Data Science & ML MCP Servers

Qdrant

Stores and retrieves information from a Qdrant vector database using the Machine Control Protocol.

Yahoo Finance

Accesses Yahoo Finance data and provides note storage and summarization functionalities.

Prompt Optimizer

Optimizes AI prompts for clarity, specificity, and structure within the Model Context Protocol.

Aurora

Integrates multi-source bioinformatics data for LLM-driven queries on plant-compound-mitochondrial relationships, focusing on potential mitochondrial Complex I inhibitors.

Homello

Facilitates LLM integration with the Homello real-estate platform via the Model Context Protocol.

Reviewer

Integrates AI code review capabilities for GitHub and GitLab pull and merge requests.

BCB Meios de Pagamento

Provides programmatic access to the Banco Central do Brasil's Open Payment Data API, enabling AI assistants to query a wide range of financial information.

Shopping Assistant

Integrates a LangGraph agent with ChatGPT Enterprise via a standardized Model Context Protocol server.

Loop for Unity

Empowers AI agents to perform any action within the Unity Editor using its comprehensive API.

Preflight

Enhances Claude Code prompt quality by preventing vague instructions, leveraging session history for context, and verifying code changes.

Memory

Provides a SQLite-backed server for persistent memory storage, full-text retrieval, and relationship graph traversal for AI assistants.

System Monitor

Exposes local machine system metrics over SSE for remote monitoring and integration.

Video Editor

Edit videos through natural language commands within Claude Desktop, performing tasks like trimming, merging, subtitling, and color grading.

Zuul

Connects AI applications to Zuul CI/CD systems, enabling programmatic interaction with build data and operational controls.

Flash Payment System

Facilitates the creation and management of bUSD1, a Bitcoin Layer 1 stablecoin backed by BITCOIN•USD•ONE Runes, featuring an AI agent-capable MCP server for autonomous Rune operations.

Edinet

Integrate with the EDINET API to access and process financial disclosure data directly from MCP clients.

LLM Benchmark

Provides AI agents with comprehensive LLM benchmark data, pricing comparisons, and model recommendations for various tasks.

Agent Feedback Loop

Establishes a community-driven database for tool quality, enabling AI agents to make more informed decisions when selecting and using tools.

PageIndex

Enables vectorless RAG for PDFs by locally serving PageIndex trees to Claude Code.

Math Tools

Empower AI agents with robust mathematical capabilities including safe expression evaluation, unit conversion, and statistical analysis.