Discover Awesome MCP Servers

materials-project-mcp-from-scratch

An educational MCP server that wraps the Materials Project API, exposing tools to search chemical systems, get material summaries, find semiconductors by band gap, and retrieve crystal structure facts.

lautfm-mcp

MCP server providing access to the laut.fm Radioadmin API for managing radio stations, playlists, tracks, users, and automation.

Social Search MCP

A Model Context Protocol (MCP) server that empowers LLMs to search across specific social media platforms using the industry's best search engines.

ChurnCue

Production-oriented customer-retention intelligence that uses deterministic machine learning to predict churn and generate prioritized rescue reports, governed through MCP tools.

Workout Maker MCP Server

This MCP server enables the generation of structured fitness content, including detailed exercise instructions with image prompts, balanced daily workout sessions, and personalized multi-day training plans. It facilitates the creation of comprehensive workout programs tailored to specific goals, age ranges, and movement patterns.

@bounded-systems/bounded-tools-mcp

Local, read-only MCP server that provides verified access to bounded.tools' signed static API, including the Web-Build Conformance report and SPDX SBOM, with byte-for-byte verification against a Sigstore-signed manifest.

WeatherServer

Provides weather data including current conditions, humidity, wind speed, sunrise/sunset, and 7-day forecast via Open-Meteo APIs, discoverable and callable by LangChain agents.

Followin MCP

Enables personalized discovery of crypto news, trending topics, and project insights from the Followin platform with intelligent search, content normalization, and recommendation explanations.

zig-docs-mcp

Serves always-fresh official Zig documentation for the latest release, curated performance guidance, and safe dry-run-based toolchain auto-updates.

Sandbox Compute Broker

Enables AI agents to run compute tasks in secure sandboxes with optional interactive UIs, brokering between agents and isolated execution environments.

romm-mcp

A community-maintained MCP server for bounded management of RomM through its authenticated API, providing typed read/write tools for library tasks like ROM discovery, metadata updates, and collection management.

Arenula MCP

MCP server suite for the s&box game engine, enabling AI assistants to manipulate scenes, create objects, compile code, manage assets, and more via editor, API, and docs servers.

jetbrains-proxy-mcp-server

A proxy server that forwards MCP requests to a JetBrains IDE server, with support for path conversion between WSL, Git Bash, and Windows.

AdMob MCP Server

Connects Claude to the Google AdMob API to provide a conversational interface for managing and analyzing ad revenue data. It enables users to generate custom network reports, track performance trends, and diagnose revenue fluctuations using natural language.

security-paper-mcp-server

MCP server for searching papers from top-tier and second-tier security conferences (S&P, USENIX Security, CCS, NDSS, ACSAC, RAID, ESORICS) using DBLP, with tools for keyword/author/year/conference search, listing conference papers, and getting statistics.

google-ads-mcp-server

An MCP server that provides read and write access to Google Ads, allowing natural language management of campaigns, budgets, ad groups, bids, and keywords, with dry-run validation for safety.

MCP Document Analysis Server

A Model Context Protocol server that provides document analysis capabilities to LLM applications, including extraction, chunking, summarization, and semantic search for PDF, DOCX, and plaintext documents.

Turritopsis

Provides a shared project knowledge and handoff layer for coding agents, offering tools to list, search, retrieve, and update stages of project information to maintain continuity across long-running projects

Multi-LLM Gateway MCP

An MCP server that functions as an intelligent gateway for multiple LLM backends including OpenAI, Claude, and Ollama. It supports automatic provider fallback, streaming responses via Server-Sent Events, and real-time monitoring for robust AI integration.

PhantomAPI

Compiles any software into an API by learning from user demonstrations, providing a deterministic, low-latency MCP server with zero token cost at runtime.

figma-mcp

Enables Claude to create and edit Figma designs in real time through MCP tools, allowing natural language commands for generating slides, charts, and other elements.

localsend-mcp

Enables sending files to LocalSend devices on the local network by scanning for devices and sending files using the LocalSend v2 protocol.

API Tester AI MCP

API Tester AI - MCP server providing AI-powered tools and automation by MEOK AI Labs

@alog-world/mcp

MCP server for Alog, an AI × Human blog platform. Enables AI agents to post logs, create and publish articles, search content, and interact socially on alog.world.

API as MCP

Converts REST APIs into MCP tools using Gradio, demonstrated with a local IBM Granite model via Ollama. Enables LLM clients to interact with any REST API endpoint through the MCP protocol.

Agents MCP Server

MCP server for agent-to-agent communication over NATS with live session push via Claude Code Channels.

workspace-mcp

Bridges Claude AI with the local filesystem for direct file and project management, enabling incremental saves and automatic work logs to overcome token limits.

agent-intel-mcp

An OpenAI-powered developer intelligence MCP server that scans GitHub repositories, extracts and clusters agent engineering patterns, analyzes local codebases, and proposes safe AGENTS.md improvements.