发现优秀的 MCP 服务器

recollect

Local, cross-agent memory for AI coding agents using a single SQLite file, enabling persistent sessions and durable facts shared across multiple MCP-compatible tools.

Notion MCP Server SSE

Enables interaction with Notion workspaces through the Notion API using Server-Sent Events (SSE) transport. Allows reading, searching, commenting on pages, and managing Notion content through natural language.

canforge-mcp

Local, read-only MCP server for inspecting DBC files and decoding CAN capture logs, with bounded and composable tools.

msc-mcp

Enables retrieval of notifications from the Vietnamese Public Procurement System (muasamcong.mpi.gov.vn) with tools to list categories, fetch paginated/searchable notifications, and get details.

google-workspace-mcp-advanced

Production-ready MCP server for Google Workspace providing broad coverage across Gmail, Drive, Calendar, Docs, Sheets, and more, with safe-by-default write operations and markdown-to-Google-Docs support.

AgentMark MCP Server

MCP server for AgentMark. Exposes the full AgentMark API to AI editors: list traces and spans, manage datasets, write scores, run experiments, manage apps, deployments, environments, and annotation queues.

bodybridge

Connects embodied devices (like StackChan, Raspberry Pi, ESP32) to AI via MCP protocol, enabling motion control with zero API cost, no PC required, and fully self-hosted.

sci-calc-mcp

sci_calc_mcp is a lightweight, high-performance Model Context Protocol (MCP) server that exposes scientific calculator operations as atomic tools.

ExergyNet

ExergyNet thermodynamic compute settlement for autonomous agents.

SonarQube MCP

A lightweight MCP for SonarQube reports

metube-mcp

An MCP server that enables users to control a MeTube instance for managing yt-dlp video and audio downloads through AI assistants. It supports operations like queuing URLs, listing active downloads, and managing authentication cookies.

Agentic RAG Assistant

Enables querying internal documents via a FastAPI REST API and MCP server, using retrieval-augmented generation and an agentic loop that can invoke tools like document search and calculations.

stripe-reporting-mcp

Read-only Stripe finance, ops, and risk reporting exposed via MCP, HTTP API, and CLI. Enables querying balances, payments, customers, payouts, reconciliation, and risk alerts without mutating Stripe state.

sqlite-memory-mcp

Governed cross-agent memory for coding agents with hybrid retrieval, provenance tracking, and cross-machine sync.

riskprism

MCP server for decomposing US equity portfolio risk into factor exposures, with tools for portfolio risk, factor exposures, stress tests, and coverage checks using Barra-style fundamental factor models.

Keycloak MCP Server

Exposes Keycloak admin operations as tools via the Model Context Protocol, allowing management of users, clients, groups, roles, and more through natural language.

Books API MCP Server

MCP server that exposes book management tools for AI assistants, enabling CRUD operations on book collections through a .NET Books API backend.

docker-helper-ai-mcp

Docker Helper MCP server that provides tools for automating Docker tasks such as generating Dockerfiles, parsing docker-compose files, and optimizing images.

google-task-ifttt-webhook-mcp

MCP server running on Cloudflare Workers that exposes a create_google_task tool to send tasks to Google Tasks via IFTTT Maker webhook.

Figma MCP Server

镜子 (jìng zi)

LGTM MCP Server

Provides read-only access to Loki, Prometheus, and Tempo APIs, enabling natural language queries for logs, metrics, and traces. Supports multiple instances and authentication via bearer tokens.

db-mcp-server

Enables AI assistants to run SQL queries on PostgreSQL databases through a credential-isolated proxy, with read-only queries by default and write operations requiring explicit confirmation.

fatsecret-mcp

MCP server for FatSecret that enables searching foods/recipes and managing personal food diary, weight, and exercise logs via natural language.

mcp-vision

通过火山引擎方舟视觉模型为无视觉能力的主模型提供识图能力的MCP服务器，支持图片描述和文字提取。

BusTime MCP

Wraps the CTA Bus Tracker API to provide live access to bus routes, stops, predictions, vehicle locations, patterns, and detours via MCP clients.

0xarchive-mcp

MCP server for querying historical and real-time crypto market data across Hyperliquid, Hyperliquid HIP-3, and Lighter.xyz - orderbooks, trades, candles, funding, open interest, liquidations, and data quality metrics.

gsap-mcp

A local/global MCP server that enables AI agents to generate GSAP v3 animation code, search documentation, validate CSS selectors, and provide best practice guidance.

mcp_server_document_manager

An MCP server that manages documents, enabling retrieval and command-based operations within AI chat interfaces using the Anthropic API.

memoir-mcp

Structured session journals for AI agents. Persistent memory across sessions -- no more repeating dead ends.

mem9

Mem9 is an open-source, project-scoped memory service for Codex, Claude, and other MCP-compatible coding agents. It keeps durable project knowledge and CLI session metadata available across tools and conversations.