Data Science & ML MCP Servers

AI Humanizer

Refines AI-generated content to sound more natural and human-like.

Llm-Experimentations

Explores the capabilities of Large Language Models through various experiments using ChatGPT and French IGN APIs.

SmartCity

Provides real-time data about traffic, bike-sharing, air quality, and weather in Valencia, Spain.

RAG

Provides a Retrieval-Augmented Generation (RAG) server for efficient document ingestion, vector storage, and AI-powered question answering.

Bedrock Agent

Integrates AWS Bedrock models with the Model Context Protocol, offering a full-featured web interface for interactive language model interactions.

GitHub Analyzer

Enables AI assistants to analyze and read GitHub repositories, facilitating code analysis, repository exploration, and understanding project structures.

Search Papers

Automate the search, analysis, and exploration of academic papers from arXiv for AI agents.

Memory

Provides a production-ready Model Context Protocol server implementing a three-tiered memory architecture for vertical agents.

WebNexus

Enables intelligent document discovery and semantic search through powerful web crawling and a local Retrieval-Augmented Generation system.

APIVerve

Provides seamless access to over 249 production-ready APIs through the Model Context Protocol, enabling AI assistants and MCP-compatible clients to interact with a vast ecosystem of data and functionality.

Guardrails

Provides a robust security layer for AI agents and code, implementing comprehensive input validation, output filtering, policy enforcement, audit logging, and rate limiting.

X402 Engine

Connects AI agents to a comprehensive suite of pay-per-call APIs for LLM inference, image generation, code execution, and more, utilizing HTTP 402 micropayments.

OTP/OJP

Processes Open Talent Protocol (OTP) and Open Job Protocol (OJP) documents, providing parsing, validation, and introspection tools for AI agent reasoning.

Copilot Context Management

Provides local codebase indexing, impact analysis, and context management capabilities exposed as an MCP server over SSE.

Strale

Provides a trusted capability marketplace for AI agents to access verified tools and data without direct integrations.

Polymarket

Exposes 47 Polymarket API tools for AI assistants, covering market data, orderbook, pricing, and user activity.

Stockbit Bot

Automates interaction with the Stockbit desktop application, enabling AI agents to perform financial analysis and UI operations.

Docs

Transforms web pages into context suitable for large language models.

Gavelin

Provides state legislative intelligence, including speaker-attributed hearing transcripts and comprehensive bill data, for AI agents and policy research.

Arabi Maak

Provides AI assistants with Gulf Arabic language data, enabling them to look up words, phrases, and cultural context.