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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

RelayPlane

Enables efficient AI workflow orchestration by chaining multi-step LLM operations while keeping intermediate results out of the context window, reducing token usage by 90%+ and supporting multiple AI providers.

Optimization MCP

A production-ready suite of nine specialized solvers for resource allocation, network flow, portfolio management, and scheduling with native Monte Carlo uncertainty integration.

9 tools

Salt MCP

Enables AI agents to build React applications using JP Morgan Chase's Salt Design System by providing real-time access to component APIs, documentation, and accessibility guidelines. It supports tasks such as scaffolding new projects, building UI patterns, and converting Figma designs into Salt code via the Model Context Protocol.

Tavily MCP Server

A production-ready MCP server that provides AI-optimized web search capabilities and direct answers via the Tavily API, featuring granular control over search depth and domain filtering.

1 tool

Spotify

MCP (Model Context Protocol) Server. Enables Claude to search and retrieve Spotify track, artist, and album information through a local Express.js server leveraging the Spotify Web API for real-time music data retrieval.

Gmail AutoAuth MCP Server

Enables AI assistants to manage Gmail through natural language interactions, supporting email operations (send, read, search, draft), comprehensive attachment handling (send, receive, download), label management, filters, and batch operations with automatic OAuth2 authentication.

RoboDK MCP Server

Enables AI agents to control RoboDK robotics simulation software, allowing them to manage stations, add robots, and inspect station hierarchies through natural language commands.

Dynamic MCP Server

Creates custom MCP servers from JSON configuration files that can execute AI-powered tools by dynamically invoking Claude, Codex, or Gemini CLIs with configurable prompts and inputs.

Notion (via Dify)

This MCP server bridges Cline with Notion via the Dify API, allowing users to query Notion knowledge bases and retrieve detailed answers with page references directly within the IDE.

Councly MCP Server

Enables AI assistants to create council hearings where multiple LLMs (Claude, GPT, Gemini, Grok) debate topics and synthesize verdicts with trust scores and diverse perspectives.

Google Drive MCP Server

Enables searching, reading, and commenting on Google Drive documents through secure OAuth2 authentication, with support for creating styled notes directly in document content.

Anima MCP Server

Connect AI coding agents to Anima Playground, Figma, and your design system.

McpLLMServer

A FastAPI-based MCP server that enables LLM agents to interact with Ollama models through standardized MCP tools, with optional MySQL and Redis integration for data persistence and caching.

MCP fal.ai Image Server

Enables AI-powered image generation from text prompts using fal.ai models directly within IDEs. Supports multiple models, customizable parameters, and saves generated images locally with accessible file paths.

PlantUML MCP Server

Enables AI assistants to generate UML diagrams from text descriptions using PlantUML, supporting multiple output formats (PNG, SVG, PDF), syntax validation, and diagram source extraction.

kk-bedrock-agent-hub-mcp

An MCP server that enables AI assistants to perform RAG (Retrieval-Augmented Generation) queries against Amazon Bedrock Knowledge Bases using the Retrieve API.

1 tool

dart-query

Dart AI task management MCP with batch operations, DartQL selectors, CSV import, zero context rot

Atlassian MCP Server for Heroku

An MCP server that provides integration with Jira and Confluence for managing issues, boards, sprints, and documentation pages. It is specifically designed for native deployment on Heroku to enable AI models to interact with Atlassian resources using standardized tools.

Mealie MCP Server

A TypeScript-based MCP server that connects AI assistants to Mealie, enabling users to manage and query their personal recipe databases through natural language.

YApi MCP Server

Enables reading and searching API documentation from YApi instances, allowing AI models to access interface definitions, project API lists, and search through API endpoints using YApi URLs or project IDs.

Example MCP Server

A demonstration MCP (Model Control Protocol) server built with FastMCP framework that allows integration with Claude Desktop, Cursor, and Claude Code IDEs.

CompanyIQ MCP Server

Provides comprehensive Norwegian business intelligence through Brønnøysund and Statistics Norway APIs, enabling company search, financial analysis, ownership mapping, market research, and automated financial data extraction.

NS Travel Information Server

Provides real-time Dutch railway (NS) travel information including train schedules, delays, journey planning, ticket prices, and station details for navigating the Netherlands by train.

turbosmtp

A simple Node.js MCP (Model Context Protocol) server for sending emails using TurboSMTP

Salesforce MCP Server for Heroku

Enables AI agents to interact with Salesforce CRM data by executing SOQL queries and managing records. It provides tools for object metadata discovery and record operations, specifically optimized for Heroku deployment.

DMARC-MCP-Server

DMARC MCP Server provides programmatic access to DNS and email authentication data via Model Context Protocol. Developers and AI agents can validate DMARC, SPF, and DKIM, run RFC compliant SPF checks, and diagnose issues directly in MCP compatible tools.

Thunderbird MCP

Enables interaction with Thunderbird email client to search and read emails, manage contacts, list calendars, and draft messages with pre-filled content through a local HTTP bridge.

OpenAPI MCP Server

Exposes OpenAPI specifications as MCP tools, enabling AI assistants to explore and understand API structures, endpoints, schemas, and documentation through semantic queries.

AI Agent Generator

Enables creation and deployment of AI agents through natural language by providing tools for agent specification, smart component integration from 500+ ready-to-use components, and one-click deployment with intelligent auto-configuration.

foundry-mcp

A spec-driven development (SDD) toolkit that synchronizes a CLI and MCP server to manage the full lifecycle of software specifications, tasks, and automated testing.

8 tools