Discover Awesome MCP Servers

cell-mem

An MCP server that provides AI agents with persistent, multi-layered memory inspired by the human brain, including consolidation, self-reflection, and generative replay.

ComfyUI-GPU-Optimizer

MCP server for AI-controlled GPU VRAM management in ComfyUI, allowing Claude to monitor and control GPU state, manage model offloading, and start/stop ComfyUI.

CEMCP

An MCP server for Cheat Engine that provides functionality to analyze disassembly, get CE version information, and manipulate memory addresses with comments through Claude AI.

io.github.matisdsp/fartlek

An MCP server that transforms Garmin data into compact, verdict-first coaching reports for LLMs, computing metrics like CTL/ATL/TSB and ACWR to answer training readiness questions.

ikmcp

An MCP server that enables agents to build, test, and simulate complete ik firmware projects for 8-bit AVR microcontrollers, using real compilation and simulation tools.

DB-Performance-MCP

A Python-based MCP server that analyzes PostgreSQL query plans, suggests indexes, and checks pagination safety to help optimize database performance.

Screaming Frog SEO Spider MCP Server

Enables AI assistants to crawl websites, export crawl data, and manage crawl storage using Screaming Frog SEO Spider through the MCP protocol.

Policy Analyzer API MCP Server

This MCP Server provides a natural language interface to interact with Google's Policy Analyzer API, allowing users to analyze policies and evaluate compliance through conversations.

svg.new MCP Server

Enables AI-powered image to SVG vectorization, background removal, and SVG manipulation directly through MCP-compatible clients. Users can convert images, process batches, and edit vector properties like colors and complexity using the svg.new API.

HTTPayer MCP

Enables AI agents to call x402-gated APIs using a central credit balance, abstracting away blockchain complexity and payment proofs. It provides tools to fetch data from payment-required endpoints, check usage balances, and simulate transaction costs.

mcp-demo

A demo MCP server showcasing every MCP capability with fake logic, including tools, resources, prompts, progress, cancellation, elicitation, sampling, roots, and subscriptions, over Streamable HTTP, HTTP+SSE, and stdio transports.

codex-mcp

Enables Claude Code to call OpenAI Codex for read-only design, deep reasoning, and code review tasks.

UI Bridge MCP

Enables AI to inspect and interact with UI elements, supporting control mode for the runner's own UI and SDK mode for external applications.

Prometheus MCP

MCPサーバーは、LLMをPrometheus HTTP APIに接続します。 (MCP saabaa wa, LLM o Prometheus HTTP API ni setsuzoku shimasu.)

Advanced Reasoning MCP Server

An MCP server that enhances sequential thinking with meta-cognitive capabilities including confidence tracking, hypothesis testing, and organized memory storage through graph-based libraries and structured JSON documents.

MCP Code Analysis & Quality Server

Provides comprehensive code analysis through three MCP servers: static analysis for code quality and security, dependency analysis for package management and vulnerabilities, and complexity analysis for maintainability assessment across multiple programming languages.

Freesound MCP

Enables searching and downloading audio samples from Freesound using keywords, filters, and sound IDs. It provides detailed sound metadata including duration, license information, and preview URLs.

Hugging Face MCP Server

An MCP server that provides Hugging Face Hub API and Search endpoints through multiple transport protocols (STDIO, SSE, StreamableHTTP, and StreamableHTTPJson), enabling integration with AI model capabilities.

Confluence MCP Server

A universal, production-ready MCP server that provides AI assistants like Claude with direct access to Confluence Cloud functionality for creating, reading, updating, and managing content through multiple transport protocols.

llm-cost

Token cost math for LLM API calls: current per-million-token rates for 69 models across 17 providers, with local arithmetic for estimates, comparisons and monthly budgets. Rates are verified and date-stamped.

qq_mcp_server

Synchronizes multiple COC RPG groups from a NapCat QQ account into a private SQLite database, providing isolated MCP apps per group for ChatGPT with read-only QQ access and character sheet management.

Tranna MCP

A production-oriented MCP server foundation for connecting Claude Desktop to social-media and marketing platforms, featuring a reusable connector framework and an optional Meta connector using official APIs.

Meraki MCP Server

This MCP (Model Context Protocol) Server provides a communication interface for the Meraki Dashboard API, auto-generated using AG2's MCP builder from the Meraki OpenAPI specification.

Getting Started with Remote MCP Servers using Azure Functions (.NET/C#)

これは、Azure Functions を使用して、カスタムリモート MCP サーバーを簡単に構築し、クラウドにデプロイするためのクイックスタートテンプレートです。ローカルマシンでクローン/復元/実行してデバッグしたり、`azd up` を実行して数分でクラウドにデプロイしたりできます。MCP サーバーは、設計上、セキュリティで保護されています。

access-calibre

MCP server enabling LLMs to query a local Calibre Content Server for ebook metadata, chapters, and content in HTML or Markdown.

S/MCP - Stern Model Context Protocol

An MCP server that provides access to Stern, a philosophical AI mentor combining rationalist thinking with stoic philosophy to guide users through personalized mentorship and smart contract accountability on Solana.

gamma-app-mcp

Enables generating presentations, documents, webpages, and social posts via Gamma's API with full parameter surface including templates, folders, headers/footers, and email sharing.

WeKnora MCP Server

Enables interaction with the WeKnora knowledge management API, including tenant, knowledge base, knowledge, model, session, chat, and chunk management.

Bitrix24 MCP Server

An integration server that enables AI agents to securely interact with Bitrix24 CRM data like contacts and deals via the Model Context Protocol. It provides standardized tools and resources for searching, retrieving, and updating CRM entities through the Bitrix24 REST API.

Pan Card Verification At Lowest Price MCP Server

Enables access to the Pan Card Verification API for validating Indian PAN card details. It provides a dedicated tool for performing PAN verification through a standardized MCP interface.