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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

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.

Email MCP Server

Enables AI to send, read, search, delete and reply to emails through SMTP or Gmail API, supporting common email services like QQ, 163, Gmail and Outlook with HTML/text formats and attachments.

Bitbucket MCP

A comprehensive MCP server for Bitbucket Cloud that allows AI assistants to manage workspaces, repositories, pull requests, CI/CD pipelines, and issues.

8 tools

BookStack MCP Server

Enables AI assistants to manage BookStack documentation through natural language, supporting content browsing, search, and CRUD operations for books, chapters, and pages.

vibeindex-mcp

MCP server for Vibe Index - search Claude Code skills, plugins, and MCP servers

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

n8n-MCP

Provides AI assistants with comprehensive access to n8n workflow automation platform, including 543 node documentation, 2,709 workflow templates, validation tools, and optional workflow management capabilities for creating and deploying automation workflows.

curl-mcp

Provides a structured HTTP client tool for making web requests with full HTTP method support, detailed response metadata, and error handling. Enables AI assistants to interact with any web API or endpoint through the curl_request tool.

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.

OCR MCP Service

Enables AI agents to recognize and extract text from images using PaddleOCR, supporting both file paths and base64 input with structured results including confidence scores and text positions.

Bitbucket MCP Server

An integration server that allows Claude Desktop and other MCP clients to read and query information from Bitbucket repositories, including commits, diffs, branches, pull requests, and file contents.

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.

Remote MCP Server (Authless)

A template for deploying authentication-free MCP servers on Cloudflare Workers. Enables quick deployment of custom tools accessible via SSE from MCP clients like Claude Desktop or Cloudflare AI Playground.

AWS Documentation MCP Server

Enables users to access, search, and get recommendations from AWS documentation through natural language queries. Supports both global AWS documentation and AWS China documentation with tools to fetch pages, search content, and discover related resources.

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.

Dynalist MCP Server

Enables Claude and other AI assistants to read, write, and manipulate Dynalist.io documents programmatically, including operations like searching, editing nodes, bulk importing from markdown, and managing document structure.

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.

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.

MCP2Browser

Provides browser automation capabilities through HTTP, allowing AI assistants to navigate web pages and inspect content using Playwright-powered tools for opening URLs and retrieving page information.

Time MCP Server

A Cloudflare Workers-based MCP server that providing precise, ISO 8601-formatted current date and time information across any IANA timezone via a global edge network.

1 tool

CRM Employee Management MCP Server

Enables LLMs to interact with a CRM system through natural language to manage employees, including creating, updating, searching, and viewing employee records and statistics.

Databricks MCP Server

Enables AI assistants like Claude to interact with Databricks workspaces through custom prompts and tools, with secure OAuth authentication for managing clusters, executing SQL queries, and accessing workspace resources.

Generalized-Constrained-Optimization

General purpose constrained optimization MCP server

turbosmtp

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

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.

MCP Screenshot Server

Enables LLMs to capture and analyze screenshots of your screen, windows, or regions with smart detection capabilities. Features natural language queries, automatic window targeting, and text enhancement for UI debugging and visual inspection.

MCP Audio RAG Server

A Retrieval-Augmented Generation (RAG) server that transcribes audio using Google Gemini and stores it in Supabase for natural language search and analysis.

6 tools

ConsignCloud MCP Server

Enables AI assistants to manage consignment and retail business operations through the ConsignCloud API, including inventory management, sales tracking, vendor accounts, and analytics.

Oura MCP

Provides LLMs with access to Oura Ring health data including sleep metrics, activity tracking, heart rate, readiness scores, and other wellness insights through the Oura API v2.