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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Hatch MCP Server

A Model Context Protocol server for Hatch API integration that provides tools for finding and verifying contact information including emails, phone numbers, LinkedIn profiles, and company data.

MCP Civil Tools

A Python-based MCP server that provides coordinate conversion between latitude/longitude and UTM/TWD97, along with various civil engineering calculation tools for LLM and AI application integration.

Python MCP Server Template

A standardized foundation for building Model Context Protocol servers that integrate with VS Code, using Python with stdio transport for seamless AI tool integration.

Xava Labs MCP Template

A template repository for building Model Context Protocol (MCP) servers that enables developers to create interactive AI agents with real-time bidirectional communication capabilities through WebSocket and SSE endpoints.

crypto-whitepapers-mcp

An MCP server serving as a structured knowledge base of crypto whitepapers for AI agents to access, analyze, and learn from.

ynab-mcp

A Model Context Protocol (MCP) server for interacting with YNAB (You Need A Budget). Provides tools for accessing budget data through MCP-enabled clients like Claude Desktop.

Gumroad

A Model Context Protocol (MCP) server implementation for Gumroad, enabling MCP-compatible AI clients like Claude Desktop to interact with Gumroad API.

Python Codebase Analysis RAG System

An MCP server that analyzes Python codebases using AST, stores code elements in a vector database, and enables natural language queries about code structure and functionality using RAG with Google's Gemini models.

MCP Search Server

Provides web search functionality for the Gemini Terminal Agent, handling concurrent requests and content extraction to deliver real-time information from the web.

Printify MCP Server

A Model Context Protocol server that allows AI assistants like Claude to integrate with Printify's print-on-demand platform, enabling product creation, management, and AI-generated design uploads through natural language commands.

MCP Think

A Model Context Protocol server that provides AI assistants like Claude with a dedicated space for structured thinking during complex problem-solving tasks.

MCP File System Server

A simple Model Context Protocol server that enables AI assistants to interact with local file systems, allowing them to read, write, update, and delete files within a specified project directory.

Investor Persona MCP Server

Provides AI-powered investor persona simulations through the MCP protocol, allowing users to access perspectives of notable venture capitalists like Fred Wilson and Peter Thiel for investment analysis.

defi-yields-mcp

An MCP server for AI agents to explore DeFi yield opportunities, powered by DefiLlama.

Ares DevOps MCP Server

An MCP server that provides seamless interaction with Azure DevOps Git repositories, enabling users to manage repositories, branches, pull requests, and pipelines through natural language.

sbwsz-mcp

Provide seamless access to Magic: The Gathering Chinese card data from 大学院废墟(sbwsz.com) through a set of powerful query tools. Search cards by complex criteria, retrieve card sets, and get detailed card information to enhance your applications or workflows.

Monad MCP Server

Enables interaction with the Monad testnet to check balances, examine transaction details, get gas prices, and retrieve block information.

MCP AI Monitor

An advanced system monitoring solution that uses unsupervised machine learning algorithms to detect abnormal resource usage patterns in real-time, with features including anomaly detection, process analysis, and Discord integration.

doc-lib-mcp

A Model Context Protocol server for ingesting, chunking and semantically searching documentation files, with support for markdown, Python, OpenAPI, HTML files and URLs.

Remote MCP Server with Bearer Auth

A Cloudflare Workers-based MCP server implementation that supports OAuth login and bearer token authentication, allowing secure connection from MCP clients like Claude Desktop and the MCP Inspector.

Beehiiv MCP Server

A Model Context Protocol server that enables Large Language Models (like Claude) to interact with Beehiiv publications and posts through standardized tools and the Beehiiv API v2.

MCP-AWS

A custom server with tools that enable AI agents to provision and terminate AWS EC2 instances through natural language commands.

grasp

Self-hosted Browser Using Agent with built-in MCP, A2A support.

Microsoft Graph MCP Server

A Model Context Protocol server that connects to Microsoft Graph API, allowing AI assistants to query and access data from Microsoft Entra ID (formerly Azure Active Directory).

Integrator MCP Server

A Model Context Protocol server that allows AI assistants to invoke and interact with Integrator automation workflows through an API connection.

MCP Python Demo

An MCP-based project that integrates Zhipu AI and Tencent Map APIs to provide weather queries, geocoding, and web search functionality through both command-line and web interfaces.

MCP Weather Server

A simple server that implements the Model Context Protocol, allowing AI models like Claude to fetch real-time weather information for any location using the wttr.in API.

MCP Logging NL Query Server

Allows developers and AI Agents to query Google Cloud Logging using natural language, translating queries into Google Cloud Logging Query Language (LQL) with Vertex AI Gemini 2.5.

MCP Devcontainers

An MCP server that enables interaction with development containers through the devcontainers CLI, allowing users to start, run commands in, and execute arbitrary shell commands inside devcontainers.

Everything Search MCP Server

Provides fast file searching capabilities across Windows, macOS, and Linux operating systems using platform-specific search technologies.