Discover Awesome MCP Servers

MCP Google Maps - stdio Edition

Enables Claude Desktop to access Google Maps services including geocoding, place search, directions, distance calculations, and elevation data through stdio communication. Provides comprehensive location-based functionality with direct Google Maps API integration.

samtools_mcp

一个用于 SAMtools 的模型控制协议实现，为处理 SAM/BAM/CRAM 文件提供了一个标准化的接口。

Shield MCP

用于 MCP 服务器在开发阶段的日志记录、深度调试和清理的防护盾。

razz-mcp

Play provably fair games with real SOL wagering for any AI agent

LangChain & LlamaIndex Coding Assistant

Fetches real-time official documentation for LangChain, LlamaIndex, and OpenAI to provide Claude with up-to-date API references and guides for accurate code generation.

MetaTrader 5 MCP Server & Distrobox Automation

用于 EA 优化的 MCP 服务器，以控制 Metatrader5

AI Network MCP Server

Enables AI agents to interact with the AI Network blockchain by managing accounts, submitting transactions, and reading database values. It supports registering Hyper Agents and accessing a Layer 2 DAG-based shared agent memory system based on staking status.

MCP Atlassian Server

A Model Context Protocol server that connects AI assistants like Cline to Atlassian Jira and Confluence, enabling them to query data and perform actions through a standardized interface.

MCP OpenAI Image Generation Server

Enables AI assistants to generate and edit images through OpenAI's DALL-E models via MCP tools. Supports text-to-image generation and image-to-image editing with configurable parameters for size, quality, and style.

opensanctions-mcp

MCP server for sanctions screening and PEP checks via OpenSanctions API. Search entities, match against 320+ sanctions lists, and run compound compliance investigations with AI agents.

RobotMem

Enables robots to store, retrieve, and consolidate episodic experiences including physical parameters, trajectories, and outcomes. It supports hybrid vector search with structured filtering and spatial sorting to help robotic agents learn from past successes and failures.

Voice Generation MCP Server

Enables text-to-speech conversion using Minimax AI's voice synthesis API with automatic upload to Amazon S3. Supports customizable voice settings including model selection, voice ID, and speech speed control.

Crawl4AI+SearXNG MCP Server

Enables AI agents to search the web, crawl websites, and perform intelligent RAG queries with semantic search capabilities. Includes integrated private search engine, vector database storage, and optional knowledge graph for AI hallucination detection in code repositories.

Super Singularity MCP Server

Integrates Claude Desktop with Super Singularity's course creation API, enabling creation and management of courses with multiple card types (content, quiz, poll, form, video, audio, link), ElevenLabs text-to-speech generation, and Azure Blob Storage for audio hosting.

Multi-Search MCP Server

Provides unified web search across multiple providers (Google, Tavily, DuckDuckGo, Brave) with automatic fallback, maximizing free API quota usage for AI workflows.

KentraBOT MCP Server

Enables LLMs to control a two-track robot through movement commands, providing independent track control, high-level directional driving (forward, backward, left, right), and emergency stop functionality.

mcp-compress

Data compression MCP server with auto-algorithm selection (gzip, brotli, deflate). 7 tools for compress, decompress, analyze, store, retrieve, list, and stats. Achieves 60x compression on docs, 30x on SQL. Lossless round-trip verified. Zero dependencies.

DigitalOcean MCP Server

A server that exposes DigitalOcean App Platform functionality through standardized tools, enabling AI assistants to directly manage your DigitalOcean apps without writing code or memorizing API endpoints.

Unofficial PubChem MCP Server

A comprehensive Model Context Protocol server providing access to over 110 million chemical compounds with extensive molecular properties, bioassay data, and chemical informatics tools from the PubChem database.

AWS Common MCP Servers with CDK Deployment

使用 AWS CDK 为常见 AWS 服务（Location、S3、Aurora PG Data API）部署可部署的 MCP 服务器。

Jenkins MCP Server

Enables comprehensive Jenkins automation through MCP interface, allowing users to manage builds, jobs, artifacts, and queues with natural language commands. Supports build triggering, monitoring, artifact retrieval, and system status checks with automatic CSRF protection and authentication.

MCP Issue

Enables automatic GitHub issue creation from Git diffs. Generates structured issue templates with summaries, technical notes, and appropriate labels based on code changes.

Gemini MCP Server

Integrates Google's Gemini AI with Claude Code to provide advanced development assistance including code analysis, implementation planning, technical explanations, debugging support, and strategic development guidance.

tl-draw-mcp

Enables Claude to draw on a live tldraw canvas from prompts, with real-time visualization in a browser. Provides tools for creating, updating, deleting shapes and retrieving canvas state.

Unity MCP with Ollama Integration

一个服务器，通过 Ollama 将 Unity 与本地大型语言模型连接起来，使开发者能够自动化工作流程、操作资源，并以编程方式控制 Unity 编辑器，而无需依赖基于云的 LLM。

Mantis MCP Server

镜子 (jìng zi)

Apifox MCP Server

Enables AI assistants to fetch and understand API endpoint definitions from Apifox projects in real-time. Supports retrieving complete API specifications including request methods, parameters, headers, and response schemas to improve development efficiency and code generation quality.

VaultMesh Architect MCP Server

Enables governance and orchestration of VaultMesh deployments through subsystem spawning, multi-chain anchoring, threat mitigation, constitutional amendments, and LAWCHAIN governance tracking. Provides auditable tools for managing decentralized infrastructure with cryptographic proofs and alchemical phase orchestration.