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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Waldzell Metagames

5

A game-theoretic framework server that provides 27+ structured workflows to solve software development and project management challenges while preventing analysis paralysis.

2 tools

MCP-native URL security scanner that protects AI agent workflows.

5

Analyzes threats and verifies URLs align with the agent's intended goal.

Paparats

Failed
5

Semantic code search for AI coding assistants. Local Qdrant, multi-repo, no API keys.

awesome-mcp-collection

5

The most comprehensive, curated collection of MCP servers with ready-to-use configurations

MisterSandFR-supabase-mcp-selfhosted

5

A comprehensive MCP server for managing self-hosted or cloud Supabase instances, providing over 50 tools for database administration, authentication, storage, migrations, and performance monitoring.

54 tools

Food402

5

An MCP server that enables AI assistants to order food from TGO Yemek by browsing restaurants, managing carts, and completing checkouts. It allows users to handle address selection and order tracking directly through natural language interactions.

Universal Robots Control Interface

5

MCP (Model Context Protocol) Server. Provides a bridge to Universal Robots industrial robots through TCP/IP interfaces, enabling control and monitoring of robot operations including force mode, remote servoj, and kinematic transformations for automation and research applications.

baseball-mcp

5

A Python-based MCP server that wraps the MLB Stats API to provide real-time access to baseball game schedules, results, and player statistics.

BALLDONTLIE

5

MCP (Model Context Protocol) Server. Comprehensive sports data and analytics API covering NBA, NFL, MLB, NHL, and 6+ other major leagues

256 tools

Temporal Cortex Calendar MCP

Needs Setup
5

12 deterministic calendar tools — temporal context, scheduling, availability, and booking

mcp-codex-dev

5

An MCP server that integrates Codex CLI into Claude Code workflows for code writing, execution, and review with session management. It features real-time progress monitoring via a local HTTP dashboard and supports detailed configuration for various coding tools.

Pentest

5

A sophisticated automated penetration testing framework that orchestrates Nmap, Nuclei, Nikto, and SQLMap for intelligent reconnaissance, vulnerability scanning, and exploitation.

10 tools

upjack

5

Declarative AI-native application framework — schema-driven entities, Markdown skills, MCPB packaging

Hoofy

5

Hoofy — AI development companion MCP server. Persistent memory, spec-driven development, adaptive change pipeline, Clarity Gate. 32 tools, single Go binary, zero deps.

opennextjs-cli

5

Interactive CLI/TUI for OpenNext.js + Cloudflare Workers. Automated setup, deployment, validation, and MCP server for AI-assisted development.

Health API MCP Server

5

A comprehensive healthcare management microservice that exposes a wide range of medical operations—including patient records, appointments, and lab results—as MCP tools through a FastAPI integration.

nucleus-mcp

5

The Universal Brain for AI Agents - Cross-platform memory sync for Cursor, Claude, Windsurf

NotebookLM MCP

5

Integrates Google NotebookLM into Claude to allow users to manage notebooks, add sources, and generate diverse content like podcasts, slides, and reports. It enables natural language interaction with notebook sources across Claude Desktop and Claude Code.

Spire.Doc MCP Server

5

An MCP server that enables AI agents to create, manipulate, and convert Word documents without Microsoft Word installed. It supports 18 tools for paragraph/table management, document security, and high-fidelity conversion to formats like PDF, HTML, and Markdown.

21 tools

Attestix

5

AI agent identity, W3C credentials, EU AI Act compliance. 47 MCP tools.

Interactive Terminal MCP

5

A stateful terminal MCP server that enables LLMs to maintain persistent interactive sessions with shells, debuggers, and REPLs, preserving context across multiple command executions.

4 tools

Web Search MCP

5

A high-performance web search and content extraction server that uses headless Chrome to scrape results from Google, DuckDuckGo, and Bing.

2 tools

Pleasanter MCP Server

5

A robust MCP server for Implem.Pleasanter, enabling AI assistants to manage issues, perform advanced multi-site searches, and generate productivity analytics or project reports through natural language.

9 tools

Grep

5

An MCP server that provides natural language and regex-powered text search by interfacing with the grep command-line utility. It features built-in pattern recognition for common searches like PII, network addresses, and various code constructs.

5 tools

DX MCP Server

5

Enables AI applications to interact with DX Data Cloud's Postgres database by formulating and executing SQL queries based on natural language input with user approval.

1 tool

n8n Video Compilation MCP Server

5

An MCP server that allows AI agents to orchestrate n8n workflows for automated video compilation, featuring smart query optimization and quality analysis.

5 tools

ICE Locator MCP Server

5

A specialized MCP server that enables AI-powered natural language searching for ICE detainee locations, supporting bulk operations, multi-lingual queries, and the generation of legal reports.

5 tools

K-Beauty

5

A specialized K-Beauty knowledge engine providing real-time web searches, AI-powered skin analysis from photos, and detailed ingredient insights for Korean skincare and cosmetics.

7 tools

MCPGex

5

A specialized MCP server for systematic regex development, allowing LLMs to define test cases, validate patterns, and iteratively refine regular expressions until all requirements are met.

4 tools

Mimir

5

A self-evolving engineering playbook system that provides AI assistants with structured access to development methodologies, automated work planning, and progress tracking.

16 tools