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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Cluster Execution MCP Server

Enables distributed task execution across a cluster of nodes with automatic routing based on load, OS, and architecture requirements. It provides secure SSH-based remote command execution, parallel processing capabilities, and real-time cluster health monitoring.

4 tools

MCP AI Bug Helper

Provides emergency coding assistance by querying three AI coding models simultaneously through OpenRouter, with automatic premium fallback on rate limits, returning multiple expert opinions with cost and latency telemetry for debugging and problem-solving.

Marketing Automation MCP Server

A comprehensive automation server that integrates Google Ads, Facebook Ads, and Google Analytics to optimize marketing workflows using AI-driven budget allocation and copy generation.

4 tools

Obsidian MCP Server

A server that enables AI agents to perform sophisticated knowledge discovery and analysis across Obsidian vaults through the Local REST API plugin, supporting complex multi-step workflows with advanced filtering and full content retrieval.

MCP Desktop Tools

Enables searching text across configured local workspaces using ripgrep. Provides secure text search capabilities within defined workspace boundaries through both MCP server and CLI interfaces.

iMessage MCP Server

A specialized MCP server for accessing macOS message history, uniquely capable of decoding binary attributedBody data to read RCS, SMS, and mixed-protocol group chats.

4 tools

mcp-yeoman

A Model Context Protocol (MCP) server that provides integration with Yeoman generators, allowing AI agents to search for and run Yeoman templates programmatically.

Armor Crypto MCP

Enables AI agents to interact with cryptocurrency ecosystems through wallet management, trading operations (swaps, DCA, limit orders), staking, and multi-chain support starting with Solana.

Dune Analytics MCP Server

A Model Context Protocol server that connects AI agents to Dune Analytics data, providing access to DEX metrics, EigenLayer statistics, and Solana token balances through structured tools.

Proton MCP Server

Enables full Proton Mail management through the Model Context Protocol by connecting to a local Proton Mail Bridge instance. It allows users to list, search, read, send, and organize emails using natural language commands.

oxlint-mcp

An MCP server that integrates the high-performance Oxlint linter into AI-powered editors and development tools. It enables efficient JavaScript and TypeScript code analysis and linting through the Model Context Protocol.

MySQL MCP Server

Provides MySQL database integration for AI assistants and other MCP clients, allowing them to list tables, read table data, and execute SQL queries.

Turbify Store MCP Server

Provides tools to create, update, delete, and search catalog items through the Turbify Store Catalog API.

Prompt-Optimizer-MCP-for-LLMs

A Model Context Protocol (MCP) server that provides intelligent tools for optimizing and scoring LLM prompts using deterministic heuristics.

Translation MCP Server

An AI-driven text translation service supporting 20+ languages, based on the Model Context Protocol (MCP) for integration with Claude Desktop and other MCP-compatible applications.

Pagos Data MCP Server

Enables Claude to retrieve BIN (Bank Identification Number) data for payment cards, with options for basic or enhanced insights through the Pagos API.

Remote MCP Server (Authless)

A Cloudflare Workers-based MCP server that enables AI models to use custom tools without requiring authentication.

Playwright MCP

A server that enables LLMs to interact with web pages through structured accessibility snapshots without needing screenshots or visually-tuned models.

MCP Server for Cloudflare

A remote Model Context Protocol server that runs on Cloudflare Workers without requiring authentication, allowing users to deploy and connect custom AI tools to clients like Claude Desktop and Cloudflare AI Playground.

Django Styleguide MCP Server

Provides AI assistants easy access to Django best practices by splitting comprehensive styleguide documentation into AI-friendly sections accessible through the Model Context Protocol.

Google Places MCP Server

Integrates with Google Places API to allow searching, retrieving details, and finding nearby places through an MCP server interface.

NoLang MCP Server

Enables MCP clients like Claude Desktop to generate AI-powered videos through the NoLang API, providing a standardized interface for video creation from text input.

Aiven MCP Server

Provides access to Aiven's PostgreSQL, Kafka, ClickHouse, Valkey and OpenSearch services, enabling LLMs to build full stack solutions by interacting with the Aiven ecosystem.

Shortcut MCP Server

A Model Context Protocol server that integrates Shortcut project management functionality with AI assistants like Cursor, Windsurf, Claude Code, and Zed.

LI.FI MCP Server

Enables AI assistants to interact with LI.FI's cross-chain infrastructure, providing access to blockchain networks, token data, bridges, and transaction services through a standardized protocol.

MCP-Confirm

An MCP server implementing AI-user confirmation protocols, providing tools for LLMs to seek user confirmation when uncertain through yes/no questions, action confirmations, intent clarification, understanding verification, and satisfaction ratings.

Financial Data MCP Server

A Model Context Protocol server that provides financial tools for retrieving real-time stock data, analyst recommendations, financial statements, and web search capabilities for a LangGraph-powered ReAct agent.

Remote MCP Server Authless

A deployable MCP server on Cloudflare Workers that allows you to create and expose custom tools to AI assistants without requiring authentication.

NCBI Gene MCP Server

MCP server that interfaces with the NCBI Entrez API to fetch detailed information about genes and proteins, enabling gene searches, gene/protein metadata retrieval, and symbol searching with organism filtering.

Artsy Analytics MCP Server

A Model Context Protocol server that provides Artsy partner analytics tools for Claude Desktop, allowing users to query gallery metrics, sales data, audience insights, and content performance through natural language.