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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Polymarket MCP Server

Enables AI agents to interact with the Polymarket prediction market platform to discover markets, analyze real-time pricing, and monitor public portfolio data. It provides comprehensive access to market analytics, implied probabilities, and order books through the Model Context Protocol.

timelines-mcp

A specialized MCP server designed to help Language Models maintain narrative consistency and track chronological events and character developments in long-form fiction or historical accounts.

Example MCP Server

A Node.js/TypeScript MCP server template with sample tools (ping and system_info) that demonstrates how to build custom tools for Claude Desktop using stdio transport.

Systemctl

MCP (Model Context Protocol) Server. Bridges Claude with systemd services, enabling direct management of system services through a FastMCP server that communicates using Server-Sent Events.

File Finder

MCP (Model Context Protocol) Server. Enables quick file location through natural language queries by searching filesystems based on path fragments and returning detailed metadata including name, path, size, and creation date.

1 tool

Cloudflare Edge Services

MCP (Model Context Protocol) Server. Provides image generation, URL content extraction, and web search capabilities through Cloudflare Workers deployed globally on edge networks for high performance and scalability.

1 tool

MCP-SERVER

A specialized Python debugging server that streamlines the pytest workflow by extracting failure locations, providing surrounding code context, and offering optional LLM-powered fix suggestions.

5 tools

Kaggle-mcp

An MCP server that provides seamless integration with the Kaggle API. Interact with Kaggle competitions, datasets, kernels, and models through MCP-compatible clients like Claude Desktop.

38 tools

KYC-mcp-server

Know Your Computer (KYC) - MCP Server compatible with Claude Desktop. Comprehensive system diagnostics for Windows, Mac OS and Linux operating system with AI-powered recommendations.

13 tools

Eolink OpenAPI

A robust MCP server that integrates Eolink OpenAPI into development environments, allowing users to discover, explore, and test APIs directly within their IDE.

3 tools

WHO MCP Server

A Model Context Protocol server providing comprehensive access to the World Health Organization's Global Health Observatory data, allowing users to query health indicators, country statistics, and time-series trends via OData.

1 tool

USA Spending MCP Server

This leverages the official source of government spending data USASPENDING.gov. Which enables one to track government spending over time, search government spending by agency, explore government spending to communities, and much more.

10 tools

IIIF

Comprehensive IIIF (International Image Interoperability Framework) protocol support for searching, navigating, and manipulating digital collections from museums, libraries, and archives worldwide.

11 tools

ArchiMate MCP Server

A specialized MCP server for ArchiMate 3.2 enterprise architecture, enabling AI to create, validate, and visualize complex multi-layer diagrams using Mermaid and XML export.

4 tools

AWS Open Data

Search and explore datasets from the AWS Open Data Registry with fuzzy matching and detailed dataset information.

2 tools

NestJS MongoDB MCP Server

A robust NestJS-based MCP server providing comprehensive MongoDB CRUD and aggregation operations for AI assistants with support for both STDIO and HTTP transports.

7 tools

Ntropy

A financial data enrichment server that integrates with the Ntropy API to categorize transactions and manage account holder profiles.

2 tools

Hacker News

An MCP server that provides structured access to Hacker News data including top, best, and new stories, as well as detailed story and user information via the Firebase API.

NotebookLM MCP Server

A comprehensive MCP server providing programmatic access to Google NotebookLM, allowing users to manage notebooks, perform deep research, query sources with AI, and generate multimedia content like podcasts and slide decks.

26 tools

apple-notes-mcp

MCP server for Apple Notes. Semantic search, full CRUD, works with MCP clients.

Zoho Timeline MCP Server

A specialized MCP server for Zoho CRM that captures timeline screenshots and uses OCR and Vision APIs to extract chronological events, workflows, and function executions into structured data.

5 tools

Attio MCP Server

Enables AI assistants to interact with Attio CRM through natural language, providing complete access to companies, people, deals, tasks, lists, notes, and records with advanced search, batch operations, and relationship management.

Deco Site Loaders

A gateway that transforms Deco site loaders into dynamic MCP tools, allowing AI models to discover and invoke website capabilities through extracted schemas.

Bloom Growth

An MCP server that enables AI assistants to interact with Bloom Growth's platform through GraphQL schema introspection and operation execution.

4 tools

Example MCP Server

A demonstration MCP (Model Control Protocol) server built with FastMCP framework that allows integration with Claude Desktop, Cursor, and Claude Code IDEs.

Notion

A containerized Notion integration server that provides a consistent environment for connecting AI models to Notion through the Model Context Protocol.

Perplexity

An MCP server that integrates the Perplexity API to provide real-time internet research and chat completions with source citations.

1 tool

IsItDown

MCP (Model Context Protocol) Server. Integrates with isitdownrightnow.com to check website status, providing real-time availability information and last known downtime for monitoring and troubleshooting purposes.

1 tool

PyMOL

A PyMOL integration for molecular visualization that enables protein structure analysis and rendering through natural language commands.

Perplexity AI

A Python-based MCP server that integrates Perplexity AI into development environments, featuring persistent SQLite-backed chat history and specialized tools for technical queries.

4 tools