AI and Machine Learning Servers

Provides semantic document search and retrieval through vector embeddings, enabling context-aware responses backed by specific documentation sources

Provides TypeScript/JavaScript code analysis and refactoring capabilities using ts-morph, enabling intelligent code transformations with symbol renaming, file moving with import path corrections, cross-file reference updates, type signature analysis, and module dependency exploration across entire codebases.

Bridges Claude with OpenAI's Codex through the official CLI, enabling direct consultation, stdin-piped execution for CI/CD workflows, and batch processing for automated code analysis and reviews.

Tripo 3D

Official

Bridges AI systems with the Tripo 3D generation API, enabling text-to-3D model creation and manipulation through Blender addon integration for seamless 3D content creation workflows.

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Think

Remote

Provides a dedicated thinking space for complex reasoning with encouraging feedback, enabling step-by-step analysis and memory retention without external actions.

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HuggingFace Spaces Connector

Remote

MCP server that seamlessly integrates Hugging Face Spaces with AI assistants, enabling easy access to diverse AI models and tools without manual configuration.

Enables semantic search and retrieval of specialized coding skills from GitHub repositories and local directories, using vector similarity to match tasks with relevant bioinformatics, cheminformatics, and data analysis implementations.

Integrates with Google Gemini 2.5 Flash to provide text-to-image generation, image editing, composition, and style transfer capabilities with support for base64 and file path inputs.

Bridges Google's Agent-to-Agent protocol with MCP, enabling agent discovery, registration, message sending, and task management through protocol translation between A2A's JSON-RPC messaging and MCP's tool-based interface.

Unlock powerful AI-driven control in Unity with Unity-MCP, a versatile bridge linking large language models to Unity's tools. It enables AI to understand and utilize Unity’s features—like creating, modifying, and managing GameObjects, Assets, Scenes, and more—directly inside the Unity Editor. Developers can extend Unity-MCP by adding custom tools to tailor AI interactions for advanced workflows, rapid prototyping, or automation. Designed for flexibility and future player build support, this project empowers you to integrate intelligent AI capabilities seamlessly into your Unity development process.

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Think Tool

Remote

Provides Claude with a dedicated workspace for structured reasoning through four specialized tools that enable recording, retrieving, clearing, and analyzing thoughts during complex problem-solving tasks.

Integrates with Google's Gemini 2.5 Flash Image API to provide text-to-image generation, single image editing with prompts, multi-image composition, and style transfer capabilities with automatic file saving and collision handling.

Bitte AI

Official Remote

Connects AI assistants to the Bitte AI ecosystem, enabling discovery and execution of specialized agents and tools from the Bitte registry through real-time Server-Sent Events communication.

Integrates with Fish Audio's API to generate high-quality speech from text with configurable voice models, audio formats, and real-time streaming for creating conversational applications and automated content narration.

Integrates with Microsoft PowerPlatform/Dataverse to enable intelligent access to entity metadata, attributes, relationships, and records with support for OData queries and context-rich prompts for data modeling and exploration.

AntV Visualization Libraries

Official

Integrates with AntV's visualization ecosystem to provide intelligent documentation retrieval, code examples, and best practices for g2, g6, l7, x6, f2, and s2 libraries through query preprocessing and context-aware assistance.

Enables interaction with the ChatGPT macOS app through AppleScript automation, allowing tools to send prompts via keyboard input simulation without switching interfaces.

Provides image generation across multiple AI providers (OpenAI DALL-E, Google Gemini, Replicate Flux) with unified parameter handling, automatic file saving, and provider-specific features like transparent backgrounds and seed control for flexible visual content creation.

Lara Translate

Official

Bridges to the Lara Translation API for accurate, context-aware text translations between languages with automatic language detection capabilities.

Orchestrates a team of specialized agents working in parallel to break down complex problems through structured thinking steps, enabling multi-disciplinary analysis with greater depth than single-agent approaches.

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ChuckNorris (L1B3RT4S Prompt Enhancer)

Remote

Enhances language models by fetching specialized prompts from the L1B3RT4S repository, supporting multiple LLMs including ChatGPT, Claude, and Gemini with fallback mechanisms for educational and research purposes.