Developer Tools Servers

Agent Never Give Up

Official Remote

Structured thinking tools to help coding agents recover from stuck states

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.

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.

Provides secure access to SWI-Prolog logic programming through dual query modes with sandboxed execution, dynamic knowledge base management, and mathematical operations for educational use cases, logic puzzle solving, and AI reasoning workflows.

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

Google Cloud

Official

Make AI assistants smarter by letting them manage Google Cloud with simple language. The gcloud MCP server transforms complex cloud tasks into clear natural language requests, automates workflows, and opens up Google Cloud tools to everyone—no expert skills needed. Use specialized servers for gcloud, Observability APIs, and Cloud Storage, each offering tailored commands for project management, monitoring operations, and working with cloud data. Built for flexibility, this project lowers barriers for teams, encourages safer operations, and helps users manage the cloud more confidently and efficiently. Contributions and feedback are always welcome!

pg-aiguide

Official Remote

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

Provides secure access to SWI-Prolog logic programming through dual query modes with sandboxed execution, dynamic knowledge base management, and mathematical operations for educational use cases, logic puzzle solving, and AI reasoning workflows.

Implements a structured development workflow system with five operational modes (VAN, PLAN, CREATIVE, IMPLEMENT, REFLECT+ARCHIVE) that maintains persistent project state and context across development phases using file-based storage.

Provides access to React hooks from the usehooks.io repository with tools for browsing, searching, and retrieving detailed hook implementations including TypeScript code and usage examples.

D

DevPlan

Remote

Transform project ideas into structured development plans with phases, tasks, and subtasks

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

Google Kubernetes Engine (GKE)

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 Google Kubernetes Engine (GKE). 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.

Phaser Editor MCP Server

Official

Connects LLMs to Phaser Editor v5 to facilitate the management of game scenes, assets, and tilemaps. It enables developers to create, modify, and inspect game content within the editor's environment through natural language interactions.

Tencent CloudBase

Official

Enables AI systems to deploy, monitor, and manage full-stack applications on Tencent CloudBase through tools for cloud environments, databases, functions, hosting services, and storage resources.

Manage repositories, issues, and search code via GitHub API.

Enables Claude to fetch and analyze GitHub repositories with flexible filtering options for code exploration and development assistance tasks.

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.

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.

Provides text-to-speech capabilities using the Kokoro TTS model, enabling natural-sounding voice output with customizable playback speed and voice selection through robust error handling and temporary file management.