发现优秀的 MCP 服务器

adaptive-memory-graph

Enables persistent, intelligent memory across sessions using a weighted, interconnected graph that evolves through conversation.

SurrealDB MCP Server

镜子 (jìng zi)

Pollinations Think MCP Server

Provides advanced AI reasoning and strategic thinking capabilities using Pollinations AI API with DeepSeek models, plus real-time web search through SearchGPT for comprehensive analysis and research.

mcp-arxiv

An MCP server that enables AI assistants to search arXiv papers, retrieve metadata, and access PDFs.

X (Twitter) MCP Server

可以与 X (前身为 Twitter) 互动，允许发布推文、搜索内容、管理帐户和组织列表。

openclaw-tools-mcp

Exposes OpenClaw tools (web search, page fetching, browser automation, PDF analysis, messaging, inter-agent communication, Canvas) as MCP tools for ACP agents.

appkit-bpmn-server

An MCP server that generates, edits, and manages BPMN 2.0 diagrams from natural language descriptions, with an interactive viewer and persistent storage.

serpent

A metasearch backend MCP server that aggregates results from multiple search engines and knowledge sources into structured JSON for AI agents. It provides unified search capabilities across web, academic, developer, and knowledge providers through MCP tools.

r2-uploader-mcp

Enables uploading PR screenshots to Cloudflare R2 via presigned URLs, allowing Claude to attach images to PR descriptions without binary data passing through MCP.

Codex Workflows MCP Server

Enables durable multi-agent workflow runs for Codex with a live terminal dashboard, restartable agents, and bug-finding templates, all controllable through natural language.

instagram-mcp

MCP server for organic Instagram analytics via the Meta Graph API, providing read-only tools for profiles, media, insights, audience, and optional publishing.

Meeting Transcript Analyzer

A multi-agent system that analyzes meeting transcripts to generate summaries, extract key points, and identify actionable tasks through an easy-to-use web interface.

itglue-mcp

A Model Context Protocol server that provides Claude with access to IT Glue documentation, passwords, configurations, and asset management.

ao-config-mcp

MCP server for Aptos ONE configuration management, enabling schema intelligence, change set management, distribution workflows, and cross-environment comparison.

mcp-airflow-simple

Enables DAG management, monitoring, debugging, and connection testing for Apache Airflow through the MCP protocol.

SmartMemory

An MCP server that gives LLMs structured, verifiable memory by storing facts in a knowledge graph and enabling logic-based reasoning through natural dialogue.

textual-criticism-mcp

Biblical text analysis with textual criticism support. An MCP server for morphological analysis, manuscript variants, and concordance searches across Hebrew and Greek biblical texts.

hmpo-mcp-server-practice

MCP server that exposes read-only tools to query a passport applications database, enabling an AI assistant to check application status without exposing personal applicant details.

Enterprise Procurement MCP Server

Enables AI-powered procurement policy compliance, document generation, supplier management, budget verification, and analytics through standardized MCP tools.

Observe Community MCP Server

Enables interaction with the Observe platform through OPAL query execution, worksheet data export, dataset management, and monitor operations. Provides AI-powered troubleshooting assistance through vector search across documentation and specialized runbooks.

skills-mcp-server

Serves SKILL.md-based skills as MCP resources and tools over streamable HTTP, enabling remote discovery and retrieval of skill files with full YAML frontmatter parsing.

census-mcp

Enables looking up U.S. Census data by ZIP code, including income, demographics, housing, and education statistics, using a locally stored dataset from the American Community Survey.

aliyun-k-search-mcp

提供基于阿里云函数计算的MCP远程网页搜索服务，支持Exa、Tavily、豆包和Bocha多个搜索引擎的自动回退。

impresso-mcp

Provides access to the impresso corpus of digitized historical newspapers, enabling article search with keyword-in-context snippets, filtering, facets, and source metadata retrieval.

mcp-jira

Enables interacting with Jira for issue search, retrieval, project listing, and project details through natural language queries via the MCP protocol.

turtlestack-lite

Multi-broker trading MCP server for Claude AI, unifying Kite, Groww, and Dhan with 40+ technical indicators, real-time trading, portfolio management, and Cloudflare Workers support.

Weather MCP Server

Enables retrieving US weather alerts and forecasts from the National Weather Service API via natural language.

productboard-mcp

Enables AI assistants to interact with your Productboard workspace, allowing features, products, notes, objectives, key results, and releases management.

eurostat-mcp-server

Search and query the Eurostat catalogue — EU economy, demography, trade, health, and NUTS regional data via MCP with 5 tools and 1 resource.

MSSQL MCP Server

Enables read-only exploration and querying of Microsoft SQL Server databases through a standardized interface.