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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Chat Context MCP

Enables AI to automatically search, retrieve, and organize your Cursor chat history across sessions. Supports tagging, nicknames, project-scoped search, and full-text search to maintain context between conversations.

Product Agent MCP Server

A FastMCP server providing tools to manage and query a product database stored in a JSON format. It enables users to perform operations such as filtering products by category and retrieving product data through a LangGraph agent interface.

Tavily Web Search MCP Server

Enables web search capabilities through the Tavily API, allowing users to search the web for information using natural language queries. Demonstrates MCP (Model Context Protocol) server implementation with stdio transport mode.

Package README Core MCP Server

A central routing MCP server that provides unified access to documentation, metadata, and search functionality across 15+ package ecosystems like npm and PyPI.

4 tools

Apple Reminders MCP Server

A native macOS MCP server that provides full CRUD operations for Apple Reminders including support for recurring patterns, geofenced location triggers, and multiple alarms via high-performance Swift and EventKit integration.

11 tools

Suno MCP

A Model Context Protocol server that integrates with Suno AI to generate music, manage song creation workflows, and download MP3 files directly via an automated browser interface.

7 tools

memory-mcp

Failed

MCP server for AI memory management using Letta - Standard MCP format

QEMU Screenshot MCP Server

Provides high-quality screenshot capture for QEMU virtual machines via the QEMU Machine Protocol (QMP), supporting both existing instances and automated VM lifecycle snapshots.

2 tools

Warteg Online MCP Server

A meal delivery management server that allows AI assistants to handle Warteg Online subscriptions, including scheduling, delivery holds, address updates, and dietary restriction management.

15 tools

SACL MCP Server

An MCP server implementing the SACL research framework for bias-aware code retrieval, reducing over-reliance on comments and documentation by prioritizing functional relevance and semantic relationships.

9 tools

MCP Apple Notes

Enables AI assistants like Claude to search and reference your Apple Notes using semantic search and RAG capabilities, with fully local execution and no API keys required.

mcp-gmail

An MCP server that enables interaction with the Gmail API, allowing users to list unread messages, retrieve full email threads, and programmatically create draft replies.

3 tools

Lotus MCP

Lotus MCP enables the creation of reusable browser automation skills by demonstrating workflows through screen recording and narration, transforming manual actions into executable AI-driven skills.

6 tools

saij-mcp

Provides access to Argentina's official legal database (SAIJ) to search and retrieve judgments, legislation, summaries, and legal doctrine. It allows AI clients to query Argentine legal information and access metadata for various legal documents.

Tencent Cloud Live MCP Server

Enables AI agents to manage Tencent Cloud Live services through natural language, covering domain management, pull-to-push tasks, stream controls, and transcoding templates.

nexus

Zero-setup MCP gateway securely connecting AI to your tools with authentication and workflows

agent-fin

Agent Fin: finance MCP server with market data tools

Test MCP Server

A simple MCP server built with FastMCP and LangGraph that integrates with OpenAI to provide an AI agent capable of answering questions and providing personalized greetings.

2 tools

Dock AI

A tool for AI agents to discover MCP endpoints for real-world businesses by resolving their web domains into booking and service connectors. It maps domains like restaurants and hotels to their official MCP-enabled providers.

1 tool

Decide Test MCP

A specialized testing workflow server that transforms decision tables into executable Playwright and API tests through intelligent AI-driven test planning and code generation.

7 tools

Bio-MCP FastQC Server

A specialized MCP server for bioinformatics that enables AI assistants to perform comprehensive quality control on DNA sequencing data using FastQC and MultiQC. It supports single-file, batch, and asynchronous processing to handle large genomic datasets.

9 tools

Entscheidsuche MCP Server

Provides access to the entscheidsuche.ch database for searching and analyzing Swiss court decisions, document metadata, and legal precedents using natural language.

4 tools

GoHighLevel MCP Server

Connects Claude Desktop to GoHighLevel CRM with 269+ tools for complete contact management, messaging, sales pipelines, appointments, e-commerce, invoicing, social media, and marketing automation through natural language.

deepcontext

Validated

Advanced codebase indexing and semantic search MCP server

4 tools

Test MCP Server

A demonstration MCP server project showcasing local and remote server deployments using FastMCP, LangChain, and uv. It serves as a boilerplate for implementing Model Context Protocol servers with integrated dependency management.

Logpush MCP

An MCP server for retrieving, searching, and analyzing Cloudflare Workers logpush data stored in R2 buckets, featuring filtered search and aggregated statistics.

7 tools

Poof Background Removal MCP Server

Enables AI assistants to remove backgrounds from images using the Poof API via URLs, file paths, or base64 encoding. It also allows users to monitor their account information and remaining credit balance.

Figma

MCP (Model Context Protocol) Server. Provides a bridge to the Figma design platform, enabling retrieval of detailed design file information, node metadata, and image assets through a flexible TypeScript implementation supporting both stdio and HTTP/SSE transports.

2 tools

Strateegia

A bridge to the Strateegia API that allows AI assistants to list projects and access collaborative workspace details directly within their workflow.

1 tool

Universal Web Data Extraction Platform

Enables LLMs to extract content from websites using automated static and dynamic scraping engines with built-in anti-bot protections. It provides tools for web data retrieval and stores results in MongoDB with support for JSON and CSV exports.