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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Memory Bank MCP Server

MCP protocol server for managing multi-project Markdown documents, supporting project isolation and LLM tool integration.

CosmWasm Blockchain

MCP (Model Context Protocol) Server. Bridges with CosmWasm-based blockchains using cw-orchestrator, enabling querying contract state, executing transactions, checking balances, and retrieving blockchain information without direct access to underlying infrastructure.

3 tools

Monad NFT Launch Tool

An MCP server that helps users create NFT collections, deploy smart contracts to the Monad blockchain, and generate mint websites with Claude AI integration.

GitLab MCP Server

Connects AI assistants to GitLab, enabling natural language queries for merge requests, code reviews, pipeline tests, job logs, and commit discussions directly from chat.

IMS MCP Server

Exposes the Integrated Memory System (IMS) capabilities, including session management, memory storage, and RAG-based context search, via the Model Context Protocol. It allows MCP-aware clients to interact with IMS backends to maintain long-term memory and context across sessions.

Financial Analysis MCP Server

Enables LLMs to retrieve, analyze, and visualize stock prices and financial report data for quantitative trading research and investment analysis. Provides real-time and historical stock data, financial statement analysis, key metric calculations, and trading signal visualization.

Wake County Public Library

Enables searching the Wake County Public Library catalog and all NC Cardinal libraries, returning book details including title, author, format, availability status, and direct catalog links.

Poke-MCP

A Model Context Protocol server that provides comprehensive Pokemon data and battle simulation capabilities to AI assistants. It enables users to access detailed stats, types, and moves while simulating battles with realistic mechanics like type effectiveness and status effects.

AI Book Agent MCP Server

Provides AI assistants with intelligent access to ML textbook content for creating accurate, source-grounded documentation using local models for privacy and cost efficiency.

DiagramMCP

A comprehensive MCP server for dynamically generating and validating software development diagrams—including architecture, sequence, and database ER diagrams—using Mermaid syntax.

8 tools

MCP Server

Provides remote filesystem operations, git repository management, and process execution capabilities for AI agents through the Model Context Protocol.

Medicaid MCP Server

Provides access to Medicaid public data including drug pricing (NADAC), state enrollment trends, federal upper limits, drug rebate information, and utilization statistics through a hybrid CSV caching and DKAN API approach.

brd-enhancer-mcp

Enhances developer tasks by retrieving relevant context from project documentation via a backend API. It enables users to generate enriched task descriptions and prompts by automatically integrating specific technical details from their project documents.

research

UK property research tools - crime stats, schools, demographics, valuations for AI.

Instagram Download MCP Server

A Model Context Protocol server that uses Instaloader to download Instagram posts, videos, stories, highlights, and profile pictures with optional metadata extraction.

5 tools

Pathfinder MCP Server

A workflow enforcement server that implements a structured Research → Plan → Implement (RPI) cycle for complex coding tasks with gated phase transitions and automatic context compaction.

7 tools

Godot Scene Analyzer

Analyzes Godot game projects to enforce ECS architecture patterns, automatically detecting when scene scripts contain game logic that should be in the ECS layer and validating separation between presentation and logic code.

PT-MCP (Paul Test Man Context Protocol)

Provides comprehensive codebase analysis and semantic understanding through integrated knowledge graphs, enabling AI assistants to understand project structure, patterns, dependencies, and context through multiple analysis tools and format generators.

CockroachDB MCP Server

A robust CockroachDB interface for AI assistants that enables natural language database management, complex schema discovery, and secure CRUD operations with built-in transaction support.

20 tools

Where's Waldo Rick

An MCP server that provides agentic vision capabilities for visual regression testing by capturing and comparing screenshots using Gemini Flash. It enables users to detect UI changes and conduct conversational investigations to distinguish between intended and unintended visual modifications.

Cloudflare Playwright MCP

A Cloudflare Workers-based MCP server that allows AI assistants to perform web automation using Playwright, including navigation, element interaction, and visual capture.

4 tools

FGJ Multimedios MCP Server

An MCP server designed for sending automated institutional emails via Gmail SMTP, specifically tailored for FGJ Multimedios with automatic management signatures.

2 tools

claude-session-manager

Claude Code Session Manager

Zintlr MCP Server

Integrates LLMs with the Zintlr sales intelligence platform to search for prospects, companies, and contact information. It provides tools for profile retrieval, lead generation, and technology stack analysis via a remote MCP interface with secure OAuth authentication.

FastMCP Documentation & Web Scraping Server

A tool-based MCP server that scrapes web content into markdown using the Jina Reader API and provides indexed search over documentation files using minsearch.

3 tools

MCP Server for Azure DevOps

Provides AI assistants with comprehensive access to Azure DevOps services including work items, repositories, pull requests, wikis, builds, pipelines, and test plans through 25+ MCP tools with multi-project support.

puppeteer-mcp

Enable AI assistants to control web browsers through natural language. This Apify Actor is a Model Context Protocol (MCP) server that gives Claude, ChatGPT, and other AI agents browser automation tools to scrape data, fill forms, take screenshots, and automate any web task.

Mindmup2GoogleDriveMCP

A specialized MCP server for managing MindMup mind maps stored on Google Drive, allowing users to search, retrieve, and parse complex visual data structures through natural language interfaces.

4 tools

GitHub MCP Server

A specialized GitHub MCP server for developer performance analysis, enabling agents to track PR contributions, review impact, and comprehensive activity metrics across repositories.

6 tools

MCP Inventario

A modular MCP server for personal or business inventory management using MongoDB and Mongoose. It features comprehensive CRUD operations for items and categories, and includes a Groq AI integration for natural language interactions.

7 tools