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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling natural language queries for merge requests, code reviews, test results, pipelines, and discussions. Supports viewing MR details, responding to comments, and analyzing CI/CD job logs.

test-serper-mcp

Provides access to Serper.dev's Google Search API for searching, news, images, and places with support for both API key authentication and blockchain-based pay-per-use payment.

Spotify MCP Server

Enables AI assistants to control Spotify playback, search for music, manage playlists, and interact with your Spotify library through natural language commands.

Date MCP Server

Provides AI assistants with real-time date, time, and timezone information, enabling them to access current temporal data, format dates, calculate day of week, and work with different timezones.

GitLab MCP Server

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

Shopify MCP Server

Enables interaction with Shopify store data through the GraphQL Admin API, supporting product, customer, and order management. It allows users to search, retrieve, create, and update store resources via natural language commands.

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.

MCP Server Framework

A general-purpose MCP server that provides utility tools for echo, date/time, and file operations within Claude Code and Claude Desktop. It functions as an extensible framework designed to help developers easily build and register custom Python-based tools.

Test

Laravel-focused MCP server for augmenting your AI powered local development experience.

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.

Calendar MCP Server

Enables access to Google Calendar events from a public ICS feed, allowing users to list and search calendar events within specific date ranges with automatic handling of recurring events.

CoinCap MCP Server

Provides access to cryptocurrency market data through the CoinCap API v3, enabling users to retrieve real-time prices, exchange rates, market information, and detailed data for various cryptocurrencies.

MCP API Tools

FastAPI server with Google Gemini AI integration that provides auto-routing to multiple tools including weather, news, web search, dictionary, and quotes APIs through natural language prompts.

Telos Model Context Protocol

An MCP server providing access to Telos, a philosophical AI mentor that combines rationalist thinking with stoic philosophy to offer personalized guidance and smart contract accountability on Solana.

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.

mcp-autogui-multinode

An MCP and HTTP server wrapper for PyAutoGUI that enables LLMs to control mouse and keyboard operations across local or remote distributed environments. It provides comprehensive tools for screen interaction, including clicking, typing, and capturing screenshots.

remote-mcp-server-authless

A boilerplate template for deploying a remote MCP server on Cloudflare Workers without authentication, utilizing SSE (Server-Sent Events).

Remote MCP Server on Cloudflare

A template for deploying authentication-free MCP servers on Cloudflare Workers that can be accessed remotely from MCP clients like Claude Desktop or the Cloudflare AI Playground.

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.

Google Ads MCP Server

Enables comprehensive Google Ads campaign management and analysis through natural language, including performance metrics, keyword optimization, budget management, and custom GAQL queries.

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.

Meeting Scheduler MCP

Enables natural language meeting scheduling by searching IMAP emails for meeting requests, finding available calendar slots from YAML configuration, and creating email drafts with proper threading to maintain personal conversation context.

Gmail MCP Pro

Enables AI assistants to interact with Gmail accounts through IMAP/SMTP, supporting reading, sending, replying to emails, managing threads, downloading attachments, and searching with Gmail syntax using simple app password authentication.

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 Remote Control

An MCP server that enables AI assistants to control Roku TVs on a local network using the External Control Protocol (ECP), allowing for app launching, playback management, and navigation via natural language.

5 tools

ble-mcp-server

Let AI agents interact with real BLE hardware — scan, connect, read, write, and subscribe.

MCP-CLIO

Exposes Creatio CLI (CLIO) commands as tools for AI agents to manage Creatio environments. It enables users to perform environment health checks, restart web applications, and execute raw CLI commands through a stateless HTTP transport.