发现优秀的 MCP 服务器

keyphrases-mcp

Enables AI-driven workflows to extract keyphrases more accurately and with higher relevance using the BERT machine learning model. It works directly with your local files in the allowed directories saving the context tokens for your agentic LLM.

mermaid-mcp

An MCP server that renders Mermaid diagram syntax to PNG, SVG, PDF, or draw.io format, enabling LLMs to convert diagram descriptions into actual images.

Shogi MCP Server

Enables AI agents to analyze shogi (Japanese chess) positions and moves by integrating with USI protocol engines. Provides position analysis, move evaluation, and game state assessment through HTTP API bridge and MCP tools.

prism-mcp

Enables AI harnesses to run reasoning preflight and contradiction measurement, exposing tools for perspective selection, claim-pair contradiction scoring, and synthesis contract generation to improve final answers.

node-red-contrib-mcp-server

Exposes Node-RED flows as MCP tools for AI assistants, with OAuth protection and optional admin tools for flow management.

MCP

一个使用 Claude 和 DuckDuckGo 的 Minecraft 服务器。 (Yī gè shǐyòng Claude hé DuckDuckGo de Minecraft fúwùqì.)

Enterprise AI Toolkit MCP

An enterprise MCP server that exposes 16 standardized tools for document intelligence, RAG, knowledge graph, SQL analysis, LLM evaluation, cost estimation, and AI architecture design, enabling AI agents to securely access and compose enterprise AI capabilities.

SUI MCP Server

A TypeScript MCP server for interacting with the SUI blockchain, enabling operations like balance checks, object management, smart contract calls, and package publishing via CLI.

voice-bridge

Multi-engine text-to-speech for AI coding assistants. Speaks responses aloud from Claude Code, Cursor, or VS Code via a Claude Code plugin, MCP server, or CLI pipe.

Audrey

Local-first memory firewall and MCP server for AI agents. Audrey provides recall, memory capsules, preflight checks, reflexes, validation, tool-trace learning, contradiction handling, and SQLite/sqlite-vec storage.

PGSandbox MCP

PGSandbox MCP is a local Rust MCP server for disposable Postgres databases. It creates tracked database/role pairs, returns scoped sandbox credentials, supports bounded SQL and schema tools, and cleans up expired sandboxes with TTLs.

LibreLink MCP Server

Enables Claude Desktop to securely access FreeStyle LibreLink continuous glucose monitoring data, providing real-time readings, historical analysis, and health insights through natural language queries.

Weather MCP Server

Provides real-time weather data, forecasts, alerts, and location comparisons via the OpenWeatherMap API.

claude-recall

A persistent memory server for Claude Code that captures session context and tool outputs to inject relevant history into future sessions. It enables long-term recall through semantic search and automatic context management, allowing for more consistent and context-aware coding interactions.

screenmocks-mcp

stdio bridge to the hosted ScreenMocks MCP server: design and export localized App Store / Play Store screenshots — device frames, 3D mockups, text, per-locale overrides across 48 locales, and a measured layout report the agent can verify its design against.

mcp-ipfs

🪐 MCP IPFS 服务器 该服务器使语言模型 🤖 和其他 MCP 客户端能够管理 storacha.network 空间、上传/下载数据、管理委托，并通过无缝封装 w3 命令来执行各种其他任务。

Cortex

Stores and recalls Claude Code session content as persistent memory, auto-injects relevant prior decisions and lessons at session start, and exposes 33 MCP tools for memory, knowledge-graph navigation, and cognitive profiling — backed by 41 neuroscience papers and 97.8% R@10 on LongMemEval.

AutoBuildMCP

A profile-based build automation server powered by MCP that manages, executes, and monitors build processes across multiple projects with features like build queuing, asynchronous execution, and file-watching for automatic rebuilds.

ae-meta-mcp

Lightweight MCP server for After Effects that enables Cursor Agent to execute ExtendScript code inside AE via a single tool, similar to Blender MCP.

Folk CRM MCP Server

Enables AI assistants to manage Folk CRM data, including contacts, companies, notes, and reminders. It supports searching for entities, logging interactions, and setting follow-up tasks through the Folk REST API.

pr-review-mcp

Unified MCP control plane for AI pull request reviews on GitHub.

MCP Security Gateway

Enables safe use of any MCP server by proxying and live-scanning all tool requests and responses, blocking or redacting poison descriptions, indirect prompt injection, malicious arguments, and unauthorized destinations.

Qwen-GroundingDINO-Visual-MCP

MCP server for open-vocabulary object detection and intelligent placement recommendation using Qwen VL and GroundingDINO, enabling natural language interaction with images.

muninn-mcp

Read-only MCP server exposing one Muninn Minecraft backend's capabilities via safe, capability-aware tools. Broadly covers server status, CoreProtect lookups, Paper, CMI, and WorldGuard queries.

MCP Logic

Enables first-order logic reasoning including theorem proving, model finding, counterexample detection, and category theory diagram verification using pure TypeScript with no external dependencies.

Zaxy

Zaxy turns agent work into durable, auditable memory: a hash-chained Eventloom log as the source of truth, an embedded temporal knowledge graph for reasoning (local-first, no sidecar; Neo4j/Postgres optional), cited Memory Checkout for compact context, and MCP tools for model-facing retrieval, capture, and feedback.

vuln-intel-mcp

Provides CVE lookup, search, and exploit intelligence from public vulnerability sources (NVD, CISA KEV, EPSS) for AI agents to produce remediation guidance without consuming LLM tokens for data fetching.

milvus-mcp

MCP server for Milvus vector database enabling vector search, text search, and hybrid search operations.

actual-mcp

MCP server for integrating Actual Budget with Claude and other LLM assistants.

GitHub MCP TypeScript SDK Server

Provides comprehensive access to GitHub repositories, issues, pull requests, commits, user profiles, and statistics through 10 tools with natural language query support and advanced search capabilities.