Data Science & ML Servidores MCP

File Finder & Whisper STT

Provides Model Context Protocol (MCP) servers for file searching and speech-to-text conversion.

Postgres Query

Provides a secure, read-only interface for querying PostgreSQL databases within the Model Context Protocol ecosystem.

Trendwatch

Provides a FastMCP server to automate the collection and analysis of trending YouTube Shorts, enabling integration with AI platforms.

MathViz

Transforms mathematical problem descriptions into visual plots using AI.

LangGraph Claude Azure AI Search

Transforms enterprise document search into natural AI conversations by integrating Azure AI Search with Claude Desktop using LangGraph workflows and RAG.

Movies Database Workshop

Showcases AI-powered movie database interactions through a complete client-server architecture utilizing the Model Context Protocol.

FastMCP

Enables dynamic generation of Model Context Protocol (MCP) tools directly from Swagger/OpenAPI specifications.

Yachtsy

Access AI-driven yacht marketplace insights, explore 25,000+ listings, and get expert sailing advice effortlessly.

Philips Hue

Provides a network-accessible server for AI assistants to manage Philips Hue lights, groups, and scenes.

Senado BR

Provides structured access to Brazilian Federal Senate open data, including legislators, bills, votes, and committees, for AI-driven conversations.

EzBiz GovCon

Provides AI-powered federal contracting intelligence, including contract opportunity search, competitor win analysis, and agency spending insights.

PubMed & Clinical Trials

Provides AI agents with direct access to over 37 million PubMed articles and 500,000 clinical trials from official NIH data sources.

Modelmux

Orchestrates tasks across diverse AI models like Codex, Gemini, Claude, and Ollama, facilitating dispatch, broadcast, and collaboration through a unified interface.

Andrewzc

Performs vector similarity search and natural language queries on the andrewzc database.

Synthetix

Empowers AI agents with direct, programmatic access to Synthetix protocol analytics and data via a standardized API.

OCI Kafka

Provides an AI-native control interface for OCI Streaming with Apache Kafka, enabling LLM agents to securely manage Kafka clusters through structured tool execution.

OWASP Cheat Sheets

Provides an AI-optimized Model Context Protocol server that reads and structures content from the official OWASP Cheat Sheet Series at runtime.

Agent Memory

Provides persistent, searchable memory for AI coding agents, retaining context across multiple sessions.

AskAHuman

Empowers AI agents to request human verification for tasks requiring real-world understanding, common sense, or subjective evaluation.

RTFM

Provides AI coding agents with accurate, on-demand project context by indexing and retrieving comprehensive project intelligence across code, documentation, specifications, and data.