AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Ytstream Download Youtube Videos MCP Server
Provides access to the Ytstream API for retrieving YouTube video information and direct download links with support for geo-targeting and language preferences.
Trabuco
Generate and manage production-ready Java multi-module Maven projects via AI coding agents
SafeNest MCP Server
Provides AI-powered child safety tools to detect bullying, grooming, and unsafe content within digital conversations. It enables AI assistants to perform emotional analysis and generate age-appropriate safety action plans or incident reports.
NIH Reporter MCP Server
A programmatic interface to the NIH Reporter API that allows AI assistants to search and retrieve detailed data on NIH-funded research, grants, investigators, and funding amounts.
Jokes MCP Server
An MCP server that integrates with Microsoft Copilot Studio to deliver humor content upon request, providing Chuck Norris and Dad jokes through standardized LLM context protocol.
Excalidraw MCP Server
Enables creation, management, and export of Excalidraw drawings through natural language. Supports CRUD operations on drawings and export to SVG, PNG, and JSON formats with file-based storage.
Skim
MCP (Model Context Protocol) Server. Code compression tool that reduces code size 60-95% for LLM context optimization
Hacker News MCP Server
Enables access to Hacker News data including top stories, new stories, specific story details, and search functionality. Integrates with Poke to provide Hacker News content through natural language interactions.
promptspeak-mcp-server
Pre-execution governance for AI agents. Intercepts MCP tool calls before execution with deterministic blocking, human-in-the-loop holds, and behavioral drift detection.
basic-mcp
A robust suite of deterministic utility tools designed to handle mathematical calculations, date-time manipulation, string processing, and data validation tasks that LLMs often struggle to perform reliably.
Nextcloud Cookbook MCP Server
A Model Context Protocol server that integrates with the Nextcloud Cookbook app, allowing AI assistants to search, manage, and import recipes directly from a Nextcloud instance.
copilot-api-mcp-server
github copilot ai endpoint provide
humanpages
MCP Server for AI agents to discover and hire humans for real-world tasks via humanpages.ai
mcp-simple-memory
Persistent memory for Claude Code via MCP. SQLite + optional semantic search. Zero native deps. Works on Windows/Mac/Linux.
Ticket-Generator MCP
A Model Context Protocol (MCP) server implemented in Streamable HTTP transport that allows AI models to interact with the Ticket Generator APIs, enabling fetching active events lists, and generating tickets via 3 different modes.
rain-mcp-server
Rain Elasticsearch MCP Server
MCP-Enhanced-Data-Retrieval-System
An enterprise-grade MCP server that integrates GitHub repositories and internal documentation using vector-based semantic search and OAuth 2.1 authentication. It features optimized 1500-token context chunking and parallel retrieval for low-latency AI assistance.
Building-an-MCP-Server-with-OCR
An MCP server that provides advanced document intelligence by combining PDF text extraction with Tesseract OCR for scanned documents, featuring an intelligent caching system.
ateam-mcp
Build, validate, and deploy multi-agent AI solutions from any AI environment.
SearchCAIE MCP Server
Enables searching and retrieving CAIE past-paper questions with filters for subjects, years, and specific topics. It provides LLM-friendly responses including concise text previews and structured JSON data for single or multi-topic queries.
toon-parse-mcp
A specialized MCP server that reduces LLM token consumption by converting data formats like JSON/XML to TOON and stripping non-essential context from code files.
preflight-dev
Preflight checks for AI coding agents — catch vague prompts, surface missing context, search session history
JIRA MCP Server
A robust MCP server for interfacing with Jira Cloud and Data Center, featuring AI-optimized data cleaning, relationship tracking, and dual transport support via STDIO and Streamable HTTP.
voiceroid_daemon-mcp
A text-to-speech MCP server that interfaces with VOICEROID2 via voiceroid_daemon, enabling Japanese speech synthesis and phonetic kana conversion with adjustable voice parameters.
arXiv
MCP (Model Context Protocol) Server. Enables search and retrieval of academic papers from arXiv, providing access to cleaned titles, abstracts, and full content for research workflows and literature reviews.
Python Documentation Search
MCP (Model Context Protocol) Server. Enables AI assistants to retrieve up-to-date documentation from popular Python libraries by performing targeted Google searches within specific documentation domains and extracting relevant content.
gitrama-mcp
AI-powered Git workflow intelligence — 10 tools for commit messages, branch naming, PR descriptions, changelogs, and stream-based context management. Works with Cursor, Claude Desktop, Windsurf, VS Code, and all MCP clients.
Inlay
Make any website discoverable by AI agents via MCP, llms.txt, and structured data.
bgpt-mcp
Search scientific papers with full-text experimental data: methods, results, quality scores.
PostgreSQL MCP Server
A PostgreSQL MCP server that provides secure, read-only access to database schemas and content using SQL queries within mandatory read-only transactions.