Developer Tools Servers

Enables safe remote execution of Rails console commands via SSH for efficient data operations and administrative tasks on production Rails applications.

A

Apple Developer Documentation (RAG)

Remote

Provides semantic search and retrieval for Apple Developer Documentation using vector similarity search, keyword matching, and reranking to deliver relevant technical documentation and API references

MCP-Coco provides a pair programming tool that guides technical discussions by transforming code snippets into structured frameworks for critical inquiry about performance, security, and maintainability.

Integrates with Gitee repositories to enable repository creation, code management, issue tracking, and pull request workflows using a simple token-based authentication system.

Octomind (E2E Test Automation)

Official

Enables AI-driven test automation through the Octomind platform for creating, executing, and analyzing end-to-end tests without leaving your development environment.

Provides a streamlined interface for creating, updating, and deleting short links through the Dub.co URL shortening service with robust error handling and automatic domain selection.

API.market

Official

Converts OpenAPI specifications from API.market into tools for accessing over 200 services including image generation, geocoding, and content detection through a unified authentication system

Cycode Security Scanner

Official

Integrates with Cycode's security platform to perform automated SAST, SCA, IaC, and secrets scanning on local files, Git repositories, and commit ranges with detailed vulnerability reports and remediation guidance.

N

Nekzus Utility Server

Remote

Utility server implementation providing dynamically registered tools for datetime handling, card operations, and schema conversion through a modular TypeScript architecture with stdio transport compatibility.

Integrates with Podman's API to enable container creation, management, and orchestration for automated DevOps workflows and microservices architecture deployment.

Generates unified diffs between text strings with 3 lines of context, enabling precise comparison and analysis for version control and code review tasks.

Fetches GitHub issues and transforms them into structured task descriptions for software development workflows and project management.

Enables AI to search and retrieve content from MkDocs documentation sites by leveraging existing Lunr.js indexes and converting HTML to markdown for seamless integration.

Sanity CMS

Official

Integrates with Sanity CMS to enable direct content creation, querying, and management through specialized tools for documents, datasets, schemas, releases, and embeddings

ROS MCP Server

Official

Unlock true AI-powered robotics—control and observe any ROS1 or ROS2 robot using natural language. ROS-MCP-Server bridges large language models like Claude, GPT, and Gemini with your robot, enabling seamless two-way communication with zero changes to the robot’s code. Instantly browse topics, read sensors, call services, and adjust parameters—all through intuitive commands. Perfect for debugging, real-time control, and monitoring, this server works with both simulated and real robots and supports all MCP-compatible language models. Future updates will add enhanced permissions and action support for even greater flexibility.

Integration with the Mantra Chain blockchain.

Integrates with Apifox platform to provide HTTP request testing and API endpoint validation with configurable methods, headers, and request bodies for comprehensive API testing workflows.

Provides Docker container execution with intelligent process management, background task tracking, and comprehensive file operations for isolated development environments and automated testing workflows.

Secure shell command execution server for AI models to interact with local systems while maintaining strict security controls.

Real-time documentation context through vector-based search and retrieval via Qdrant.

Provides Git operations for local repositories, enabling repository management, tag handling, and repository refreshing without direct shell access.