AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
PubMed MCP Server
Enables searching and retrieving detailed information from PubMed articles using the NCBI Entrez API. Supports configurable search parameters including title/abstract filtering and keyword expansion to find relevant scientific publications.
yetibrowser-mcp
YetiBrowser MCP is a fully open-source implementation of the Browser MCP workflow. It links a Node-based MCP server with Chrome/Firefox extensions so Model Context Protocol clients: Codex, Claude Code, etc. can automate a real browser tab while keeping every byte on your machine and auditable.
Spec MCP Server
Streamlines development workflows through AI-assisted codebase analysis, comprehensive planning, task breakdown with dependencies, and automated implementation verification. Enables systematic approach to complex development tasks like framework migrations and feature implementation.
Salesforce MCP Server
Enables interaction with Salesforce organizations through SOQL queries, object discovery, and metadata inspection. Provides seamless access to Salesforce data and schema information through the Salesforce CLI.
Kodi MCP Server
Enables control of Kodi media center through MCP protocol, supporting playback control, library management, navigation, and smart downloads search with automatic file playback.
AXT-MCP
A Model Context Protocol service registry and connector framework that enables seamless integration with multiple services and models through a standardized API interface. Provides an extensible architecture for custom service adapters, API integrations, and model registries.
opendart-fss-mcp
An MCP server that provides access to Korea's DART corporate disclosure system, offering 84 tools for retrieving financial statements, periodic reports, and shareholding information. It enables users to programmatically query and analyze official Korean corporate data via the OpenDART API.
MCP Google Maps - stdio Edition
Enables Claude Desktop to access Google Maps services including geocoding, place search, directions, distance calculations, and elevation data through stdio communication. Provides comprehensive location-based functionality with direct Google Maps API integration.
Test MCP Server
A dual-transport MCP server that exposes your API as tools to LLM clients, supporting both stdio transport for local clients like Claude Desktop and HTTP/SSE transport for remote clients like OpenAI's Responses API.
AI-Powered Jira MCP Server
Enables natural language interactions with Jira for creating issues, managing boards, searching tickets, and handling project operations. Supports conversational AI workflows with smart field detection and multi-turn conversations.
MCP Help Scout
A comprehensive MCP server that provides full access to Help Scout's Docs and Inbox APIs. It enables users to manage knowledge base articles, collections, and sites while also handling customer conversations, threads, and mailbox operations.
Google Calendar MCP Server
Enables AI assistants to retrieve and access Google Calendar events by date through the Google Calendar API. Provides a simple tool interface for querying calendar data with date validation and error handling.
EMS MCP Server
Provides LLM access to the Event Monitoring System (EMS) API for comprehensive flight data analytics and monitoring. It enables users to query flight records, retrieve time-series analytics, and explore aircraft assets or database hierarchies.
Sequa MCP
Enables AI assistants to access contextual knowledge from multiple repositories through Sequa's Contextual Knowledge Engine. Provides architecture-aware code understanding and cross-repository context for more accurate, production-ready code generation.
kiwi-travel-mcp
The Kiwi.com Flight Search MCP server integrates with various AI assistants, allowing users to seamlessly search for and book flights using the extensive Kiwi.com flight search engine. It exposes a powerful 'search-flight' tool that provides instant access to curated flight options.
Jira-GitLab MCP Server
Integrates Jira and GitLab to enable AI agents to seamlessly manage issues, create branches, and automate SRE workflows from issue detection to fix deployment. Features AI-powered analysis for intelligent code generation and comprehensive automation across both platforms.
Store MCP Server
Enables AI agents to store and retrieve information persistently using key-value pairs with JSON file-based storage. Supports storing, retrieving, listing, deleting, and searching data across sessions.
Worksona MCP Server
Integrates 100+ specialized AI agents with Claude Desktop, providing automated agent discovery, multi-agent coordination, and ready-to-use task templates for complex development and business workflows. Enables users to leverage enterprise-level AI capabilities through actionable resources and intelligent agent matching.
NutriAI MCP Server
Enables nutritional analysis of food descriptions by integrating with OpenAI's API to provide calorie estimates, macronutrient breakdowns, and dietary insights. Designed for educational purposes and follows OpenAI Apps SDK design guidelines.
Xiaohongshu MCP Server
Enables enterprise-grade multi-account management and automated operations for Xiaohongshu (Little Red Book) platform. Supports content searching, publishing, user data collection, and anti-detection features through browser automation with proxy rotation and fingerprint spoofing.
QI140 MCP Multi
A multi-purpose MCP server for AI-powered healthcare assistance that processes clinical data through configurable LLM providers. Maintains webhook endpoints for patient data processing with PostgreSQL logging and OpenAPI documentation.
MJML MCP Server
Enables creation and management of professional email templates using MJML markup language. Provides compilation to responsive HTML, template generation, validation, and component documentation for building email campaigns.
BlenderMCP
Connects Blender to Claude AI through the Model Context Protocol, enabling AI-assisted 3D modeling, scene creation, object manipulation, and material control. Supports asset integration from Poly Haven and AI-generated 3D models through Hyper3D Rodin.
Kubernetes MCP Server
Enables interactive Kubernetes cluster monitoring and troubleshooting through natural language queries. Users can diagnose pod issues, check service status, and investigate cluster problems using conversational AI.
GitLab MCP Server
Enables interaction with GitLab repositories through natural language, supporting project management, issue tracking, merge requests, file access, and repository operations. Includes a conversational agent interface with structured outputs for comprehensive GitLab workflow automation.
Weather MCP Server
Provides weather forecast and alert information for US locations using the National Weather Service API. Enables users to get detailed weather forecasts by coordinates and retrieve active weather alerts by state.
Codebase MCP Server
Enables AI assistants to semantically search and understand code repositories using PostgreSQL with pgvector embeddings. Provides repository indexing, natural language code search, and development task management with git integration.
Fergus MCP Server
Enables AI assistants to interact with Fergus job management platform through secure API integration. Supports managing jobs, customers, quotes, and sites with real-time data synchronization.
Accessibility MCP Server
Enables AI agents to perform comprehensive accessibility audits on websites using Playwright and axe-core against WCAG standards. Provides detailed compliance reports with violation summaries and remediation guidance across multiple browsers.
Generect
Generect MCP connects your live lead database directly to AI models like OpenAI or Claude without exports or delays. It streams enriched, up-to-date contact data (titles, firmographics, signals) straight into prompts so LLMs can personalize, score, and recommend leads automatically in real time.