Awesome MCP Servers

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

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.

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.

Review commits and codebases using external LLMs like OpenAI, Google Gemini, and Mistral.

An AI-powered coding assistant that combines insights from Gemini, Stack Overflow, and Perplexity AI to help solve programming problems.

Audits npm package dependencies for security vulnerabilities with real-time checks against a remote npm registry.

Generate images using Bytedance's SeedDream 3.0 model via the FAL AI platform.

Generate images using Bytedance's SeedDream 3.0 model via the FAL AI platform. Requires a FAL AI API key.

Generate images using Bytedance's SeedDream 3.0 model via the Replicate platform.

Enable AI agents to secure code with Semgrep.

Static code analysis using Semgrep for security vulnerability detection and code quality improvements.

Expert guidance for Dojo and Cairo development on Starknet, specializing in the Dojo ECS framework for building onchain worlds.

Automate dataset creation and train custom object detection models using natural language.