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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

BeeBoo MCP Server

Enables AI agents to interact with BeeBoo's human-in-the-loop infrastructure for managing knowledge bases, requesting human approvals, and tracking work requests. It provides tools for semantic search, authorization workflows, and task creation across platforms like Claude and Cursor.

GitLab MCP Server

Connects AI assistants to GitLab, enabling natural language queries for merge requests, reviews, discussions, pipeline tests, and job logs with the ability to respond to comments and resolve discussions.

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling natural language queries for merge requests, code reviews, test reports, pipeline status, and discussions with support for commenting and resolving threads.

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.

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.

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.

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.

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.

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.

FAQ RAG MCP Server

Enables semantic search and question-answering over FAQ documents using RAG (Retrieval-Augmented Generation) with OpenAI embeddings and in-memory vector similarity.

Aristotle MCP Server

Enables LLMs to prove theorems in Lean and formalize mathematical problems using the Aristotle API, supporting both formal Lean code and natural language problem submissions.

Tusk Drift MCP

Enables AI assistants to search, analyze, and debug application API traffic captured by Tusk Drift, including HTTP requests, database queries, distributed traces, latency metrics, and error rates.

Coolify MCP Tools

Enables AI assistants to manage Coolify infrastructure including servers, applications, databases, deployments, and 80+ one-click services through 98 comprehensive tools for both cloud and self-hosted instances.

stack-mcp

The Stack Overflow MCP Server is for developers—from community members building open-source projects to small teams experimenting with AI agents and prototypes—who want to incorporate Stack Overflow’s trusted knowledge directly into their IDEs and applications.

LLDB MCP Server

Provides structured debugging capabilities through LLDB, enabling AI assistants to set breakpoints, inspect variables, analyze crashes, disassemble code, and evaluate expressions in C/C++ programs.

LightRAG MCP

Enables querying an internal LightRAG knowledge base to retrieve technical documentation and structured information using hybrid search modes. It facilitates the integration of raw text or HTML results from a LightRAG server into LLM workflows.

MCP For Unity

Enables AI clients to interact with and control the Unity Editor through a Python MCP server bridge, allowing natural language-based Unity project manipulation.

GraphQL-Agent

Ask SubQuery is an AI-powered GraphQL Agent designed for exploring and querying SubQuery projects and Subgraphs. Simply ask questions in natural language about your indexed blockchain data, and the agent automatically performs schema introspection, discovers relevant fields and types, and generates

Residue Token Market (RTM)

Enables autonomous agents to discover and bid on unused LLM token quota through a machine-to-machine secondary exchange protocol. It utilizes a Proof-of-Residue handshake to verify compute capacity and facilitate the real-time acquisition of verified residue tokens.

MCP Zephyr

Enables comprehensive test management in Zephyr Scale Cloud, including creating and managing test cases, executing tests with step-by-step results, organizing test cycles and plans, and performing advanced JQL searches.

GitLab MCP Server

Enables AI assistants to interact with GitLab projects, allowing users to query merge requests, view code reviews and discussions, check pipeline test results, and respond to comments through natural language chat commands.

GitLab MCP Server

Connects AI assistants to GitLab, enabling natural language queries to view merge requests, review discussions, test reports, pipeline status, and respond to comments directly from chat.

Cloudflare Playwright MCP

Enables AI assistants to control a browser through Playwright running on Cloudflare Workers, allowing web automation tasks like navigation, typing, clicking, and taking screenshots through natural language.