发现优秀的 MCP 服务器

RunContext

Enables AI agents to understand and query your database safely by providing a semantic layer of metadata, with tools to search, explain, validate, and generate safe SQL.

Multi-CLI MCP

An MCP server that bridges multiple AI clients (Claude, Gemini, Codex, OpenCode) so they can call each other as tools.

shopify-mcp

Enables management of Shopify store via GraphQL, including products, orders, inventory, and discounts with security features like preview mode and write protection.

gumroad-mcp

A read-only MCP server for Gumroad stores that exposes tools to list products, paginate sales, and summarize revenue, with privacy-preserving buyer domain details and net-of-refund calculations.

blobfish-mcp

Enables Claude to discover and call any REST API from an OpenAPI/Swagger spec or Postman collection at runtime, with authentication, workflows, and prebuilt registry support.

ws-mcp

A self-hosted MCP server that fetches live documentation and performs code audits using real-time authoritative references to prevent AI hallucinations. It provides tools for searching documentation across 330+ libraries and scanning local source code for security, performance, and accessibility issues.

Obsidian AI Brain

A local-first RAG, MCP, REST, and CLI bridge for Obsidian vaults that enables AI agents to retrieve cited knowledge from notes without uploading the vault.

@contextable/mcp

A persistent AI memory server that enables storage and retrieval of context and project artifacts across conversations. It features full-text search, version history, and automatic content chunking using local SQLite or hosted cloud storage.

github-repository-analyzer

Enables natural-language analysis of GitHub repositories by exposing repository metadata, source code retrieval, search, and file reading as MCP tools, with answers grounded in the actual repository content.

Craft MCP Server

A lightweight MCP server providing read access to craft.io workspaces and items like products and features. It enables users to query workspace details and retrieve specific items through the Model Context Protocol.

Weather MCP Server

Enables weather queries using Baidu Maps API, providing real-time weather conditions, 5-day forecasts, hourly predictions, lifestyle indices, and weather alerts. Supports queries by administrative district codes or coordinates with multiple coordinate systems.

Conekta MCP Server

Enables interaction with the Conekta payment API to manage orders, customers, subscriptions, and financial transactions. It provides a comprehensive suite of tools for core payment operations like processing refunds, creating checkouts, and monitoring account balances.

PubMed MCP Server

Enables searching and retrieving detailed information from PubMed articles using the NCBI Entrez API. Supports configurable search parameters including title/abstract filtering and keyword expansion to find relevant scientific publications.

Local File Organizer

A file organization MCP server that safely categorizes and manages files in allowed directories by type, with search and analysis capabilities.

infra-advisor-mcp

Estimates GPU requirements, training/inference costs, and cloud-vs-on-prem TCO for AI workloads using deterministic calculators.

Synapse

Synapse indexes C# codebases into a FalkorDB-backed graph to provide deep structural insights including inheritance, interface implementations, and call chains. It enables AI assistants to query code architecture and navigate symbol relationships using an LSP-powered MCP server.

Latvian Data Protection MCP

Enables querying Latvian data protection regulations, decisions, and guidelines from the DVI directly from MCP-compatible clients.

Test

测试 (cè shì)

Calibre MCP Server

Enables searching and reading books from your Calibre ebook library through MCP. Supports title, author, and full-text search across multiple formats with lightweight Windows-optimized implementation.

Harbor MCP Server

Enables AI models to interact with Harbor container registries to manage projects, repositories, and system configurations in real time. It provides a suite of tools for monitoring health, retrieving statistics, and performing searches across registry data.

grounded-support-agent

An MCP server that acts as a governed customer-support tool, resolving questions only when the knowledge base supports a cited, grounded answer and honestly escalating everything else with provenance and evidence.

Vision OCR MCP

Local OCR (RapidOCR) plus optional Qwen-VL for image summarization, supporting both file paths and clipboard images.

Protein Design MCP Server

Enables LLM agents to design proteins, predict structures, score interfaces, and run molecular dynamics simulations through a unified interface.

Garmin MCP Server

Connects to Garmin Connect and exposes fitness and health data via 110+ tools for activities, health metrics, workouts, training analytics, and more to MCP-compatible clients.

JustFill PDF Forms

Fill any PDF form with AI agents — ML field detection on scans, visual review loop, reusable templates, and native AcroForm fill via justfill.app.

paraswap-mcp

MCP server that builds unsigned Paraswap token swap transactions for self-custody wallets, holding no keys and signing nothing. It returns raw transaction data for a human to review and approve before execution.

LLMarr

An MCP server that replicates Sonarr/Radarr/Lidarr functionality driven by an LLM, enabling automated torrent management for TV shows and movies.

Dev Context Memory MCP

A local-first MCP server that gives AI coding assistants persistent, structured, human-readable memory for a software project by storing project knowledge as Markdown files in the project's .dev-context-memory/ folder.

memo

MCP server for local, offline-capable library documentation. It resolves library IDs and retrieves up-to-date docs via hybrid search from a persistent SQLite cache.