Discover Awesome MCP Servers

MCP Agent Memory

A production-ready MCP server that enables multiple AI agents to collaborate through a shared, concurrency-safe memory space. It supports advanced search, full CRUD operations, and automatic backups to facilitate asynchronous communication between agents.

Apache Health MCP

An MCP server for querying and analyzing Apache Incubator podling health reports. It provides tools to list, search, and compare podling metrics across different time windows from Apache's health report Markdown files.

Super Calculadora MCP

An MCP server providing over 30 mathematical and statistical tools, enabling language models to perform calculations, trigonometry, statistics, combinatorics, and list operations through natural language.

Realtime Exchange Rate MCP Server

Provides real-time foreign-exchange rates, historical data, and multi-currency lookups to MCP-compatible AI coding assistants like Claude Code and Cursor.

mcp-daktela

Read-only MCP server for the Daktela contact center REST API, providing 40 tools to access tickets, calls, emails, chats, contacts, CRM records, campaigns, and real-time agent status.

AMiner MCP Server

Enables academic paper search and analysis through the AMiner API. Supports keyword, author, and venue-based searches with advanced filtering and citation data for research assistance.

TuringMind MCP Server

Enables Claude to authenticate with TuringMind cloud, upload code review results, fetch repository context and memory, and submit feedback on identified issues through type-safe tools.

engram

Provides persistent project memory for AI coding agents, enabling context retention across sessions via event logging, briefing generation, and querying.

legal-cite

Verifies legal citations by fetching the exact, in-force wording of cited articles from official PL and EU legal sources, preventing hallucination by returning verbatim text.

SubMCP

MCP server that delegates bounded subtasks to NVIDIA NIM sub-agents, enabling context offload and parallel fan-out for coding assistants like Claude Code and Cursor.

whm-mcp-server

Enables AI assistants to manage WHM hosting accounts and server administration tasks including account management, server stats, updates, SSL, backups, and email through a secure API.

mcp-freshbooks

Production-grade MCP server for FreshBooks. 25 tools for invoices, clients, expenses, payments, time tracking, projects, estimates, and financial reports. OAuth2 with automatic token refresh.

Bitbucket MCP Server

An MCP server that enables interaction with Bitbucket repositories through the Model Context Protocol, supporting both Bitbucket Cloud and Server with features for PR lifecycle management and code review.

Arthor-Agent

AI agent for security teams: automate assessment of documents, questionnaires & reports. Multi-format parsing, RAG knowledge base, OpenAI/Ollama. Risks, compliance gaps, remediations. MIT.

pw-browser-mcp

Enables browser automation with Playwright, offering 17 tools for navigation, session management, Chrome profile selection, and action recording.

Yandex Metrika MCP

A Model Context Protocol (MCP) server that provides access to Yandex Metrika analytics data through various tools and functions. This server allows AI assistants and applications to retrieve comprehensive analytics data from Yandex Metrika accounts.

Functional Requirements MCP Server

Enables developers to generate structured software documentation including user stories, requirements, technical specifications, and more using AI-powered prompts via the MCP protocol.

MCP Context Server

Enables persistent multimodal context storage for LLM agents with thread-based scoping, metadata filtering, and hybrid search capabilities.

devdoc

A documentation MCP server that crawls websites and Git repositories, stores them as Markdown, and provides tools to search and retrieve documentation for local LLMs and AI agents.

InvoiceX-Ray

An MCP server for detecting Trade-Based Money Laundering (TBML) in Indian trade finance, cross-referencing invoices against commodity benchmarks, customs records, and regulatory timelines to identify over/under-invoicing, phantom shipments, and duplicate financing.

GPT Search Orchestrator

A read-only MCP server that searches Chinese and global public platforms and fetches public pages, marking evidence status without judging truth.

@misarblog/mcp

Enables AI assistants to publish and manage blog posts on Misar.Blog, including drafts, series, AI content generation, and analytics.

FiveM Enhanced MCP

An unofficial, source-grounded MCP server for FiveM for GTAV Enhanced development, providing exact native lookups, platform constraints, manifest/security reviews, NUI compatibility evidence, and direct primary sources.

Healthcare MCP Server

Um servidor de Protocolo de Contexto de Modelo que fornece aos assistentes de IA acesso a ferramentas de dados de saúde, incluindo informações de medicamentos da FDA, pesquisa PubMed, tópicos de saúde, ensaios clínicos e pesquisa de terminologia médica.

3ilm-mcp

Enables AI agents and security researchers to query a curated knowledge base of 1,032 verified smart contract vulnerability findings from Sherlock audit contests, including acceptance rates and examples per vulnerability pattern.

MCP YAML API

A Model Context Protocol server that creates tools from API configurations defined in YAML files, allowing easy integration of external APIs into an MCP ecosystem without coding.

brain-mcp

Enables automatic knowledge capture and injection of guardrails for AI assistants like Claude and Cursor, improving code quality and preventing recurring mistakes.

FreshGen Link

Self-hosted MCP server that integrates Kie.ai image and video generation into GoHighLevel's AI tools, enabling AI agents to create media on demand.

map-mcp

Enables AI agents to perceive and control a live MapLibre GL map over MCP, allowing querying rendered features, reading popups, navigating, and toggling layers.

logospell-mcp-server

AI-agent image generation: cohesive image sets and single illustrations over MCP. PNG/WebP (optional transparency) or JPEG.