Data Science & ML Servidores MCP

Qdrant

Connects language models to a Qdrant vector database for storing and retrieving information.

MySQL

Enables LLMs to inspect MySQL database schemas and execute read-only queries.

Perplexity Ask

Connects to the Perplexity API, enabling real-time, web-wide search within the Model Context Protocol ecosystem.

Minions

Enables collaboration between small, on-device LLMs and larger cloud-based models for cost-efficient language processing.

Spring AI Examples

Provides example applications demonstrating the use of the Spring AI project.

Rulego

Orchestrates components within a lightweight, high-performance rule engine framework for Go applications.

Windbg Analyzer

Enables AI models to analyze Windows crash dumps by bridging LLMs with WinDBG/CDB.

Npcpy

Facilitates the integration of AI models into daily workflows through agent-based frameworks and command-line tools.

LitterBox

Provides a secure sandbox environment to test payloads against detection mechanisms before deployment.

Lunary

Offers a comprehensive production toolkit for large language models, providing observability, prompt management, and evaluation capabilities to enhance LLM development.

LoopGPT

Provides a modular and extensible Python framework for building and managing Auto-GPT agents.

SmythOS

Provides a robust and scalable operating system foundation for building, deploying, and managing intelligent AI agents.

Microsoft Docs

Enables AI assistants to access and search official Microsoft documentation in real-time.

ChunkHound

Transforms codebases into searchable knowledge bases for AI assistants, providing both semantic and regex search capabilities via the Model Context Protocol.

Grok Search

Integrate real-time search capabilities into AI models like Claude for enhanced information retrieval and fact-checking.

Datagouv

Enables AI chatbots to directly search, explore, and analyze datasets from the French national Open Data platform, data.gouv.fr, through natural language conversations.

ToolUniverse

Democratizes AI scientists by providing an ecosystem for creating powerful research partners from any large language model.

ShipSwift

Empowers Large Language Models with a production-ready SwiftUI component library and full-stack recipes for building real iOS applications.

Brasil

Integrates over 300 tools from 39 public Brazilian APIs, enabling AI agents to access government data across various sectors like economy, legislature, and transparency.

Korean Law

Integrates 39 Korean legal APIs into 14 streamlined tools for AI-powered search, retrieval, and analysis of laws, precedents, ordinances, and treaties.