开发 MCP 服务器

Coding agent with basic list, read, replace_in_file, write, execute_command and web search tools. Supports multiple projects concurrently.

Command line interface with secure execution and customizable security policies

MCP server that connects to [Apache Airflow](https://airflow.apache.org/) using official client.

Bridge to multiple LLMs and CLI agents: councils, debates, voting, and more

MCP server to access and manage LLM application prompts created with…

Extracts essential code structure from large codebases into AI-digestible format, helping AI agents write code that correctly uses…

Official MCP server to interact with Docker Hub, providing access to repositories, hub search and Docker Hardened Images

Self-hosted AI gateway that governs MCP servers, LLM traffic, and A2A agents behind one endpoint

Atlassian Bitbucket Cloud integration. Enables AI systems to interact with repositories, pull requests, workspaces, and code in real time.

Interact with [Postman API](https://www.postman.com/postman/postman-public-workspace/)

Workflow for fixing build issues in ESP32 series chips using ESP-IDF.

A Node.js MCP server that spins up isolated Docker-based sandboxes for executing JavaScript snippets with on-the-fly npm dependency…

This MCP server provides a tool to download entire websites using wget. It preserves the website structure and converts links to work…

MCP server enabling automated access to **LeetCode**'s programming problems, solutions, submissions and public data with optional…

Multi-protocol API mock server: HTTP, GraphQL, gRPC, WebSocket, MQTT, SSE, SOAP.

Aggregates and proxies other MCP servers, letting LLMs discover, add, and manage tools at runtime.

Ranked local code-graph context for AI coding agents. Intercepts reads + greps. Apache-2.0.

AI council server: query CLI agents (Claude Code, Codex, Gemini, and OpenCode) in parallel with deliberation rounds

Making enterprise AI infrastructure universally accessible. Edge-first platform unifying 12 providers and 100+ models with multi-agent…

MCP security scanner. CI-native testing, attack simulation, health scoring, and SARIF.

Code intelligence MCP server: call graphs, type inference, and symbol search for Python/Go.

Pare Search ג€” Structured code search operations (ripgrep + fd) as typed JSON.

Read and write one codebase ontology kept as Markdown in the repository.

Apple Human Interface Guidelines search, lookup, and project audits for AI coding agents.

Orchestrates language servers into 65 code-intelligence tools across 31 languages, token-optimized.

Regression testing for AI agents. Golden baselines, CI/CD, LangGraph, CrewAI, OpenAI, Claude.

A comprehensive proxy server that combines multiple MCP servers into a single interface with extensive visibility features. It provides…

Full-text search, browse, and resume across your coding agent sessions (Claude Code, Codex, Amp)

Augments MCP Server - A comprehensive framework documentation provider for Claude Code

Meta-MCP server that unifies multiple AI coding assistants (Codex, Claude Code, Cursor, Gemini) through intelligent auto-discovery and…

Durable MCP control plane for long-running Codex Desktop tasks.

MCP for semantic code search & navigation that reduces token waste

7 SQL tools (validate, format, parse, lint, security scan, metadata extraction, full analysis) over Streamable HTTP. Public remote server…

A MCP server for LLDB enabling AI binary and core file analysis, debugging, disassembling.

OpenAI GPT image generation/editing MCP server.

Shared memory + orchestration for your coding agents. Local-first MCP, vector RAG.

Code intelligence MCP server — 80+ tools for navigation, impact analysis, and architecture

A JetBrains IDE plugin that exposes an MCP server, giving AI coding assistants full programmatic control over the debugger.

Give hands to AI. MCP server to run shell commands securely, auditably, and on demand on isolated environments like docker.

A MCP server for interacting with [Go's Language Server Protocol (gopls)](https://github.com/golang/tools/tree/master/gopls) and benefit…

N-to-1 MCP Orchestration. Unified gateway for multiple MCP servers with intelligent tool discovery.

Semantic code graph: 42 tools, 38 languages. Callers, impact, AI context, memory, PR review.

Enable AI Agents to fix build failures from CircleCI.

A comprehensive MCP server for serial port communication

PHP static analysis MCP server for architecture and maintainability. 11 tools exposing 60+ code quality metrics, problem detection,…

Web accessibility testing MCP server that analyzes URLs and HTML for WCAG 2.0/2.1/2.2 compliance using axe-core. Tools for color contrast,…

Visualizes code, architecture and other concepts as mermaid diagrams in a locally hosted web app. Just ask your agent to "show me this in…

Semantic code search and analysis from CodeAlive for AI assistants and agents.

A DynamoDB emulator with an MCP server exposing 35 DynamoDB tools to coding agents.

MCP server that lets LLMs know everything about your OpenAPI specifications to discover, explain and generate code/mock data

An implementation project of a JVM-based MCP (Model Context Protocol) server.

View ROS 2 nodes and topics, and call services and actions via MCP

The Unitree Go2 MCP Server is a server built on the MCP that enables users to control the Unitree Go2 robot using natural language…

A single-binary MCP server that converts source code into AST, regardless of language.

Cisco pyATS server enabling structured, model-driven interaction with network devices.

Subscription-aware LLM router for Claude Code. Routes tasks to 20+ providers (OpenAI, Gemini, Groq, Ollama, Codex) based on complexity…

A Model Context Protocol (MCP) server that queries multiple Ollama models and combines their responses, providing diverse AI perspectives…

A zero-configuration Go library to automatically expose existing Gin web framework APIs as MCP tools.

Build iOS Xcode workspace/project and feed back errors to llm.

Source-linked CodeGraph exploration, ranked search, and static navigation for coding agents.