AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
LinkedIn Jobs MCP Server
A Model Context Protocol server that facilitates searching LinkedIn's public job listings using filters for location, job type, salary, and experience level without requiring API keys.
Oura Ring MCP Server
Enables AI assistants to access and analyze Oura Ring health data including sleep, readiness, activity, and stress metrics. Supports customizable queries, correlation analysis, and visualization capabilities for comprehensive health insights.
Firecrawl Local MCP
A tool-focused MCP server that connects to a self-hosted Firecrawl instance to provide web scraping, multi-page crawling, and site mapping in markdown format without requiring an external API key.
Claude Data Buddy
A conversational data analysis assistant that enables querying and exploration of CSV and Parquet files using natural language. It provides tools for statistical summaries, data type identification, and deep multi-step dataset analysis.
mcp-coda
MCP server for Coda.io — docs, pages, tables, rows, formulas, and automations.
Quran Cloud MCP Server
A specialized MCP server that connects LLMs to the Quran Cloud API to provide accurate textual retrieval and prevent hallucinations when referencing the Holy Quran. It allows models to fetch specific data points on-demand rather than processing the entire text in a single context window.
MCP Epic Free Games
Provides real-time information about current and upcoming free games on the Epic Games Store, including descriptions, cover images, and claim URLs.
Fathom Video MCP Server
A Model Context Protocol server that integrates with Fathom to browse meeting recordings, retrieve AI-generated summaries, and access full transcripts with speaker attribution.
MCP Database Manager
A multi-database manager for LLMs that enables secure CRUD operations across PostgreSQL, MySQL, and SQL Server using SQLAlchemy with configurable permissions.
Gemini MCP Server for Claude Code
Integrates Google's Gemini AI models into Claude Code and other MCP clients to provide second opinions, code comparisons, and token counting with support for multi-turn conversations.
Zaim API MCP Server
A TypeScript-based MCP server that integrates with the Zaim API via OAuth 1.0a, enabling users to manage financial records, categories, and accounts directly through an AI interface.
Cloudflare Remote MCP Server (No Auth)
A template for deploying custom Model Context Protocol servers on Cloudflare Workers using Server-Sent Events (SSE). It serves as a starter kit for developers to build and host remote MCP tools without authentication requirements.
MCP-RAGNAR
A local RAG server that provides sentence window retrieval and document indexing for PDF, Markdown, and Word files using local or OpenAI embeddings.
Red Team MCP
A multi-agent collaboration platform that provides access to over 1,500 models from 68 providers, enabling users to coordinate specialized AI teams via various orchestration modes like swarm and debate through MCP.
Neo4j MCP
A robust Model Context Protocol implementation for interacting with Neo4j graph databases via natural language, supporting full read/write Cypher queries, schema discovery, and parameterized execution across local and cloud environments.
Web Request MCP Server
A TypeScript-based MCP server that enables AI assistants to execute HTTP requests with full control over methods, headers, and body content, including automatic JSON handling.
Italian Cities MCP Server
An MCP server for managing an Italian cities database using Elasticsearch, providing full CRUD operations and fuzzy search capabilities for AI assistants.
NanoBanana MCP Server
A Model Context Protocol server that wraps the OpenRouter API, providing access to diverse LLMs like Google Gemini 3 Pro for chat and image-based tasks within MCP-compatible clients.
Apifox
A tool that bridges Apifox API documentation with AI assistants, allowing for the extraction of project/API IDs from URLs and fetching detailed OpenAPI specifications.
Spryker Search Tool MCP Server
A specialized MCP server for searching Spryker e-commerce framework resources, including GitHub packages, PHP code-level searches, and official public documentation.
Simple MCP Server
A minimal MCP server implementation demonstrating basic tool integration with example functions like greetings, version info, and system information. Supports both HTTP and stdio transports for connecting AI clients.
Cloudflare MCP Logging
A template and server for deploying Cloudflare Workers-based MCP servers with integrated LogPush and R2 storage for detailed execution logging and retrieval.
Claude Session MCP
A programmatic session awareness tool for Claude Code that tracks context usage, manages todos, and automates project planning documentation updates.
FastMCP Basic Server
A utility MCP server built with FastMCP providing simple greeting, mathematical calculation, and server status tools designed for AI-assisted development workflows.
azure-devops-mcp-server
A TypeScript-based MCP server for Azure DevOps that enables natural language management of work items, projects, and Git links. It supports core CRUD operations, advanced batch processing, and attachment management via the Azure DevOps REST API.
Czech Railways (České dráhy) MCP Server
A specialized MCP server for the Czech Railways (České dráhy) network, enabling real-time searches for train connections, station locations, and ticket pricing via official APIs.
WHOIS MCP Server
A Python-based MCP server that retrieves domain registration and WHOIS details using the Chinaz API, supporting both stdio and SSE protocols.
roblox-studio-mcp
Connect AI assistants to Roblox Studio — manipulate the DataModel with 14 tools
Chess MCP Server
A chess-playing MCP server that integrates the Stockfish engine to provide legal move validation, position tracking in FEN notation, and high-quality AI opponent moves.
UniFi MCP Server
A comprehensive MCP server for monitoring and managing UniFi Network Controllers. It provides 25 read-only tools to discover devices, inspect security settings, and analyze network performance using natural language.