AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
Playwright Scraper
A robust web scraping server that utilizes Playwright to automate browsers and BeautifulSoup to transform complex, JavaScript-heavy web pages into clean Markdown format.
Audio Interface
Provides comprehensive audio input and output capabilities for AI assistants, allowing them to list hardware devices, record from microphones, and play audio files or recordings.
codeweaver
A semantic code search engine that provides AI agents with structural context across 166+ languages using hybrid search and AST-aware chunking.
PubMed
A comprehensive MCP server for PubMed that enables advanced literature search, article retrieval, citation export in multiple formats, and research trend analysis.
media-gen-mcp
A professional media generation MCP server that integrates OpenAI's Image/Sora models and Google's Veo to generate, edit, and retrieve high-quality images and videos with advanced compression and file management.
mcp-server-taiwan-weather
An unofficial MCP server that provides access to Taiwan's Central Weather Administration (CWA) API for retrieving 36-hour weather forecasts across various cities and counties.
MCPlex-AI-v1.0
𝗠𝗼𝗱𝗲𝗹 𝗖𝗼𝗻𝘁𝗲𝘅𝘁 𝗣𝗿𝗼𝘁𝗼𝗰𝗼𝗹 (𝗠𝗖𝗣) 𝗕𝗮𝘀𝗲𝗱 𝗖𝗟𝗜 𝗔𝗜 | 𝗧𝗼𝗼𝗹 𝗜𝗻𝘁𝗲𝗴𝗿𝗮𝘁𝗶𝗼𝗻 | 𝗚𝗲𝗺𝗶𝗻𝗶 𝟮.𝟬
SHAFT MCP
SHAFT MCP is a web automation and testing server that integrates the Selenium-based SHAFT Engine with Claude, enabling AI-powered browser control, data extraction, and element interaction via natural language.
Crawleo-MCP
A powerful MCP server providing real-time web search and deep content crawling capabilities to AI assistants, enabling access to live web data with zero data retention.
KuzuDB
An MCP server for Kuzu graph databases that enables LLMs to introspect schemas and execute Cypher queries with robust connection recovery and multi-agent coordination.
trayd-mcp
Connect Robinhood to Claude Code to analyze portfolio performance, get real-time market data, and execute complex trade operations like ladder orders through natural language.
browser-devtools-mcp
A comprehensive MCP server providing deep browser automation, visual debugging, and accessibility inspection using Playwright. It enables AI assistants to interact with live web pages, monitor network traffic, capture console logs, and analyze semantic UI structures.
LiteLLM
MCP (Model Context Protocol) Server. Integrates with LiteLLM to provide access to OpenAI language models for text completion and generation tasks across various applications.
Dub.co
An unofficial MCP server for the Dub.co API that enables AI assistants to create, update, and delete short links with support for custom domains and slugs.
Scraper.is
A Model Context Protocol server that integrates with Scraper.is to provide AI assistants with web scraping capabilities, including markdown extraction and page screenshots.
Divide and Conquer (Task Management)
A structured project management server that enables AI agents to decompose complex objectives into JSON-tracked checklists, preserving context and progress across multiple sessions.
mymlh-mcp-server
An OAuth-enabled MCP server providing secure access to MyMLH user data, including profiles, education, and employment history, optimized for deployment on Cloudflare Workers.
runway-api-mcp-server
A toolset for interacting with the Runway API to generate and edit high-quality images and videos directly through the Model Context Protocol.
mcp-structured-memory
A structured memory server that manages domain-specific context through organized markdown files, allowing AI to maintain long-term, categorical knowledge for complex projects.
bruno-mcp
🚀 MCP server for generating Bruno API testing files programmatically. Create collections, environments, requests, and test scripts using AI clients like Claude Desktop.
Migadu
A comprehensive MCP server for Migadu email hosting, enabling AI assistants to manage mailboxes, aliases, identities, and rewrite rules through specialized tools and resource endpoints.
context-engineering-mcp
Context Engineering is a MCP server that gives AI agents perfect understanding of your codebase. Eliminates context loss, reduces token usage, and generates comprehensive feature plans in minutes. Compatible with Cursor, Claude Code, and VS Code.
ai-mate
AI development assistant MCP server for Symfony projects
kroki-mcp
Kroki-MCP is a Go-based Model Context Protocol tool that converts textual diagram definitions (PlantUML, Mermaid, and more) into images via a Kroki backend. Designed for simplicity and flexibility, it supports both local and remote Kroki servers, offers configurable settings, and outputs multiple formats – making it ideal for developers building AI
superbox.ai
📦 Discover, deploy, and test MCPs in isolated sandboxes
Mousetail
A lightweight MCP server for direct Anki integration using the stable pylib API, enabling card management and cloud synchronization without requiring the AnkiConnect addon.
Website to Markdown Converter
MCP (Model Context Protocol) Server. Converts web content to high-quality Markdown using Mozilla's Readability and TurndownService, enabling clean extraction of meaningful content from URLs or HTML files for analysis and document conversion.
Bing Webmaster Tools
A comprehensive MCP server that integrates with the Bing Webmaster Tools API, offering over 40 tools for SEO analytics, site management, URL indexing, and keyword research.
MalloryAI Intelligence
MalloryAI Intelligence is an MCP server that provides real-time cyber threat intelligence, offering data on vulnerabilities, threat actors, malware, and exploitation techniques.
Code Graph Knowledge System
A Neo4j-powered knowledge graph system that indexes code repositories, dependencies, and documentation to enable AI assistants to perform deep code analysis, impact assessment, and memory retrieval.