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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

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

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

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.

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.

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

Woolworths MCP Server

Enables interaction with Woolworths Australia's online shopping platform through browser automation and API integration. Supports product search, browsing specials, managing shopping cart, and accessing product details through natural language.

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

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.

Jokes MCP Server

An MCP server template that provides humor-related tools, specifically fetching Chuck Norris jokes, to demonstrate integration with Microsoft Copilot Studio and GitHub Copilot. It enables developers to deploy and connect standardized AI tools using the Model Context Protocol via HTTP or Server-Sent Events.

Concept Tracker

A technical knowledge management server that automatically extracts, categorizes, and links technical concepts from AI coding chats to specific file locations in your codebase.

6 tools

MCP Code Crosscheck

Enables AI-assisted code review with bias mitigation strategies through cross-model evaluation and bias-aware prompting. Detects AI-generated code from commit authors and provides structured reviews with security, performance, and maintainability analysis.

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

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

ZugaShield

A 7-layer security system for AI agents that detects and blocks prompt injection, data exfiltration, and malicious tool calls. It enables real-time scanning of inputs, outputs, and tool definitions to protect agentic workflows from emerging AI-specific threats.

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

MCP Configuration Editor

A robust tool for managing MCP configuration files for AWS Q Developer and Claude Desktop, featuring automatic backups, schema validation, and safe atomic file operations.

7 tools

Repo Docs MCP

A generic MCP server that exposes local repository checkouts, allowing users to search and read code and documentation through natural language. It supports multiple instances, enabling seamless interaction with various codebases via configurable tool prefixes and URI schemes.

deepcontext

Validated

Advanced codebase indexing and semantic search MCP server

4 tools

Data Intelligence MCP Server

The IBM Data Intelligence MCP Server integrates MCP clients with IBM Data Intelligence services (SaaS or CPD), enabling AI assistants to perform data management and analytics operations through secure API interactions.

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

ctaylor86-mcp-video-download-server

A remote MCP server that downloads videos from 1000+ platforms using yt-dlp and automatically uploads them to S3-compatible cloud storage, returning public URLs and metadata.

5 tools