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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

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.

glider

Roslyn-powered C# code analysis server for LLMs. Supports stdio and HTTP transports.

Loc Knowledge Graph Memory Server

Enables Claude to remember information about users across conversations by storing and retrieving data as entities, relations, and observations in a persistent local knowledge graph.

AIStatusDashboard

A read-only MCP server providing real-time status monitoring, incident history, and performance metrics for major AI service providers like OpenAI, Anthropic, and Gemini.

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.

5 tools

website-search

Write better incident response and other reports, get guidance on security best practices.

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.

mcp-server

Create, upload, and manage contracts from AI assistants. AI analysis and e-signatures.

contextlayer-mcp

Personal context management for AI assistants

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

3 tools

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.

Buienradar MCP Server

A specialized MCP server that provides real-time, 2-hour precipitation forecasts for specific coordinates using the Buienradar API, ideal for checking localized weather conditions.

1 tool

Pollinations Think MCP Server

A sophisticated reasoning and research MCP server that leverages Pollinations AI's DeepSeek and SearchGPT models for multi-cycle strategic analysis and real-time web information retrieval.

3 tools

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.

AlphaVantage

MCP (Model Context Protocol) Server. Bridges AlphaVantage's financial data ecosystem by providing real-time access to stock market, forex, cryptocurrency, and fundamental financial metrics for data-driven investment research and analysis.

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.

20 tools

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.

11 tools

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.

Gmail MCP Server

Enables AI applications to send emails, manage drafts, and compose professional emails through Gmail API with secure multi-user OAuth2 authentication and encrypted token storage.

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.

4 tools

Haiguitang MCP Server

A gaming MCP server that enables LLMs to host Situation Puzzles (Lateral Thinking Puzzles), managing game rules, riddle inventories, and interactive logic puzzles.

3 tools

Neo4j Memory Server

Provides AI assistants with persistent graph-based memory capabilities using Neo4j, enabling semantic search, relationship tracking, and knowledge organization across multiple project contexts.

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.

5 tools

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.