Discover Awesome MCP Servers

ritn3d-mcp

Enables AI agents to prepare floor plans for Ritn3D and interpret 3D outputs by providing tools for validation, complexity estimation, pricing, and failure analysis.

Personal Research Assistant MCP

Enables semantic search and conversational querying across a personal research library of PDFs, DOCX, and other documents using a vector database. It provides tools for document summarization, finding related papers, and high-accuracy retrieval for AI clients like Claude Desktop.

Wikipedia MCP Server

Enables searching and retrieving Wikipedia content across multiple languages, including article summaries, sections, coordinates, and related topics.

testlink-mcp-server

Enables LLM agents to interact with TestLink test management system via XML-RPC API, supporting test projects, suites, cases, plans, executions, and custom fields.

nobu

A game-agnostic MCP toolkit for composing chiptune/retro MIDI and rendering game audio, enabling AI agents to generate multi-track MIDI files and render them to OGG/WAV.

SJS.Neos.MCP

Core MCP server implementation for Neos CMS 9.x, enabling interaction with Neos sites through tools and resources.

Chainflip Broker as a Service

Cross-chain cryptocurrency swaps via Chainflip. Get quotes, execute swaps, and track progress. No API key required to get started.

breedsim-mcp

Enables interactive breeding program simulation and comparison via MCP, returning statistical distributions (mean, sd, CI) instead of single stochastic runs.

Skyfly MCP Server

Provides real-time aircraft tracking data from OpenSky Network combined with FAA aircraft registry information, enabling rich aviation queries that merge live flight positions with technical specifications.

hypertxt-mcp

Provides MCP-compatible agents with a deliberately scoped content-operations toolset for managing Hypertxt projects, articles, and Google Search Console data.

Memo MCP Server

A filesystem-backed MCP server with REST API for AI tool integration and project workflow tracking. Zero database required.

valv

An MCP server that gives agents safe, policy-scoped access to your database via structured queries (never raw SQL), with read and opt-in write support.

Warden

A governed MCP server enforcing RBAC outside the model, with OpenTelemetry traces on every run and an LLM-as-judge eval suite proving the agent stays inside policy.

GitHub MCP Server

MCP server for accessing GitHub documentation via API, allowing users to fetch repositories, documentation files, and search across documentation with base64 decoding support.

BinaryAnalysis-MCP

Enables analysis of binary files (PE, ELF, Mach-O, COFF) by providing tools to retrieve info, headers, sections, imports, exports, libraries, security hardening, signatures, and COFF object file details.

Apple Mail MCP Server

A read-only MCP server that lets Claude Desktop interact with Apple Mail on macOS via AppleScript. It enables listing mailboxes, searching emails, and reading email content without making network calls.

Canny MCP Server

Enables customer feedback management by integrating with Canny.io, supporting board listing, post retrieval, search, and creation.

claude-fde-showcase

MCP server demonstrating FDE primitives: TF-IDF search, extractive summarisation, and an AST-sandboxed calculator. Designed for offline, deterministic tool use.

markdown-for-agents-mcp

MCP server for AI agents -- fetch any URL with full JavaScript rendering (Playwright/Chromium) and convert to clean, token-efficient markdown. Works on React, Vue, Angular, and any JS-heavy page. Includes web search, batch fetching, binary file download, LRU cache, SSRF protection, and structured output.

bitbucket-mcp

An MCP server for reviewing Bitbucket Cloud pull requests, allowing clients to read PRs, tickets, and comments and leave review comments without leaving the editor.

Infisical MCP

FastMCP server for managing a self-hosted Infisical instance, exposing tools to create, read, update, and delete projects, environments, folders, and secrets, and to render .env and shell-export formats.

goodreads-mcp

A read-only MCP server for Goodreads that enables LLMs to search for books, retrieve detailed book info with ratings and reviews, and explore recommendations, series, and author bibliographies using public data sources without requiring authentication.

Frankfurter Forex MCP

An MCP server that provides currency rates, conversions, and historical exchange-rate data using the Frankfurter API. It enables users to retrieve latest rates, convert amounts between currencies, and access time-series data for currency pairs.

onit-office

MCP server for creating and editing PowerPoint, Excel, and Word documents. Runs as an SSE server and provides 18 tools for document manipulation.

mcp-nbu-ua

Provides access to National Bank of Ukraine public statistics without API keys.

local-forge

Enables AI coding agents to route tasks to local GPU models via a dynamic heuristic classifier, tracking real-time token dollar savings.

nexus-mcp

Provides MCP tools for prompt injection detection and content sanitization, safeguarding LLM pipelines. Also enables Japanese PII scanning and masking for secure data handling.

solitaire-ai

Identity infrastructure for AI agents. Gives agents an evolving persona, session continuity, and self-correcting retrieval so they stop being strangers. Local-first, model-agnostic.

GitLab MCP for Code Review

An MCP server that integrates AI assistants like Claude with GitLab's merge requests, allowing them to review code changes, add comments, and approve/unapprove merge requests directly through the GitLab API.

Publisher Content MCP Server

Exposes publisher journalism to LLMs and agent frameworks via search, retrieval, source grounding, and consistent citation, enabling accurate content retrieval with attribution and policy enforcement.