AI / ML

A Python application that loads and processes both web pages and local documents, indexing their content using embeddings, and enabling semantic search queries.

by codingthefuturewithai

MCP server for Prometheus integration

Specialized AI skills, agents, rules and hooks for modern Rails AI driven-development + Spec-Driven-Development kit + MCP

by ThibautBaissac

A Ruby gem implementation of a Model Context Protocol (MCP) server for Rails projects. This server allows LLMs (Large Language Models) to interact with Rails projects through the Model Context Protocol.

by maquina-app

Manage your Railway.app infrastructure effortlessly through natural language commands. Deploy services, manage environment variables, monitor deployments, and orchestrate your projects seamlessly. Enhance your productivity by integrating Railway management directly into your AI workflows.

Interact with your Raindrop.io bookmarks seamlessly. Create, search, and filter bookmarks using a simple interface that enhances your productivity. Leverage the power of LLMs to manage your bookmarks effortlessly.

An integration that allows LLMs to interact with Raindrop.io bookmarks using the Model Context Protocol (MCP).

by hiromitsusasaki

Headless IDA Pro MCP Server — expose IDA Pro's reverse engineering capabilities to AI agents for more efficient automated analysis.

by RamuneIDA

Hybrid governance framework combining Rust-based security scanning with Python application development through contract decorators, enabling automated security auditing and architectural constraint enforcement.

MCP server library that exposes a Ratel tool catalog as a Model Context Protocol server. The inverse of @ratel-ai/sdk's registerMcpServer.

by GitHub Actions

Design intelligence for AI-generated UI — principles, patterns, content, brand, design tokens.

by ravenmcp

MCP server for AI-assisted RAW photo development via RawTherapee

by Luca Marien

⚡ Claude Desktop MCP server for Ray distributed computing - manage clusters through natural language!

MCP server that exposes @razroo/parallel-mcp orchestration tools over stdio

by razroo

MCP server for Razz.games - play provably fair dice, flip, crash, plinko, limbo, mines, tower & HexWar with real SOL wagering from any AI agent

by razzdotgames

MCP server for interacting with the Vinted marketplace

by rbillon59

MCP Server for Graphiti memory and document chunking with intelligent Markdown processing.

# MCP RDKit Project ## Overview The `mcp_rdkit` project integrates the RDKit library with the MCP (Model Context Protocol) framework to provide advanced chemical informatics tools. It includes functionalities for molecular visualization, descriptor calculation, and interaction with an MCP server. ## Features - **Molecular Visualization**: Generate images of molecules using RDKit. - **Descriptor Calculation**: Compute molecular descriptors such as molecular weight, logP, and more. - **MCP Server Integration**: Communicate with an MCP server for advanced chemical informatics tasks. ## Project Structure - `mcp_rdkit/` - `__main__.py`: Entry point for the application. It initializes the MCP server and runs it in "stdio" mode. - `rdkit_helper.py`: Contains helper functions for RDKit operations, including: - Converting PIL images to base64. - Interfacing with the MCP server. - Utilizing RDKit for chemical computations. - `setup.py`: Configuration for packaging and distribution. ## Requirements - Python 3.8 or higher - RDKit library - MCP framework ## Installation 1. Install the package using pip: ```bash pip install mcp-rdkit ``` 2. Run the application: ```bash python -m mcp_rdkit ``` ## Demo You can integrate this directly into Claude App:  .png) .png) ## Usage - **Run the MCP server**: The application starts an MCP server that can process chemical informatics tasks. - **Generate molecular images**: Use the RDKit helper functions to visualize molecules. - **Calculate descriptors**: Leverage RDKit's descriptor calculation tools for chemical analysis. ## MCP Configuration Example To use the RDKit server with MCP, add the following configuration to your `mcp` config file: ```json "rdkit-server": { "type": "stdio", "command": "python", "args": [ "-m", "mcp_rdkit" ] } ```

MCP server that enables language models to interact with RDKit through natural language

by tandemai-inc

Reachy Mini MCP | Give your AI a body. This MCP server lets AI systems control the Pollen Robotics Reachy Mini robot. | Speak, listen, see you, and express emotions through physical movement and voice. | Works with Claude, Windsurf, Cursor, or any MCP-compatible AI. | Zero robotics expertise required.

by jackccrawford

MCP server providing access to 135+ animated React components from ReactBits.dev

by theceodev

MCP Server for React Bits - Access 99+ React components with animations, backgrounds, and UI elements

by duocreativelabs

Enable Claude AI to manage and interact with React applications seamlessly.

A 4-stage reading companion that guides users through structured interviews to discover preferences, generates curated book recommendations with thoughtful sequencing, and maintains detailed progress tracking with reflective logging stored locally in markdown format.