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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

n8n MCP Server

1

A comprehensive MCP server providing tools to manage and execute n8n automation workflows, credentials, variables, and execution logs directly from AI assistants.

18 tools

MCP PDF Reader

1

An MCP server that enables AI assistants to read, search, and extract metadata from PDF files using local paths or web URLs.

4 tools

Jupiter Perps MCP Server

1

A specialized MCP server for trading perpetual futures on Solana via Jupiter. It provides comprehensive tools for real-time market data, technical analysis indicators, portfolio tracking, and automated position execution with built-in fee estimation.

13 tools

Drupal Best Practices

1

An MCP server providing access to over 284 coding standards, security guidelines, and development best practices for Drupal and OWASP through searchable CSV-based plugins.

4 tools

ns-bridge

1

An MCP server providing access to Netherlands Railways (NS) data, allowing AI assistants to plan train journeys, check real-time departures, and look up station information.

3 tools

mcp-datahub

1

A DataHub metadata catalog connector that allows AI assistants to discover datasets, explore schemas, trace data lineage, and access glossary terms. It supports multi-server configurations and integrates with query engines like Trino for a unified data governance and exploration experience.

11 tools

QueryNest (MongoDB)

1

A MongoDB multi-instance query service that enables natural language database interaction through automated schema discovery, semantic analysis, and optimized query generation.

6 tools

SeatGeek

1

A comprehensive MCP server providing tools to integrate with the SeatGeek platform for event discovery, performer searches, and detailed venue information. It enables personalized recommendations and detailed seating layouts for entertainment and travel planning applications.

4 tools

codex-persistent-mcp

Needs Setup
1

An MCP server that proxies OpenAI Codex CLI, enabling multi-agent tools with persistent session management that allows users to resume AI conversations manually.

5 tools

mnemos-mcp

1

A self-hosted knowledge server that turns documentation into a multi-context memory system using local vector storage and Ollama embeddings for private, offline retrieval.

3 tools

Apache Airflow (Bearer Token)

1

A Model Context Protocol server for Apache Airflow that facilitates DAG management, task monitoring, and administrative operations using Bearer token or basic authentication.

55 tools

Unpaywall

1

Integrates with Unpaywall's database to find open access academic papers, retrieve publication metadata, and extract full-text content from PDFs for research applications.

4 tools

Memory Graph

1

A refactored HTTP streaming version of the official MCP Memory Server that provides persistent knowledge graph storage using Hono.js. It enables long-term memory through entity-relationship modeling and observations with full CRUD support via HTTP.

9 tools

Suzu (鈴) - Claude Code Notification Server

1

A cross-platform notification server for Claude Code that provides audio and visual feedback via Spotify tracks, system sounds, and desktop alerts when tasks are completed.

6 tools

semantic-scholar-mcp

1

A comprehensive MCP server providing direct access to over 200 million academic papers, author profiles, and AI-powered recommendations from Semantic Scholar.

6 tools

Gemini CLI MCP Server

1

A robust MCP server that wraps the Gemini CLI, allowing clients to execute AI prompts, manage chat sessions, and utilize CLI extensions via local stdio or remote SSE transports.

11 tools

Rust Code Analyzer

1

A comprehensive Rust code analysis server that provides syntax checking, workspace-wide symbol indexing, call graph generation, and automated code smell detection.

4 tools

Lovense Cloud MCP

1

A specialized MCP server that enables remote control of Lovense toys through Claude, supporting intensity levels, patterns, and presets via a Cloudflare Worker bridge.

firecrawl-mcp-server

1

A specialized MCP server that provides advanced web scraping, crawling, and structured data extraction capabilities by integrating with Firecrawl.

8 tools

MyTaskly

1

A productivity MCP server for MyTaskly providing secure task management, category organization, and note-taking with mobile-optimized and voice-friendly data formatting.

20 tools

MokuPDF

1

MokuPDF is an intelligent PDF processing server that enables AI to search, read, and extract content from PDFs, featuring optional OCR for scanned documents and automatic image extraction.

7 tools

Shopify MCP Server

1

A comprehensive MCP server for Shopify management via GraphQL, enabling AI models to perform CRUD operations on products, collections, blogs, articles, and pages.

16 tools

Specter MCP

1

A diagnostic and execution engine for Kotlin Multiplatform Mobile that allows AI agents to build, test, and debug Android and iOS apps via automated pipelines and UI interaction.

15 tools

Brave-Real-Browser-Mcp-Server

1

A robust browser automation MCP server using Brave Browser, featuring built-in anti-detection, CAPTCHA solving, and deep analysis tools optimized for LLMs like Gemini 3 Pro.

34 tools

mcp-atlassian-extended

1

Extended MCP server for Jira and Confluence with custom fields and agile tools.

WinForm Hybrid Chat

1

A hybrid .NET 8 desktop application that provides a WinForms-based MCP server with an embedded ASP.NET Core web host, featuring real-time chat, LLM sampling via OpenAI-compatible APIs, and a complete tool management system.

Database Connector

1

A Python-based MCP server providing unified, secure, and read-only access to database schemas and querying, specifically optimized for MySQL with extensive inspection tools.

19 tools

Jira

1

A comprehensive Jira Cloud integration for AI clients, enabling automated issue management, JQL searching, workflow transitions, and attachment handling via FastMCP.

13 tools

GoHighLevel MCP Server

1

A comprehensive MCP server providing 269+ tools for deep integration with GoHighLevel CRM, covering everything from contact management and messaging to e-commerce, automated marketing, and full financial operations.

219 tools

Guardian (OSV Security Scanner)

1

A security-focused MCP server that scans project dependencies for vulnerabilities using the OSV database, providing automated risk assessment and remediation guidance for Node.js and PHP projects.

1 tool