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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Personal RAG MCP Server

Enables storing and searching personal notes, documents, and snippets using semantic search and RAG capabilities across Claude Desktop, VS Code, and Open WebUI.

MCP_Basics

A crash course for Python developers on building and integrating Model Context Protocol (MCP) servers into production applications and agent systems.

@vibetasks/mcp-server

VibeTasks MCP Server for Claude Code, Cursor, and AI coding tools. Status-based task management: todo → vibing → done.

Replicate Designer MCP

An MCP server that interfaces with Replicate's Flux 1.1 Pro model to provide high-quality image generation capabilities directly within AI workflows.

1 tool

driflyte-mcp-server

MCP Server for Driflyte (https://console.driflyte.com): https://github.com/serkan-ozal/driflyte-mcp-server The Driflyte MCP Server exposes tools that allow AI assistants to query and retrieve topic-specific knowledge from recursively crawled and indexed web pages.

mcp

A comprehensive MCP server that provides AI assistants with full access to the Examplary exam management API, enabling automated exam creation, AI-powered grading, and workspace organization.

Developer Roadmaps MCP Server

Provides access to developer roadmap content from roadmap.sh, allowing users to list available roadmaps and fetch detailed Markdown content for specific career paths.

thenvoi-mcp

A comprehensive MCP server enabling AI agents to interact with the Thenvoi platform for agent management, chat room operations, and message lifecycle tracking. It supports both Agent and Human API workflows for seamless multi-agent and user collaboration.

28 tools

CMP MCP Server

An MCP server for the Connectivity Management Platform (CMP) API, allowing users to query SIM card lists with advanced filtering and retrieve detailed SIM information including usage statistics.

2 tools

mcp-server

A comprehensive MCP server for managing Vapi AI voice agents, enabling creation and scheduling of phone calls, assistant management, and phone number configuration directly through Claude.

11 tools

Outlook MCP Server

An integration server that lets you control Microsoft Outlook on Windows via COM, enabling email reading, summarization, and draft generation without complex security setup.

gpt-qualmaster-mcp

Browser Automation MCP Server

Provides tools for browser-driven automation, HTTP API health checks, and visual regression testing using pixel comparison. It enables AI agents to interact with web pages, perform scripted UI actions, and verify service availability or visual consistency.

NanoPDF

An AI-powered PDF editing and generation server that uses Gemini Pro and OCR to modify slides and documents via natural language prompts while maintaining searchable text layers.

2 tools

Metabase MCP Server

Enables LLMs to interact with Metabase instances through 33 tools for querying cards, dashboards, databases, collections, and executing SQL queries against your Metabase installation.

WordPress

MCP (Model Context Protocol) Server. Enables AI interaction with WordPress sites through secure authentication and REST API endpoint discovery, allowing content management and data retrieval without manual API configuration.

2 tools

mcp-ai

A TypeScript template for building Model Context Protocol (MCP) servers with built-in CI/CD, automated template synchronization, and Eskimo-modern development tools.

1 tool

arjunkmrm-scrapermcp_el

A specialized web scraping MCP server that utilizes the Thordata proxy network to bypass anti-crawling mechanisms and convert web content into AI-ready Markdown, HTML, or link formats.

1 tool

GitHub Remote MCP Server

A cloud platform for registering and using remote tools with GitHub's MCP service, enabling agents to access registered tools through SSE endpoints.

latitude-mcp-server

Needs Setup

A management and execution server for Latitude.so prompts, featuring AST-powered validation, git-style versioning, and dynamic tool descriptions for seamless prompt engineering within MCP clients.

7 tools

Postgres Scout MCP

A robust PostgreSQL management server for AI assistants that prioritizes safety with read-only defaults, SQL injection prevention, and advanced performance diagnostics.

17 tools

Yahoo Finance MCP Server

A remote MCP server deployed on Cloudflare Workers that provides comprehensive access to Yahoo Finance data, including historical prices, financial statements, and analyst recommendations.

9 tools

snowflake-labs-mcp

Open-source MCP server for Snowflake from official Snowflake-Labs supports prompting Cortex Agents, querying structured & unstructured data, object management, SQL execution, semantic view querying, and more. RBAC, fine-grained CRUD controls, and all authentication methods supported.

mcp-inspector-as-mcp-server

A lean MCP server providing debugging and inspection tools for other MCP servers, enabling LLMs and humans to list resources, call tools, and monitor traffic via persistent sessions.

12 tools

bluemouse

BlueMouse acts as a 'Quality Gate' for AI-assisted coding, utilizing a Socratic logic engine and 17 layers of vetting to prevent hallucinations and ensure code soundness before generation.

EduChain MCP Server

A specialized MCP server that generates educational content like MCQs, lesson plans, and flashcards by connecting local Ollama models with Claude using the Educhain library.

3 tools

MDX MCP Server

A specialized MCP server for processing MDX files, allowing LLMs to read content as clean Markdown, perform contextual searches, convert formats, and extract YAML metadata.

4 tools

local-deepwiki-mcp

A local, privacy-focused tool that generates DeepWiki-style documentation and enables RAG-based semantic search and Q&A for private codebases.

5 tools

Country Info MCP Server

A comprehensive country data server that provides tools for retrieving detailed demographics, regional statistics, currency usage, and side-by-side country comparisons.

5 tools

Etsy MCP Server

Integrates Etsy API v3 into AI workflows, allowing search for products, retrieval of shop data, trending items, and listing details.

7 tools