AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
LangExtract
A specialized MCP server that leverages Google's Gemini models and LangExtract library to perform structured data extraction from unstructured text and URLs with precise source grounding.
Jimeng AI Multimodal MCP
A comprehensive MCP server for Volcano Engine's Jimeng AI, offering powerful multimodal capabilities including text-to-image, text-to-video, and image-to-video generation with asynchronous task management.
Music Analysis
A specialized MCP server that integrates librosa to provide audio analysis capabilities, including tempo detection, spectral features, and onset detection from local files, web links, or YouTube videos.
VibeCraft
VibeCraft is an AI-powered building assistant for Minecraft that connects Claude to the game via a Fabric mod, enabling natural language construction, terrain generation, and complex pattern placement.
Vercel API
MCP (Model Context Protocol) Server. Integrates with Vercel's API to enable natural language-driven project management and deployment automation for streamlined development workflows.
MCP (Model Context Protocol) Server. Pinterest image search and information retrieval
Gramps Web
A comprehensive MCP server that integrates with Gramps Web API to provide AI-powered genealogy research, including full CRUD operations on records and advanced tree analysis tools.
Memos
A Model Context Protocol server that integrates Claude with the Memos note-taking platform, allowing for searching through existing notes and creating new entries.
Google Workspace
MCP (Model Context Protocol) Server. Integrates Google Workspace APIs to enable tasks like sending emails, scheduling meetings, and managing documents in Gmail, Calendar, and Drive.
macOS Say
A macOS-specific MCP server that wraps the native 'say' command to provide advanced text-to-speech capabilities with support for voice modulation, custom rates, and background execution.
Magic-API
Magic-API MCP Server integrates with the Magic-API development environment to provide API lifecycle management, Magic-Script debugging with breakpoints, and comprehensive Java class introspection via MCP tools.
Code Embeddings
MCP (Model Context Protocol) Server. A knowledge management tool for code repositories using vector embeddings.
Tree-Sitter MCP
A fast semantic code analysis and search tool that leverages Tree-Sitter to provide deep insights into project structure, code quality, and identifier usage across 15+ programming languages.
Gemini CLI Orchestrator
A metaprompting orchestrator that guides AI agents through structured, multi-step codebase analysis workflows optimized for Google's Gemini 1M+ token context window.
Rowan MCP Server
A comprehensive computational chemistry MCP server that provides professional-grade molecular design tools, including pKa calculations, docking, geometry optimization, and protein cofolding.
dbt CLI
MCP (Model Context Protocol) Server. Bridges Claude with dbt Core CLI, enabling direct execution of data transformation workflows, model management, and pipeline analysis within conversation interfaces.
BreakoutRoom
A peer-to-peer communication server that allows agents to create and join virtual rooms to collaborate on goals using the Room protocol.
Morningstar
MCP Server to interact with Morningstar Research, Editorial and Datapoints
Contextual AI
This MCP server provides enterprise-grade RAG capabilities by integrating Contextual AI's platform for intelligent document retrieval, multi-agent routing, and citation-backed query processing.
Bucket (Feature Flagging)
A suite of TypeScript SDKs and tools for integrating feature flags into React, Vue, Node.js, and OpenFeature-compatible applications.
Webrix MCP Gateway
Webrix MCP Gateway is a secure, enterprise-ready OAuth gateway that centralizes and secures access to multiple MCP servers with SSO, RBAC, and audit trails.
MCP Force
A specialized MCP server that exposes Salesforce's REST, Bulk v2, GraphQL, and Tooling APIs as tools for AI agents, enabling direct interaction with Salesforce data and metadata.
Signal
MCP (Model Context Protocol) Server. Enables secure communication with Signal messaging through direct messaging, group chats, and message reception capabilities, leveraging Signal's established encryption protocol.
Baidu Search
A robust MCP server providing Baidu web search capabilities and intelligent webpage content fetching with built-in rate limiting and LLM-optimized output formatting.
iMessage
A macOS-specific MCP server that provides read-only access to iMessage data and contacts, enabling LLMs to search message history, list conversations, and correlate contacts with iMessage handles.
Enhanced Obsidian MCP Server
A comprehensive MCP server that integrates AI models with Obsidian vaults, offering 25 tools for advanced note management, AI content analysis, and knowledge graph generation.
agent-twitter-client-mcp
A Model Context Protocol (MCP) server that integrates with X using the @elizaOS `agent-twitter-client` package, allowing AI models to interact with Twitter without direct API access.
relace-mcp
An unofficial MCP server for Relace.ai that provides high-speed automated code editing and agent-based codebase exploration using natural language.
Devmind-MCP
DevMind MCP provides **persistent memory capabilities** for AI assistants through the Model Context Protocol (MCP). It enables AI to remember context across conversations, automatically track development activities, and retrieve relevant information intelligently.
QASphere
This MCP server integrates the QA Sphere test management system with LLMs, enabling developers to discover, summarize, and interact with test cases directly within AI-powered development environments.