Data Science & ML MCP Servers

Chainlit Demo

Facilitates testing Model Context Protocol (MCP) Servers using Chainlit.

Qdrant

Manages vectors, performs similarity searches, and provides automatic text-to-vector embedding for the Qdrant vector database.

LLMs

Exposes project-specific `llms.txt` files as resources for AI context enhancement via the Model Context Protocol.

YouTube

Connects the YouTube Data API v3 to an MCP server using MuleSoft, enabling AI agents to query YouTube content.

ImageGen

Enables high-performance, scalable image generation using DALL·E 3 through a standardized Model Context Protocol (MCP) interface.

Prompt Cleaner

Cleans and normalizes large language model prompts, redacts sensitive information, and standardizes output formats.

Reddit

Provides large language models with comprehensive Reddit access via a three-layer architecture, optimizing research and content retrieval.

Voice Generation

Converts text to speech using the Minimax AI API and automatically uploads generated audio files to Amazon S3.

Deepgram

Provides an MCP server to access Deepgram's advanced speech recognition and text-to-speech functionalities.

EPH Emergent Pattern Hunter

Transforms how AI systems reason by simulating the emergence of insights from interacting thought fragments, mimicking complex physical systems.

PostgSail

Enables AI agents with read-only access to PostgSail marine data systems for monitoring and analysis.

Country Explorer

Orchestrates an MCP server with a LangGraph agent to generate rich, image-embedded markdown profiles for countries.

Central Memory

Provides persistent knowledge graph storage for AI assistants in VS Code, leveraging Azure Functions and Table storage.

OpenAI Responses

Integrates the OpenAI Responses API as a lightweight Model Context Protocol (MCP) server, empowering models with autonomous web search capabilities.

OpenSCAD

Integrates OpenSCAD's command-line interface into MCP-compatible clients, enabling validation, rendering, and export of parametric 3D models.

LightRAG

Integrates LightRAG capabilities with AI tools via a unified MCP protocol interface.

152 FZ Data Anonymizer

Automates the detection and masking of sensitive personal data in text, ensuring compliance with Russian Law 152-FZ.

Beodata

Provides agentic AI models with structured access to the complete Old English text of Beowulf, including its dictionary and linguistic annotations, via an MCP server.

Clude

Provides persistent, searchable memory to AI agents through a self-hosted Model Context Protocol server, backed by Supabase.

Italy Open Data

Exposes Italian open data including municipalities, provinces, regions, postal codes, and geographical information through developer-friendly tools.