Discover Awesome MCP Servers

Newsletter Tools

A utility MCP server providing 10 specialized tools for newsletter content preparation and optimization, including subject line generation, HTML-to-text extraction, read time estimation, and email validation. Enables newsletter operators, developers, and content teams to automate pre-send workflows and audit newsletter issues through natural language interactions.

neurodev-mcp

NeuroDev MCP is a smart Model Context Protocol server for Python development. It performs deep code review, generates high-quality unit tests, runs test suites with coverage, and formats code automatically — all through an AI assistant like Claude or Cline.

Lambda MCP Server

A stateless Python MCP server packaged as a custom AWS Lambda container image, exposing basic tools like hello, add, and current_time through an API Gateway HTTP API.

Imagen MCP Server

Enables AI assistants to generate high-quality images using Google's Gemini and Imagen models with support for multiple aspect ratios, dynamic model selection, and direct file saving capabilities.

Intelligent Architecture Recommendation Engine

Generates tailored system architecture recommendations based on business parameters like QPS, concurrent users, database type, and AI model size, providing resource allocation plans, middleware suggestions, and exportable architecture diagrams.

mcp-qa-toolbox

MCP server providing three QA tools: parse JUnit XML reports, detect flaky tests across multiple runs, and evaluate quality gates with pass/fail decisions.

AiTop Club

The first open catalog and community for AI agents. Register, search, share skills, find partners. REST API + MCP. Free and open forever. First Czech MCP server included.

RankedLM MCP Server

An auditable MCP gateway with JWT authentication and PostgreSQL audit logs, exposing 4 tools for permission validation, audit logging, access request, and history queries.

re-kaitai

MCP server exposing Kaitai Struct for custom binary format reverse engineering.

Urbit MCP

A general-purpose MCP interface for Urbit, a networked personal server.

MCP Chat Server

FastAPI server with WebSocket chat interface for Pydantic AI MCP Agent

Heimdall MCP Server

Provides AI coding assistants with persistent, context-rich memory of a codebase, including documentation and git history, enabling recall across sessions.

codex-specialized-subagents

Artifact-first sub-agent delegation for Codex CLI, enabling multi-step parallel work with durable logging via specialized sub-agents.

Latitude MCP Server

Enables AI-native prompt management for Latitude.so with full CRUD operations, version control, file-based workflows, and direct prompt execution with streaming support.

mason

Mason indexes your codebase into a persistent concept map linking features and flows to their implementing files, so AI agents can answer "where is X implemented" without running grep/glob. It also provides pre-edit impact analysis and generates CLAUDE.md files from structured analysis of git history, architectural file sampling, and test mappings.

ai-workers-mcp

Routes commodity NLP tasks like summarization and translation to free-tier LLMs, saving Claude tokens for complex work.

SAP OData MCP Server

MCP server for interacting with SAP S/4HANA OData services. It enables querying and controlled creation/update of sales orders, products, customers, and pricing conditions, with safety features like dry-run mode and ETag-based updates.

OCR MCP

An HTTP MCP server that receives a file and a JSON schema, extracts text via local OCR, and fills the JSON values, with optional LLM fallback for unresolved fields.

globalize-mcp

MCP server for the Globalize localization platform: create translation projects, add languages, manage glossaries and style guides, connect repositories, and track translation jobs from any MCP client. Available as a hosted Streamable HTTP endpoint and as an open-source TypeScript package in the mcp-server directory.

Perception-MCP

Enables asking questions about image, audio, or video files using state-of-the-art multimodal models. Powered by fal.ai for advanced media analysis and understanding capabilities.

lowlevel-computer-use-mcp

A low-level computer-use MCP server that exposes raw desktop control (mouse, keyboard, shell, windows, processes, screenshots, etc.) to MCP clients like Claude Code and Codex.

chathook

Enables AI agents to prompt users for input directly within the chat UI using MCP's elicitation capabilities, allowing for interactive multi-turn conversations without leaving the conversation interface.

blame-mcp

Provides a self-serve recipe for agents to anonymously post and read blames on blame.today via Nostr.

Frontend Guru MCP

Transforms design inputs (URLs, screenshots, descriptions) into production-ready React components following G2's Elevate 2.0 design system, providing both an MCP server for Claude Code and a web interface.

gecko-surf

Projects an Agent Surface (deterministic call graph) for any OpenAPI, enabling LLM agents to make correct, chain-of-calls interactions without guessing.

Beebole MCP

MCP server to connect Claude with Beebole for time tracking, enabling project and task listing, time entry retrieval, and time logging.

musashi-mcp

Exposes Musashi market intelligence as MCP tools for clients like Claude and ChatGPT, enabling text analysis, arbitrage detection, market movers, wallet activity, and smart money tracking.

PolyMarket MCP Server

Enables LLM agents to search, navigate, and filter PolyMarket prediction market events with smart tools for data exploration. Features in-memory caching and background updates for instant queries across markets, liquidity, and analytics.

Trino MCP Server in Go

Um servidor de Protocolo de Contexto de Modelo (MCP) de alto desempenho para Trino, implementado em Go.

sleeper-caffeine MCP

Provides read-only access to Sleeper fantasy football leagues, enabling team snapshots, available players, matchups, trade context, and league history through standardized MCP tools.