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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Mattermost MCP Server

A Model Context Protocol server that enables Claude to interact with Mattermost instances, supporting post management, channel operations, user management, and reaction management.

Jira MCP Server

A Model Context Protocol server that provides access to JIRA issue data stored in CSV files, enabling AI assistants to query, filter, and analyze JIRA issues through standardized tools.

MCP Server

A local middleware Node.js application for Windows that enables seamless communication between LLM-based tools like Copilot Agents, providing access to local guide files and custom prompts through built-in tools.

ManaMurah MCP Server

An AI-optimized Model Context Protocol server for querying Malaysian consumer goods prices from official KPDN Pricecatcher data, enabling natural language price searches and comparisons across regions.

Pollinations Multimodal MCP Server

A Model Context Protocol server that enables AI assistants like Claude to generate images, text, and audio directly through Pollinations APIs using a lightweight stdio transport design.

MCPDB - Database Access MCP Server

Provides Claude Desktop with secure access to multiple database connections, allowing users to query MySQL, PostgreSQL, SQLite, and SQL Server databases directly through natural language.

CLP MCP Server

An MCP server implementation that allows Claude to read and process CLP (Compact Log Protocol) files, supporting both stdio and SSE/HTTP communication methods.

Playwright MCP

A Model Context Protocol server that provides browser automation capabilities using Playwright, enabling LLMs to interact with web pages through structured accessibility snapshots without needing screenshots or visually-tuned models.

Remote MCP Server

A serverless solution for deploying authentication-free Model Context Protocol (MCP) servers on Cloudflare Workers, allowing users to create custom AI tools that can be accessed from Cloudflare AI Playground or Claude Desktop.

Remote MCP Server (Authless)

A Cloudflare Workers-based MCP server that enables AI tools without requiring authentication, allowing connection from Claude Desktop or the Cloudflare AI Playground.

Moom MCP Server

A Model Context Protocol server that enables programmatic control of Moom window layouts on macOS through natural language commands in Claude Desktop.

Tavily Search MCP Server

A Model Context Protocol server that enables web search capabilities using the Tavily API, allowing AI models to retrieve current information from the internet through natural language commands.

Weather MCP Server

Provides real-time weather forecasts and alerts by fetching data from the National Weather Service API, allowing Claude to answer weather-related questions with up-to-date information.

solmail

Send physical mail with Solana cryptocurrency - AI agents can send real letters worldwide

Agentic Tools MCP Server

A Model Context Protocol server providing AI assistants with comprehensive project, task, and subtask management capabilities with project-specific storage.

MCP Weather Server

A standardized API server that enables AI agents and client applications to fetch current weather information for any location without directly interacting with external weather APIs.

Rossum MCP Server

A Model Context Protocol server that provides AI agents with read-only access to Rossum API resources (queues, schemas, hooks, workspaces) for analysis purposes.

MCP E-commerce Demo

A Laravel-based Model Context Protocol demonstration that enables users to manage orders and query e-commerce data in Traditional Chinese through an AI-powered chat interface.

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MCP Workshop Starter

A starter kit for building Model Context Protocol servers that enables AI tools to access external data and functionalities like checking holidays, disk space, timezones, RSS feeds, code diffs, and web performance metrics.

MCP Doc Server

A document-based MCP server that supports keyword searching and content retrieval from official website documentation.

Microsoft Copilot Studio MCP Server

A server implementing the Model Context Protocol (MCP) that delivers jokes upon request, demonstrating how to connect AI models to data sources and tools within Microsoft Copilot Studio.

PokéAPI MCP Server

An MCP (Multi-Agent Conversation Protocol) Server that provides an interface to access Pokémon data through the PokéAPI, enabling agents to retrieve information about Pokémon species, abilities, moves, and more via natural language.

URL Reputation and Validity Checker

Validates URLs and checks their reputation to help identify AI hallucinations and verify web page authenticity.

MCP RAG Server

Provides Retrieval-Augmented Generation capabilities by parsing documents (PDF, Markdown) and storing them in ChromaDB for semantic search and context retrieval.

Multi-Server MCP Project

A multi-server implementation that uses OpenAI's LLM to orchestrate multiple tool servers providing web search, weather lookup, random facts, and PostgreSQL database querying capabilities.

HANDAAS Enterprise Big Data Service MCP

A server that provides enterprise data services including company information, profiles, business details, shareholders, investments, branches, and key personnel through keyword search and specific queries.

A1D MCP Server

A universal AI server that provides image and video processing tools (background removal, upscaling, vectorization, etc.) for any MCP-compatible client with simple setup.

Adyen Checkout Utility Service MCP Server

An MCP (Multi-Agent Conversation Protocol) Server that enables interaction with Adyen's Checkout Utility Service API through natural language, auto-generated using AG2's MCP builder.

SketchUp MCP Server

A Model Context Protocol server that enables Claude AI to interact directly with SketchUp, allowing for automated 3D modeling, woodworking joint creation, and component manipulation through natural language commands.