Awesome MCP Servers

Put performance and error data directly in the hands of your AI assistant.

Access financial market data: realtime & historical stock, ETF, options, forex, crypto, commodities, fundamentals, technical indicators, & more

Fetches comprehensive information about Ruby gems from RubyGems.org, including READMEs, metadata, and search functionality.

Detects potential risks in Solana meme tokens to help avoid rug pulls and unsafe projects.

Generate images and videos using the Runway API.

Interact with the RunwayML and Luma AI APIs for video and image generation tasks.

Query up-to-date documentation for Rust crates.

Fetches Rust crate documentation from docs.rs using the rustdoc JSON API.

Execute, debug, and visualize RxJS streams directly from AI assistants like Claude.

Enables AI assistants to interact with s&box game objects and components via WebSocket communication.

A lightweight Model Context Protocol (MCP) server that brings RAG (Retrieval-Augmented Generation) capabilities to your LLM over Markdown documentation stored on S3.

A framework for bias-aware code retrieval using semantic-augmented reranking and localization.

A test server demonstrating all features of the MCP protocol, including prompts, tools, resources, and sampling.

A tool for safely executing local Python code without requiring external data files.

Generate and render Mermaid diagrams as images using LLMs.

Your AI's memory shouldn't live on someone else's server — 12 MCP tools that give it persistent context from your local markdown, no cloud, no API keys, single binary.

Provides isolated Docker environments for secure code execution.

Provides offline access to SAP documentation and real-time SAP Community content.

Minimal MCP server for scanner capture (ADF/duplex/page-size), batching, and multipage assembly

A natural language interface for single-cell RNA sequencing (scRNA-Seq) analysis using the Scanpy library.

Analyzes source code to generate UML and flow diagrams with AI-powered explanations.

Provides tools for scientific computation, including tensor storage, linear algebra, vector calculus, and visualization.

A natural language interface for single-cell RNA sequencing (scRNA-Seq) analysis, supporting various modules from IO to enrichment.

Access Scorecard's AI model evaluation and testing tools via a Cloudflare Workers deployment.

Scout's official MCP pipes error, trace and metric data from production to your AI agent

A macOS-only server that enables LLMs to capture screenshots of specific application windows, providing visual context for development and debugging.

A simple note storage system with tools for adding notes and generating scripts from them.

Provides SD Elements API integration for security and compliance management.

Provides Seam-Driven Development tools for AI-assisted software development.

An MCP server providing searchable access to multiple AI/ML SDK documentation and source code.

An MCP server for interacting with the SeaLights platform for quality intelligence.

An MCP server that enhances code analysis with advanced search and dependency mapping capabilities.