AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
WordPress Docs MCP Server
A specialized MCP server providing real-time access to WordPress.org developer docs, VIP enterprise guides, and function/hook references for Claude.
Bun Database MCP Server
A high-performance Bun-based MCP server providing secure CRUD operations, schema inspection, and parameterized SQL execution for MySQL databases.
AQICN Air Quality
MCP (Model Context Protocol) Server. Integrates with the World Air Quality Index API to retrieve real-time air quality data for cities and monitoring stations globally.
RubyGems
MCP (Model Context Protocol) Server. Provides a TypeScript-based server for fetching and querying RubyGems metadata, enabling comprehensive exploration of gem information, version details, ownership, and dependency relationships through the RubyGems.org API.
PostgreSQL
A read-only PostgreSQL MCP server designed for secure data exploration, schema inspection, and cross-table searching within the Avanti Fellows database service.
DALL-E
MCP (Model Context Protocol) Server. Integrates with OpenAI's DALL-E API to enable image generation with fine-grained control over parameters including model selection, size, quality, and style through a command-line interface.
Enterprise Operation Insight MCP Server
A comprehensive enterprise intelligence MCP server providing deep insights into business operations, financial history, brand strength, and market sentiment for Chinese companies.
FindFiles
A robust file discovery server for local systems that provides advanced filtering by metadata, attributes, and internal content across multiple root directories.
PuchAI Reddit & Productivity
A multi-functional productivity server that integrates Reddit market research scraping with data visualization, task management, and personal preference storage.
CodeToPrompt MCP Server
A specialized MCP server that exposes the codetoprompt library to generate LLM-friendly context from codebases, providing detailed project analysis and file retrieval.
WOOFi Pro MCP Server
A comprehensive MCP server for WOOFi Pro and Orderly Network that provides 40 professional-grade tools for crypto derivatives trading, including order execution, position tracking, and PnL management via natural language.
YouTube
MCP (Model Context Protocol) Server. Integrates with YouTube API to enable video search, channel discovery, and trending content retrieval for content research and analysis workflows.
@nordsym/apiclaw
The API layer for AI agents. 22,000+ APIs. Direct Call. Works with any MCP-compatible agent.
Web Crawler MCP Server
A sophisticated web crawling MCP server that uses Cloudflare's headless browser to render dynamic pages and AI to intelligently extract and rank links based on natural language queries.
StealthSurf MCP Server
An MCP server that enables AI agents to manage VPN configurations, cloud servers, and account settings through the StealthSurf API. It supports natural language commands for tasks such as creating VPN configs, managing cloud server orders, and performing device security audits.
Mem0
A persistent memory storage and retrieval server using Mem0, allowing AI agents to maintain long-term context and personalize user experiences across sessions.
AI Support Desk
A customer support integration server that connects order management, ticketing systems, and knowledge bases with AI workflows via the Model Context Protocol.
Douyin
A robust MCP server for Douyin/TikTok content processing that extracts metadata, downloads watermark-free videos, and performs AI-driven speech-to-text transcription.
Email Service
A Model Context Protocol server that enables AI assistants to send emails via SMTP and AWS SES through a standardized interface.
Dnevnik.ru MCP Server
A specialized MCP server that integrates with the Dnevnik.ru API to provide AI assistants with access to academic schedules, grades, homework assignments, and classroom management tools.
NotebookLM MCP Structured
An enhanced NotebookLM bridge for Claude that uses client-side prompt structuring to enforce strict source fidelity, citation accuracy, and document-only analysis.
Google Flights
A robust MCP server integrating Google Flights via SerpAPI and fast-flights for advanced flight searching, multi-city planning, and price optimization with automated fallback mechanisms.
SaaSus Platform Docs
Provides tools to search and retrieve content from the SaaSus Platform documentation, enabling navigation of sitemaps and extraction of full article text in Markdown format.
DICOM PACS
A comprehensive MCP server for medical imaging that integrates DICOM PACS (Orthanc), FHIR systems, and RIS databases to automate radiology workflows, reporting, and synthetic image generation.
Python Debugger
A robust Python debugging server providing breakpoint-based execution control, variable inspection, and step operations using Microsoft's Debug Adapter Protocol (DAP).
Multi-Source Documentation MCP Server
A documentation indexing server that provides searchable access to Voiceflow and Claude Code guides, API references, and code examples via SQLite FTS5.
Task Context MCP Server
A specialized MCP server for managing reusable task contexts and artifacts, enabling AI agents to store, search, and autonomously refine best practices, rules, and prompts for repetitive task types.
Prompteka MCP Server
A specialized MCP server that provides AI assistants direct access to the Prompteka macOS app's local SQLite database, enabling robust management and organization of a personal prompt library.
Debug MCP
A specialized debugging gateway that provides a unified interface for CloudWatch logs, AWS Step Functions, LangSmith traces, and Jira ticket management using a token-efficient discovery pattern.
TickTick MCP Server (Vercel)
A Model Context Protocol server that enables AI assistants to manage TickTick tasks and projects directly. It supports Vercel deployment and provides full CRUD capabilities for task management via SSE or streamable HTTP transports.