Discover Awesome MCP Servers

local-spark-mcp

Provides a stateful local Spark session for running PySpark and SQL cells, enabling local data exploration before deploying to Microsoft Fabric.

akahu-mcp

An MCP server that exposes Akahu (New Zealand open-banking) data to LLM agents, allowing them to list bank accounts, inspect investment holdings, and pull transactions for analysis.

DDEV MCP Server

Enables AI assistants to interact with DDEV local development environments by querying databases, managing project states, and executing container commands. It provides comprehensive control over local services with a security-first approach using whitelisted operations.

microsandbox

microsandbox

Cookidoo MCP Server

Lets Claude read recipes from your Cookidoo account and create TM7-optimized custom recipes with guided-cooking annotations, quality scoring, and automatic rollback on upload failure.

SocratiCode

Enterprise-grade (40m+ lines) codebase intelligence in a zero-setup, private and local MCP: managed indexing, hybrid semantic search, polyglot code dependency graphs, and DB/API/infra knowledge. Benchmark: 61% less tokens, 84% fewer calls, 37x faster than standard AI grep.

Turbot Guardrails MCP Server

Connects AI assistants to Turbot Guardrails for natural language exploration, analysis, and automation of cloud governance.

whmcs-mcp-server

MCP server to help manage a WHMCS installation.

247afk Block Editor MCP Server

Enables AI assistants to read, build, and edit 247afk scripts in real-time through a local WebSocket bridge. It allows for live manipulation of block editor content directly within the browser.

TRON Energy/Bandwidth MCP Server

TRON Energy & Bandwidth marketplace for AI agents — 27 MCP tools for buying/selling resources, DEX swaps, and automated energy management via Streamable HTTP.

instagram-mcp

An MCP server for the official Instagram Graph API, enabling read, publish, comment, and analytics across Instagram Business/Creator accounts.

Poke HabitTracker MCP

Enables Poke to read and update today's HabitTracker habits via Supabase, with tools for listing, completing, uncompleting habits, and viewing a dashboard summary.

IEEE Xplore MCP Server

Allows users to search and retrieve academic papers, metadata, and citation counts from the IEEE Xplore digital library. It supports full-text search, author-specific queries, and publication tracking through the IEEE Xplore API.

Shortcut Universal MCP Server

Provides a standardized interface for interacting with Shortcut's tools and services through a unified API.

APK Security Guard MCP Suite

Provides a one-stop automated solution for Android APK security analysis by integrating tools like JEB, JADX, APKTOOL, FlowDroid, and MobSF into unified MCP standard API interfaces.

Open-Brain

Personal knowledge graph with 16 MCP tools. Auto-links, deduplicates, tracks themes, synthesizes insights.

AI Content Moderation MCP Server

Enables content moderation by checking user input against OpenAI's moderation API via Google ADK, with dual SSE/STDIO transport support and integration with local LLMs.

Markitdown MCP Server

Converts documents (PDF, DOCX, images, etc.) to Markdown using Microsoft's Markitdown library, with no local setup required. Integrates with AI agents via MCP for seamless document conversion.

TubeAlfred MCP Server

Bridges MCP clients to the TubeAlfred YouTube API, enabling tools for video details, transcripts, comments, search, and channel info.

project-knowledge-mcp

A cross-project knowledge graph for MCP that maps features across mobile, backend, and admin codebases, giving AI agents full-stack context.

1、前言

MCP服务器示例

kernel-lore-mcp

MCP server enabling structured search and querying over Linux kernel mailing list archives (lore.kernel.org) for LLM-powered developer tools.

Validator Ai MCP

An MCP server for validating JSON against schemas, checking email deliverability, verifying URLs, assessing data quality, and validating API responses using RFC-compliant checks and heuristic analysis.

CISO Assistant MCP Server

MCP server providing 100% coverage of the CISO Assistant GRC REST API through action-routed tools for compliance, risk management, and other security domains.

codesearch

Full-text and structural code search for a large monorepo, exposing results as MCP tools so Claude can query the codebase directly without copy-pasting.

Mcp Server Rust

Rust MCP 本地服务器

YouTube Skills for AI Agents

YouTube Skills (TranscriptAPI) is the production API for extracting, searching, and analyzing YouTube content at scale. While other tools break when YouTube changes or cap you at 100 requests/day, TranscriptAPI serves 15 million transcripts monthly at 49ms median response time.

MCP Crypto API Servers

A collection of Model Context Protocol servers for cryptocurrency APIs (CoinGecko, DeFiLlama, DexScreener, Indodax, Moralis Solana) enabling AI to interact with real-time crypto market data.

MCP Trenitalia

An MCP server for real-time Italian railway data, enabling natural language queries about train schedules, delays, departures, arrivals, and live tracking via the Viaggiatreno API.

Skills MCP Server

Centralized, sandboxed MCP server to manage, execute, and expose advanced Agent Skills to any MCP-capable framework or low-code platform.