Discover Awesome MCP Servers

agent-mosaic-skill

Official BMBrick engine for converting local images into high-fidelity LEGO-style brick mosaics for AI agents.

SymPy Sandbox MCP

A secure mathematical computation sandbox that enables LLMs to perform symbolic math operations like algebra, calculus, and equation solving via SymPy. It features low-latency execution through pre-warmed process pools and provides standardized JSON outputs for reliable agent integration.

book-teardown-mcp

Enables deep structural analysis of ebooks by extracting core conflicts, insights, mental models, and actionable items from PDF, Markdown, or text files.

Keystone MCP Server

Enables construction professionals to query project documents with conflict-aware RAG, detect contradictions, and trace change impacts through any MCP client.

safe-docx

Editing of existing Word (.docx) files with formatting preservation. Supports comments, footnotes, and document comparison.

Casebook MCP

Enables agents to query a registry of documented AI-agent failures for debugging incidents, deployable on Cloudflare Workers.

powerbi-mcp

Enables discovery of Power BI workspaces and datasets, retrieval of semantic model definitions (TMDL), and execution of DAX queries through the Power BI and Microsoft Fabric REST APIs, using MSAL/WAM authentication for secure token caching.

FlightHunter MCP

A Model Context Protocol (MCP) server that gives Claude the ability to search for cheap flights — including Russian airlines — and present direct booking links.

MCP Logger

A personal fitness tracking server that enables logging and querying workouts, nutrition, and body metrics through a local SQLite database. Integrates with OpenNutrition MCP for food logging and supports exercise history tracking for workout progression.

Codebase Knowledge Graph MCP Server

Enables storing and querying structured information about software code entities (classes, functions, files) and their relationships (calls, imports) along with qualitative observations like design decisions and change rationale.

cryptopanic-mcp-server

Provides AI agents with real-time cryptocurrency news and media updates sourced from CryptoPanic. It allows users to fetch multiple pages of content to track market sentiment and the latest developments in the crypto space.

TekAutomate MCP Server

An AI orchestration layer that enables automated control and validation of test and measurement instruments using SCPI commands and tm_devices. It provides tools for project knowledge retrieval, command materialization, and deterministic shortcuts to streamline instrumentation workflows.

HSH Data-on-Demand

Made-to-order data for AI agents via x402 micropayments on Base. Describe a need in plain language, get a custom quote, pay per call. No signup, no API keys. HTTP + MCP transports. 5 tools.

android-build-mcp

An MCP server that gives coding agents hands and eyes on an Android device, providing 19 tools for building, testing, installing, UI inspection, input, logs, and toolchain diagnosis. It returns concise, structured results to make the build-debug loop efficient.

MCP-Maestro

Connects AI assistants to the Maestro research framework to orchestrate multi-agent research missions, including planning, research, and writing phases. It enables users to launch research tasks, track real-time progress, and retrieve comprehensive structured reports and notes.

SubscriberAPI MCP Server

Enables GitHub Copilot CLI to query SFMC SubscriberAPI execution logs for health checks, email lookups, execution traces, and recent errors.

BBQ MCP Server

Provides BBQ cooking guidance with live ThermoWorks Cloud integration for real-time temperature monitoring, stall detection, cook time estimation, and expert recommendations for 20+ proteins across various cooking methods.

Image-This-MCP

A production-ready MCP server that provides AI-powered image generation through multiple providers including Gemini and Jimeng AI with intelligent provider selection.

n8n-free-mcp

Free & open-source MCP server for n8n. Manage your workflows, debug executions and control your self-hosted n8n instance directly from any Model Context Protocol client.

MCP Task Proxy

Proxies a remote MCP server to add protocol-native background task support, including task management and progress forwarding, while preserving synchronous calls.

MCP Swagger Server

Automatically generates MCP servers from OpenAPI/Swagger specifications, enabling users to interact with any REST API through natural language with flexible endpoint filtering and authentication support.

Clearfront MCP Server

Enables AI-driven open-source intelligence investigations by exposing 30 tools for scanning emails, usernames, domains, IPs, and more, with real subprocess execution.

Tiller Money MCP Server

Provides read-only access to Tiller Money financial data in Google Sheets, enabling natural language queries for accounts, transactions, categories, and budgets through Claude Desktop.

app-generation-microservice

Generates compiled Flutter apps from JSON Product Requirements Documents. Exposes endpoints for PRD validation, schema, payment terms, and build status.

life-context

Local-first memory server that stores notes, contacts, and future data as a unified entity graph, providing hybrid retrieval (vector + keyword) for AI assistants via MCP.

mcp-server-jira

Enables an AI agent to manage Jira Stories in a self-hosted Jira instance via the Jira REST API v2, including CRUD operations, workflow transitions, and burndown data retrieval.

mcp-datagov

Enables AI agents to query U.S. government datasets via the Data.gov CKAN API, wrapped as an MCP server.

VibeShift

An automated security engineer that integrates with AI coding assistants to perform vulnerability scanning, static analysis, and AI-driven remediation. It also provides tools for recording and executing self-healing web tests using Playwright, including visual regression and test discovery.

Stocks MCP Server

Provides real-time access to financial market data including stock quotes, company information, cryptocurrency exchange rates, historical options chains, and time series data through the Alpha Vantage API.

GNS3 MCP Server

Enables control of GNS3 network lab automation, including projects, nodes, consoles, and SSH, through Claude Desktop or any MCP-compatible client.