AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
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.
Piazza MCP Server
Enables interaction with Piazza to fetch posts and course information directly through Claude. Users can list configured courses and retrieve recent posts from specific classes via natural language commands.
Email Service
A Model Context Protocol server that enables AI assistants to send emails via SMTP and AWS SES through a standardized interface.
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.
Multi-Agent Orchestrator
An enterprise-grade orchestration server that coordinates specialized AI agents to automate the full software development lifecycle, featuring self-healing code, architecture planning, and cloud deployment.
Pomera AI Commander
A text processing workbench providing 22 tools for cleaning, transforming, and extracting data from text via a unified interface for AI assistants.
Mem0
A persistent memory storage and retrieval server using Mem0, allowing AI agents to maintain long-term context and personalize user experiences across sessions.
Seoul TAGO Subway
A specialized MCP server for accessing Seoul subway data via the TAGO API, allowing users to search for station details and retrieve real-time train timetables.
Tambo Documentation
A TypeScript MCP server that provides tools for discovering, searching, and fetching content from Tambo's documentation through automated crawling and intelligent parsing.
Business Design MCP Server
A comprehensive MCP server for creating and managing business strategy frameworks like Business Model Canvases and SWOT analyses, featuring AI-powered market research integration.
Gemini Thinking
An MCP server that integrates Google's Gemini API to facilitate structured, sequential reasoning and complex problem-solving through iterative thought steps and session management.
PsiAnimator
PsiAnimator integrates QuTip quantum physics simulations with Manim mathematical animations to model, measure, and visualize quantum states and processes through MCP.
Tavus
A comprehensive MCP server for the Tavus API that enables AI video generation, replica management, and interactive conversational video interfaces through standard model context tools.
Kirha Crypto Gateway
A specialized MCP gateway that routes cryptocurrency queries to Kirha AI's analysis system, featuring automated summarization and dynamic tool registration for accurate crypto knowledge retrieval.
Amadeus
An MCP server that integrates with the Amadeus API to provide comprehensive flight search capabilities, including filtering by airports, dates, passenger types, and pricing.
mcp-atlassian-extended
Extended MCP server for Jira and Confluence with custom fields and agile tools.
LMS MCP Server
A robust MCP server for automating PAF-IAST University LMS interactions, enabling AI assistants to access academic data such as attendance, marks, and schedules via secure browser automation and CAPTCHA solving.
Google Calendar
A comprehensive MCP server for Google Calendar management that enables users to create, update, and search events and calendars via secure OAuth2 authentication.
Annotation
MCP (Model Context Protocol) Server. Provides persistent note-taking and task management through JSON file storage, enabling creation and management of pages with checkable annotations for structured personal knowledge bases and todo lists.
Beget Hosting
An MCP server that provides full management of Beget web hosting infrastructure, allowing users to control sites, domains, MySQL databases, FTP, and backups via natural language.
Medikode Medical Coding MCP Server
Enables AI assistants to access Medikode's medical coding platform for validating CPT/ICD-10 codes, performing chart quality assurance, parsing EOBs, calculating RAF scores, and extracting HCC codes from clinical documentation.
Decompose
Decompose text into classified semantic units. Authority, risk, attention. No LLM.
MCP Google Analytics 4 Server
A comprehensive MCP server for Google Analytics 4 that provides 54 tools for advanced reporting, configuration management, and compliance across the Analytics Data and Admin APIs.
1trippulse
12 AI travel tools: trips, flights, costs, weather, visa, tips for 80+ cities
Fetch News
A tool that scrapes and summarizes news articles from web sources using BeautifulSoup for parsing and OpenAI for structured report generation.
ORMCP
A robust MCP server for object-oriented data exchange with JDBC-compliant databases like PostgreSQL, MySQL, and SQL Server using object-relational mapping (ORM). It exposes database tables as JSON object models, allowing AI models to perform CRUD operations and complex queries through standardized tools.
Fathom
Integrates Fathom.video with MCP to provide access to meeting transcripts, AI summaries, and action items with support for search and markdown exports.
Indian Stock Exchange
A comprehensive MCP server that provides real-time and historical data for companies listed on the BSE and NSE, including prices, trends, and market news.
aegis-protocol
Trustless escrow for AI agent-to-agent transactions on Base L2 with ERC-8004 identity and USDC.
Kivv
Kivv is an automated arXiv research assistant that provides daily paper discovery, AI-powered summarization, and personalized research feeds via the Model Context Protocol.