Developer Tools Servers

Bridges medical professionals with 3D Slicer's medical imaging platform, enabling MRML node listing and direct Python code execution for advanced image analysis and visualization tasks.

Generates structured 60-minute technical practice sessions for software development teams using the 4C Learning Model by analyzing GitHub repositories for code smells and creating contextual learning content with Miro board layouts.

Deployment-related tooling for Render.com.

Integrates with ifconfig.me to fetch and provide public IP address information for network diagnostics and geolocation services.

Provides summarized output from various actions, optimizing token usage for efficient processing of large datasets and language models.

Grafana

Official

Grafana MCP server is a Model Context Protocol (MCP) adapter that exposes a Grafana instance (and its ecosystem: datasources, alerts, incidents, OnCall, annotations, etc.) as a set of small, intention-focused tools for LLM-based assistants and other MCP clients. It lets AI agents safely inspect, query, and (optionally) modify Grafana resources using compact, predictable operations instead of asking the LLM to guess APIs or URLs.

Automatically converts any GraphQL API into individual tools through schema introspection and intelligent caching, enabling seamless integration with GraphQL-based services like GitHub or Shopify APIs without manual tool definition.

Enables AI systems to manipulate Web Ontology Language (OWL) ontologies by adding, removing, and finding axioms through string-based representations in OWL functional syntax

Integrates with Python's difflib to generate unified diffs for efficient text comparison and version control tasks.

Bridges Claude with Apifox API testing platform, enabling direct interaction with API documentation and testing capabilities through environment variable authentication and TypeScript/Express implementation.

Integrates with the Aibolit Java code analyzer to identify critical design issues in Java code, focusing on maintainability, readability, and architectural concerns rather than cosmetic problems.

Provides base64 encoding and decoding with 8 output formats, automatic MIME type detection, data URI generation, and intelligent job memory with checksums for file change detection and LRU caching.

Ingests OpenAPI/Swagger specifications and Postman collections to automatically generate executable test cases in TypeScript/Playwright, JavaScript/Jest, and Python/pytest with concurrent execution, load testing, and HTML reporting.

Integrates with package repositories including PyPI, npm, crates.io, Docker Hub, and Terraform Registry to search and retrieve detailed information about packages, versions, dependencies, and Docker images.

D

docs.rs

Remote

Integrates with crates.io and docs.rs to search Rust crates, retrieve README content, fetch documentation for specific API items, and search within crate APIs using web scraping converted to markdown format.

Provides persistent project context management and file operations with automated project scoring, health assessment, and bi-directional sync capabilities for maintaining documentation and enhancing codebase understanding across multiple programming languages.

Google Cloud Compute Engine

Official Remote

Discover official and open-source Model Context Protocol (MCP) servers from Google. This project provides an up-to-date directory of MCP servers for Google services like Compute Engine. Explore examples and resources that help you build, integrate, and extend intelligent agents using Google's ecosystem of MCP solutions—all designed to streamline context-aware app development and experimentation.

Access hosted MCP servers or deploy your own for 2,500+ APIs like Slack, GitHub, Notion, Google Drive, and more, all with built-in auth and 10k tools.

Maps minified JavaScript stack traces back to original source code locations for efficient production error debugging.

M

Math Learning

Remote

Educational server for mathematical operations, statistics, and data visualization with persistent workspace

pg-aiguide

Official Remote

Version-aware PostgreSQL documentation and best practices for AI coding assistants