Data Science & ML MCP Servers

Excel Reader

Facilitates reading data from Microsoft Excel files via a Model Context Protocol (MCP) server.

WindTools

Enables semantic code search and repository indexing for improved code understanding and retrieval.

My Agent System Prompt

Provides system prompts for AI agents used in various AI clients.

Aster Info

Provides structured access to Aster DEX market data, including candlesticks, order books, trades, and funding rates.

CC-Meta

Evaluates AI prompts to provide instant feedback on clarity, specificity, and completeness directly within the terminal.

Langchain Playground

Explores and demonstrates various LLM-related tools and integrations, including LangChain.js, LangGraph, Slack, and the Model Context Protocol.

Daizo

Provides AI assistants with direct access to Buddhist text databases for high-performance text search and retrieval.

Australian Postcodes

Offers a high-performance Model Context Protocol (MCP) server for Australian postcode and suburb data, featuring intelligent fuzzy matching and AI-optimized capabilities.

VideoCutter

Integrates video, audio, and image processing with advanced AI and MCP protocol support for intelligent, natural language-driven media content creation.

HackerNews

Offers comprehensive access to the HackerNews Algolia API, enabling AI assistants and Model Context Protocol clients to interact with its content.

Skill Hub

Manages and serves a dynamic collection of AI skills, making them discoverable and usable via the Model Context Protocol.

DAUT

Automatically generates and updates comprehensive documentation for your codebase using AI.

Image Recognition

Leverage AI to analyze images from URLs and generate detailed descriptions using OpenAI's vision models.

QGIS Tool

Automates QGIS geospatial processing by transforming natural language commands into executed workflows via an LLM-powered agent.

Lenny RAG

Provides hierarchical Retrieval-Augmented Generation (RAG) over Lenny Rachitsky podcast transcripts, enabling efficient retrieval of insights and examples.

Cairn

Provides persistent, searchable memory for AI agents and human users through intelligent capture, enrichment, and retrieval mechanisms.

Claude Total Memory

Provides persistent memory and self-improving capabilities for Claude Code and OpenAI Codex CLI through a Model Context Protocol (MCP) server.

Codeix

Provides fast semantic code search for AI agents, enabling them to find symbols, references, and callers across any codebase.

Aura

Uncover and make understandable Finnish open data, serving as an MCP-server for AI and an open web service for people.

Gomcp

Provides a production-ready template for building Model Context Protocol (MCP) servers with full 2025-06-18 specification support in Go.