. Stop broken retries. A drop-in governance proxy for any MCP tool server. One command to add tamper-evident receipts, failure memory, and authority tracking. No config. No server. Watch governance happen: receipts, failure memory, automatic blocking, hash chain verification — all in 5 seconds. Your agent doesn't know the proxy exists.
WP Astro MCP is a Model Context Protocol server that turns WordPress sites into production-ready Astro projects. It connects to your WordPress REST API, extracts everything (posts, pages, CPTs, SEO, ACF, menus, media), converts HTML to clean Markdown, scaffolds a complete Astro project, and pushes to GitHub — all through conversational commands in Claude Code. Migrating WordPress to Astro involves
Scaffolds a new WebMCP tool component using useMcpTool with Zod schema, handler, annotations, and wires it into the WebMCPProvider tree. Use when the user wants to expose functionality as an MCP tool, make something callable by AI, add a new tool, or create an AI-accessible action.
13 production-ready tools for AI agents — one API key, zero complexity. Docs · Playground · OpenAPI Spec · npm Building AI agents that interact with the real world? You'd normally need: No credit card. No setup. 13 endpoints ready to use. Use Agent Toolbox as an MCP server in Claude Desktop, Cursor, or Windsurf: Add to Claude Desktop config: See MCP Quickstart Guide for full setup instructions. Al
MCP skill for airtable. Provides 8 tools: ping, list_bases, search_bases, list_tables_for_base, get_table_schema, list_records_for_table, create_records_for_table, update_records_for_table
Model Context Protocol server for OriginSelect — search ethical, origin-verified products and brands via AI agents. Works with Claude Desktop, Cursor, Windsurf, and any MCP-compatible client. No install needed — just add to your Claude Desktop config: Then add to Claude Desktop config: Add to your MCP settings: Once connected, ask your AI assistant: - "Find organic baby products from Canada under
Fast, accurate codebase intelligence for AI coding agents. ctx++ is an MCP (Model Context Protocol) server that gives AI agents precise, structured understanding of large codebases. It extracts symbols using native tree-sitter parsing, indexes them in SQLite with both full-text and vector search, and traces call graphs to automatically map how features are assembled across files -- no hand-maintai
AiyoPerps is a perpetual futures desktop terminal that supports both CEX (centralized) and DEX (decentralized) trading. It provides a full desktop UI, an MCP server for AI agents, and a local REST API. With AiyoPerps, you can trade crypto perpetual futures manually, with AI collaboration, or fully driven by AI. If you think this project is cool, feel free to buy us a coffee! When you sponsor us, y
Self-hosted meeting intelligence platform bots • real-time transcription • storage • API • user interface Google Meet • Microsoft Teams • What’s new • Quickstart • Vexa is an open-source, self-hostable API for real-time meeting transcription. It automatically joins
A feedback loop for people building AI skills and MCP servers. You're building a skill, an MCP server, or a custom prompt strategy that's supposed to make an AI coding assistant better at a specific job. But how do you know it actually works? How do you know your latest commit made things better and not worse? Pitlane gives you the answer. Define the tasks your skill should help with, set up a bas
Instead of manually writing a system prompt, this tool mines your actual conversation history — your word patterns, recurring topics, and habits of thought — and distils them into a ~3k character profile that meaningfully changes how an AI responds to you. The pipeline runs entirely locally. It never sends your conversation data anywhere. 1. Stream conversations-.json using ijson — never loads the
An MCP (Model Context Protocol) server that connects AI agents like Cursor and Claude Code to your ElmapiCMS instance. Manage collections, fields, content entries, and assets programmatically through natural language. Or install locally: The server requires three environment variables: Add this to your Cursor MCP settings (~/.cursor/mcp.json): Add the MCP server using the Claude Code CLI: If your
A personal filesystem that works as your life operating system — designed to be read, queried, and operated on by an AI agent. Life OS is a structured set of markdown files that give an AI agent (Goose, Claude, or any LLM with filesystem access via MCP) persistent context about your life — who you are, what you're working on, what you're learning, and what's happened. The AI reads these files at t
A Model Context Protocol (MCP) server for the Discord API (JDA), allowing seamless integration of Discord Bot with MCP-compatible applications like Claude Desktop. Enable your AI assistants to seamlessly interact with Discord. Manage channels, send messages, and retrieve server information effortlessly. Enhance your Discord experience with powerful automation capabilities. Manual Installation M
한국어 | English 1969년 Ken Thompson이 Unix를 만들 때, 그는 출력 대상이 사람이라고 가정했다. 정확히 말하면 터미널 앞에 앉아 있는, 눈이 달린 생물. 반세기가 지났다. 이제 터미널을 읽는 것은 사람만이 아니다. AI 에이전트는 ls -la를 실행하고, 그 출력을 받는다. 그리고 거기서 진짜 작업이 시작된다. 공백을 기준으로 분리하고, 첫 번째 열이 권한이고, 세 번째가 소유자이고, 파일명이 어디서 시작하는지를 토큰을 태워가며 추론한다. 인간의 눈이 0.1초에 처리하는 것을. 이것은 번역이 아니다. 암호화된 적도 없는 메시지를 해독하는 일이다. 세 번의 번역이 일어난다. 첫 번째: 커널이 파일시스템 메타데이터를 stat 구조체로 관리한다. inode, mode, uid, gid,