开发 MCP 服务器

Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.

Connect and unify data across various platforms and databases with [MindsDB as a single MCP server](https://docs.mindsdb.com/mcp/overview).

A powerful toolkit for coding, providing semantic retrieval and editing capabilities.

Pack local or remote codebases into AI-friendly files that LLMs and coding agents can read or search

AI-powered task management system for AI-driven development. Features PRD parsing, task expansion, multi-provider support (Claude, OpenAI,…

Run Python code in a secure sandbox via MCP tool calls

Give your coding agent access to your Figma data. Implement designs in any framework in one-shot.

Connect with 2,500 APIs with 8,000+ prebuilt tools, and manage servers for your users, in your own app.

MCP server for terminal commands, file operations, and process management

[gitmcp.io](https://gitmcp.io/) is a generic remote MCP server to connect to ANY [GitHub](https://www.github.com) repository or project…

Codebase intelligence for AI coding agents — graph, git history, docs, decisions, code health.

MCP server for iOS and Android Mobile Development, Automation and Testing

Copy/paste (duplicate code) detection for codebases. The jscpd detector's built-in MCP server lets agents check snippets and files for…

Pins an acceptance spec; the verify command and expected output never enter the success contract.

Create crafted UI components inspired by the best 21st.dev design engineers.

MCP server for mobile app automation: verify, control, and debug iOS, Android, TV, and desktop apps

An MCP server that indexes local code into a graph database to provide context to AI assistants with a graphical code visualizations for…

An Excel manipulation server providing workbook creation, data operations, formatting, and advanced features (charts, pivot tables,…

Containerized environments for coding agents. Multiple agents can work independently, isolated in fresh containers and git branches. No…

Kubernetes MCP server for diagnosis, resource management, GitOps, and RBAC-enforced operations.

Entity-level code intelligence: semantic diff, impact analysis, blame, and context for AI agents

MCP server for enterprise local codebase indexing, semantic search, and code dependency graphs.

MCP server that gives AI assistants seamless access to shadcn/ui v4 components, blocks, demos, and metadata.

Drive iOS Simulators, Android emulators, TVs and Electron/web apps from your coding agent

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

A Model Context Protocol (MCP) server for interacting with iOS simulators. This server allows you to interact with iOS simulators by…

A programming-focused task management system that boosts coding agents like Cursor AI with advanced task memory, self-reflection, and…

Query more than 40 apps with one binary using SQL. It can also connect to your PostgreSQL, MySQL, or SQLite compatible database.…

A JavaScript-driven M5Stack-embedded super-kawaii robot with MCP server functionality for AI-controlled interactions and emotions.

Desktop GUI automation using accessibility APIs. Control Windows, macOS, and Linux applications without vision models or screenshots.…

Coding agent with basic read, write and command line tools.

MCP Language Server helps MCP enabled clients navigate codebases more easily by giving them access to semantic tools like get definition,…

Connect AI coding agents to MATLAB. Run code, tests, and analysis via MCP.

Connect AI models like Claude & ChatGPT with ROS robots using MCP

Solana MCP developer toolkit: wallets, trades, markets, PnL, transfers, onchain, swaps & API tools.

BetterDB MCP server - Valkey observability for Claude Code and other MCP clients

A framework for creating multi-agent systems using MCP for coordinated AI collaboration, featuring task management, shared context, and…

Self-hosted MCP Server registry for enterprise AI Agents

The open-source governance layer for AI agents. Byte-identical run receipts, 40+ adapters, air-gap.

Token-efficient search for coding agents over public and private documentation.

Structural codebase MCP server with persistent memory: navigate by symbol, recall across sessions.

Connect to JetBrains IDE

Plugin-based MCP server + Chrome extension that gives AI agents access to web applications through the user's authenticated browser…

AI code research platform. Search, analyze, and extract insights from any GitHub repository.

Connect any HTTP/REST API server using an Open API spec (v3)

MCP server providing accurate information about NixOS packages, system options, Home Manager configurations, and nix-darwin macOS settings…

A MCP Server that enhance your IDE with AI-powered assistance for Intlayer i18n / CMS tool: smart CLI access, access to the docs.

An MCP server to flexibly fetch JSON, text, and HTML data

Next.js development tools MCP server with stdio transport

Excel automation for AI - Sheets, Power Query, DAX, VBA, Tables, Ranges and more. Windows only.

Policy-gated, audited SSH for Linux and Windows hosts: roles, approvals, and an audit log.

Integrate with Docker to manage containers, images, volumes, and networks.

Real production websites for coding agents: palettes, fonts, fold autopsies and reference JSX.

Give AI agents public HTTPS/TCP/UDP URLs for any localhost service. Open source, self-hostable.

Code intelligence for 15+ languages: semantic graph queries instead of file reads. 37 MCP tools.

Pre-injection context compression for coding agents. Zero LLM calls, zero telemetry, offline-safe.

Seamlessly Integrate Any API with AI Agents (with OpenAPI Schema)

Full Figma control: create shapes, text, components, set styles, auto-layout, variables, export. 80+ tools.

Visual DOM element selector for agentic coding tools. Chrome extension + MCP server bridge for Claude Code, Cursor, Windsurf etc.…

MCP server for seamless document format conversion using Pandoc, supporting Markdown, HTML, PDF, DOCX (.docx), csv and more.