Discover Awesome MCP Servers

MCP Server Knowledge Engine

Transforms PDF collections into a searchable knowledge base using TF-IDF indexing and proximity matching. It enables users to search documents, retrieve specific page content, and manage document libraries through natural language via MCP clients.

MCP Logging Assistant

Provides comprehensive logging and monitoring capabilities for MCP services with real-time log tailing, advanced search, error analysis, and anomaly detection. Enables centralized log aggregation, correlation tracking, and health monitoring across all MCP ecosystem services.

MCP AI Bug Helper

Provides emergency coding assistance by querying three AI coding models simultaneously through OpenRouter, with automatic premium fallback on rate limits, returning multiple expert opinions with cost and latency telemetry for debugging and problem-solving.

Log Analyzer with MCP

一个模型上下文协议服务器，为 AI 助手提供访问 AWS CloudWatch Logs 的能力，从而能够跨多个 AWS 服务浏览、搜索、总结和关联日志。

Cloud Discord

An MCP server that gives AI agents full admin control over Discord servers with 59 tools for messaging, moderation, roles, channels, forums, reactions, files, and more, deployed on Cloudflare Workers.

CATA Bus MCP Server

Provides real-time and scheduled bus data for the Centre Area Transportation Authority (CATA) in State College, PA. Enables users to track live bus positions, get arrival predictions, search stops, view routes, and receive service alerts through natural language queries.

Kagi Translate MCP Server

An MCP server that integrates Kagi Translate as tools for translation, URL translation, and proofreading, requiring a Kagi API key.

Graphiti MCP Pro

Enhanced memory repository MCP service that enables building and querying temporally-aware knowledge graphs from user interactions and enterprise data. Features asynchronous processing, task management tools, multi-model compatibility, and a comprehensive visual management interface.

excel-mcp-server

Enables manipulation of Excel files including creating, reading, writing data, formatting, charts, pivot tables, and worksheet management via natural language.

Facebook Ads MCP Server

Connects AI assistants to Facebook's Ads API to enable natural language queries for campaign data, insights, and performance metrics. It allows users to manage ad accounts and retrieve detailed analytics like impressions, clicks, and spend through MCP-compatible interfaces.

Dynamic Per-User Tool Generation MCP Server

Enables dynamic generation of tools based on user-specific permissions from an external API. Users receive personalized tools tailored to their access rights, with intelligent caching and graceful fallback to static tools.

RugCheck AI

On-chain Solana token safety MCP — screens SPL / Token-2022 tokens for rug-pull and honeypot patterns (mint/freeze authority, liquidity, holders, sellability), then executes MEV-protected swaps.

Canny MCP Server

A Model Context Protocol (MCP) server for Canny feedback management. Enables managing customer feedback, prioritizing features, and streamlining product development through natural language.

IdeaLift MCP Server

re-backlog idea management with decision tracking, signal aggregation, and RICE scoring. Captures product feedback from Slack, Teams, Discord, and GitHub

ATP Librarian MCP Server

Enforces the Agent Task Protocol (.atp.json) contract, enabling worker agents to claim, finish, and decompose tasks while maintaining a valid dependency graph.

Crypto Signals MCP

Real-time crypto volume anomaly detection across 50+ tokens. Provides market scanning, signal analysis, and portfolio management capabilities via MCP protocol.

openai-responses-mcp

Lightweight MCP server using OpenAI Responses API with built-in web search, enabling AI assistants to answer questions with citations and search results.

figma-slides-mcp

MCP server for controlling Figma Slides — create, edit, and screenshot slides from any AI assistant that supports MCP.

Git Code Review MCP

Enables AI assistants to perform code reviews by providing access to staged files, git diffs, and repository file content. It allows users to evaluate changes and context within any local git repository before committing or pushing.

RePythonNET-MCP

Enables static analysis and patching of .NET binaries through decompilation, IL analysis, renaming, and IL patching over the Model Context Protocol.

Google Drive MCP Server

Enables searching, reading, and commenting on Google Drive documents through secure OAuth2 authentication, with support for creating styled notes directly in document content.

AgentAudit

Security scanner for AI agent packages that enables AI agents to audit MCP servers and packages for vulnerabilities, prompt injection, and supply chain attacks.

io.github.henilcalagiya/mcp-apple-notes

Provides full CRUD operations for Apple Notes and folders via MCP, enabling automation of notes with HTML content, folder management, and search through native AppleScript integration.

Synthetics MCP Server

A specialized monitoring solution that enables users to create and manage synthetic tests through natural language prompts, providing seamless integration with APIs like Splunk Synthetics.

Fullrun — Google Ads for AI Agents

Fullrun is an AI agent that manages Google Ads for you. It monitors your campaigns around the clock, diagnoses problems, adjusts bids, adds missing ad extensions, pauses wasteful keywords, and creates new campaigns all autonomously.

stdout-mcp-server

镜子 (jìng zi)

Echo MCP

A lightweight server that enables AI agents to emit and validate structured messages through MCP tool call returns. It facilitates reliable programmatic consumption of agent outputs by echoing validated payloads against predefined schemas.

pernosco-mcp

MCP server that connects AI coding agents to Pernosco debugging sessions for querying execution traces, inspecting variables, navigating call stacks, and tracing value histories through natural language.