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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

LangExtract

19

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.

4 tools

Jimeng AI Multimodal MCP

19

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.

5 tools

Music Analysis

19

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

19

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

19

MCP (Model Context Protocol) Server. Integrates with Vercel's API to enable natural language-driven project management and deployment automation for streamlined development workflows.

27 tools

Pinterest

19

MCP (Model Context Protocol) Server. Pinterest image search and information retrieval

3 tools

Gramps Web

19

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.

16 tools

Memos

19

A Model Context Protocol server that integrates Claude with the Memos note-taking platform, allowing for searching through existing notes and creating new entries.

2 tools

Google Workspace

19

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.

16 tools

macOS Say

19

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.

2 tools

Magic-API

19

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.

59 tools

Code Embeddings

19

MCP (Model Context Protocol) Server. A knowledge management tool for code repositories using vector embeddings.

Tree-Sitter MCP

19

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.

4 tools

Gemini CLI Orchestrator

19

A metaprompting orchestrator that guides AI agents through structured, multi-step codebase analysis workflows optimized for Google's Gemini 1M+ token context window.

4 tools

Rowan MCP Server

19

A comprehensive computational chemistry MCP server that provides professional-grade molecular design tools, including pKa calculations, docking, geometry optimization, and protein cofolding.

41 tools

dbt CLI

19

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.

8 tools

BreakoutRoom

19

A peer-to-peer communication server that allows agents to create and join virtual rooms to collaborate on goals using the Room protocol.

Morningstar

19

MCP Server to interact with Morningstar Research, Editorial and Datapoints

2 tools

Contextual AI

19

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.

1 tool

Bucket (Feature Flagging)

19

A suite of TypeScript SDKs and tools for integrating feature flags into React, Vue, Node.js, and OpenFeature-compatible applications.

Webrix MCP Gateway

18

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

18

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.

2 tools

Signal

18

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.

3 tools

Baidu Search

18

A robust MCP server providing Baidu web search capabilities and intelligent webpage content fetching with built-in rate limiting and LLM-optimized output formatting.

2 tools

iMessage

18

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.

6 tools

Enhanced Obsidian MCP Server

18

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.

25 tools

agent-twitter-client-mcp

18

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.

14 tools

relace-mcp

18

An unofficial MCP server for Relace.ai that provides high-speed automated code editing and agent-based codebase exploration using natural language.

4 tools

Devmind-MCP

18

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.

15 tools

QASphere

18

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.