发现优秀的 MCP 服务器

koralpaper

A design studio where AI draws, charts and animates: agents create fully editable hand-drawn visuals, build charts from data, and their edits become stop-motion GIF and video animations. Free, offline, zero-dependency, MIT.

Graph-Tools

Provides tools for AI-powered graph analysis, including relationship extraction, adjacency matrix creation, and network centrality calculations. It enables users to perform complex structural analysis and generate interactive D3.js visualizations from structured data.

SciComp Docs Agent

MCP server for searching and querying Aalto SciComp documentation (Triton HPC guides). Provides tools for finding pages, reading docs, and searching content, usable by any MCP client without an LLM API key.

Giggal

Giggal.ai is an email verification tool that runs a deep mailbox existence check on every address and verifies catch-all/accept-all and even SEG protected emails. Your bounce rate stays under 5%, and the 30% of every B2B list that other tools flag as "Risky" becomes deliverable again.

DataSF MCP Server

Enables AI assistants to search, explore, and query San Francisco's open data portal through a standardized interface for public datasets. It supports SQL-like querying via the Socrata platform and includes features like fuzzy column matching and schema caching.

PearClaw

Provides real-time oversight for Claude Code by connecting it to an OpenClaw agent that reviews, approves, blocks, or modifies actions before they execute.

mcp-notion_connect

Enables AI agents to search, read, and query Notion workspaces, databases, and pages through an MCP gateway.

jira-mcp-scoped

MCP server enabling AI assistants to interact with Jira, scoped to a single project. Supports stdio and HTTP transports for issue management operations.

Bucketeer MCP Server

A Model Context Protocol server for managing Bucketeer feature flags, providing tools for listing, creating, retrieving, updating, and archiving feature flags.

Claude-Flow

Multi-agent AI orchestration platform for Claude Code that enables deploying and coordinating specialized agents in swarms with self-learning, fault-tolerant consensus, and enterprise security.

Medical Calculator MCP Server

Provides validated clinical scoring tools for AI agents via MCP, with evidence-based calculators and smart tool discovery.

GitAgentic MCP Server

Enables AI models like Claude or GPT to interact with a decentralized git network, supporting repository initialization, DID generation, agent spawning, and pull requests.

OpenInsider MCP

An MCP server that exposes 16 free investment-research signals (insider trades, SEC filings, short data, and live quotes) to any MCP-compatible LLM.

OZON MCP

MCP server for Ozon sellers with a built-in Chinese operations knowledge base and 466 API methods, enabling AI agents to discover, understand, and execute Ozon Seller and Performance API operations safely and efficiently.

Manent

MCP server that turns a git-versioned Markdown vault into a queryable memory for AI agents, providing tools like brain_search, brain_read, and brain_neighbors.

MCP Knowledge Base Server

Enables semantic search and document management with support for text, PDF, and image uploads using your own Supabase database and OpenAI API keys. Supports multi-tenant deployment on Cloudflare Workers or local hosting.

TickTick MCP Server

Enables AI assistants to manage TickTick tasks including listing, creating, updating, completing, and deleting tasks, as well as searching and filtering.

dryad-rag-mcp

Exposes a RAG document-search API as MCP tools (rag_health, rag_ingest, rag_query), enabling agents to index and search markdown documents with cited results through natural language.

Nibble

Enables AI agents to investigate production incidents by exposing service health, logs, and deployment data through MCP tools.

e-Fatura MCP Server

Integrates with the Turkish Revenue Administration (GİB) e-Arşiv Fatura system to manage e-invoices via natural language. Users can list, search, create, and cancel invoices, as well as validate Turkish tax numbers and retrieve UBL-TR format XML data.

Real-Time YouTube Script Generator MCP Server

Generates production-ready short video scripts from real-time web search data using Tavily and Gemini, exposed as MCP tools.

Apify Tripadvisor API MCP Server

Enables AI clients to search Tripadvisor hotels, restaurants, and attractions and fetch full review streams through the Apify MCP server. Integrates with Claude, ChatGPT, Cursor, and other tools via natural language.

gitlab-mcp

A Model Context Protocol server for self-hosted GitLab instances, enabling users to manage issues, merge requests, pipelines, and more via Claude Code.

Lipsky Memory MCP

多项目记忆 MCP - 用于管理项目记忆和上下文的模型上下文协议服务器

Predictive Maintenance MCP Server

Enables AI assistants to analyze vibration data, detect machinery faults, and generate professional diagnostic reports through natural conversation.

mpulse-mcp

MCP server wrapping the Akamai mPulse Query API v2 to fetch RUM aggregate data (summaries, histograms, per-minute time series) with loss-free numbers for downstream statistical analysis.

ImageGen MCP

Free, keyless image generation MCP server that lets AI agents create images from text prompts via Pollinations/Flux. Supports multiple aspect ratios and returns local image file paths.

falllink-mcp

MCP server for foldkit, exposing 7-prime spine, 7 κ-bands, and 6 fold operations as tools and resources for AI-native interactions.

sufetch

MCP server that enables AI assistants to explore and generate code for type-safe OpenAPI clients from various cloud APIs like DigitalOcean, Hetzner Cloud, and Ory.