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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

motion-dev-mcp

2

A production-grade MCP server for Motion.dev, offering offline documentation access, multi-framework code generation, and API validation for React, JavaScript, and Vue animations.

10 tools

Plain.com MCP Server

2

A comprehensive MCP server for the Plain.com support platform, offering 77 tools to manage customers, support threads, help center documentation, and workspace automation.

77 tools

mcp-server-claude

2

A comprehensive MCP server for Directus providing full API coverage for CMS management, including collection CRUD, schema analysis, flow automation, and user/file management.

28 tools

TOON Context

2

A specialized MCP server that optimizes JSON data into the TOON (Token-Optimized Object Notation) format, reducing token usage by 40-60% for AI context windows.

6 tools

MCP Confluence Server

2

A comprehensive MCP server for Confluence that provides unified tools for page and comment management, advanced CQL searching, and robust Markdown export capabilities.

11 tools

Finix Payments

2

An unofficial MCP server for the Finix API that facilitates identity management, payment link creation, and documentation search for fintech development.

6 tools

Obsidian MCP Server (TypeScript)

2

A robust TypeScript MCP server for high-performance interaction with Obsidian vaults, featuring intelligent LRU caching, binary file support, and comprehensive search and editing tools.

32 tools

247afk Block Editor MCP Server

2

Enables AI assistants to read, build, and edit 247afk scripts in real-time through a local WebSocket bridge. It allows for live manipulation of block editor content directly within the browser.

Linear

2

MCP (Model Context Protocol) Server. Integrates with Linear's project management platform, enabling AI-assisted workflows for team, issue, project, and cycle management through API operations.

6 tools

LinkedIn Content Creation MCP Server

2

Enables creation of optimized LinkedIn posts using a component-based design system with variants, themes, and composition patterns. Supports multiple post types (text, document, poll, video, carousel) with research-backed optimization for maximum engagement.

mcp-bitbucket-dc

2

An MCP server for Bitbucket Data Center that enables AI assistants to search code, browse files, and manage pull requests through a standardized interface. It supports comprehensive repository exploration, including Lucene-style code searching and direct file content access.

Kiln

2

AI agent control of 3D printers — 273 tools for OctoPrint, Moonraker, Bambu, Prusa, Elegoo

appstore-connect

Needs Setup
2

MCP server for Apple's App Store Connect API. Manage apps, TestFlight, and more.

Veo 3.1 MCP Server

2

A robust MCP server for Google's Veo 3.1 model that provides token-efficient video generation, frame interpolation, and professional tools for batch processing and cost estimation.

6 tools

anyapi-mcp-server

2

A universal MCP server that connects any REST API to AI assistants via OpenAPI or Postman specifications. It enables dynamic tool creation with GraphQL-style field selection and automatic schema inference for efficient data retrieval.

Ayga MCP Client

2

A comprehensive MCP server providing unified access to 40+ specialized parsers for AI search engines, social media scraping, translation, and web content extraction via a Redis API interface.

43 tools

IoT Home Automation

2

MCP (Model Context Protocol) Server. Enables smart home automation with IoT device control and persistent memory for maintaining context across interactions through MQTT protocol

6 tools

Web Search and Semantic Similarity

2

MCP (Model Context Protocol) Server. Provides web search and information extraction capabilities using SearchAPI.io for queries, Firecrawl for content scraping, and embedding models for semantic similarity matching across multiple languages.

2 tools

SSH MCP Server

2

An MCP server that enables AI assistants to execute shell commands and manage files on remote servers via SSH. It supports recursive directory uploads, archive extraction, and direct file creation from text content.

exiftool-mcp-ai-agent

Validated
2

An MCP Server for retrieving EXIF data from images (photos) and videos using ExifTool

4 tools

Obsidian MCP Tools

2

A comprehensive toolkit for searching and analyzing Obsidian vaults or Markdown directories, enabling AI clients to extract metadata, search full text, and perform natural language queries.

9 tools

Cronicorn

Failed
2

Manage adaptive cron jobs and HTTP endpoint scheduling via AI assistants.

Claude Error Collector

2

An MCP server that enables Claude to learn from user corrections by recording them as persistent rules in CLAUDE.md files. It manages project-specific or global guidelines to ensure the assistant avoids repeating the same mistakes in future sessions.

Granola MCP Server

2

Integrates Granola.ai meeting intelligence with MCP clients to provide direct access to meeting notes, transcripts, and workspace organization. It allows users to search and retrieve meeting content through natural language by leveraging existing Granola credentials.

Calorie-Tracking

2

A health-focused MCP server that enables users to track daily calorie intake, log meals, and generate nutritional reports through natural language interactions.

4 tools

Obsidian MCP Server Plugin

2

The Obsidian MCP Server Plugin converts your local Obsidian vault into an MCP server, enabling AI tools to read, search, and write to your notes with secure folder-level access control.

Penpot MCP Server

2

Enables AI agents to programmatically access self-hosted Penpot instances to read, create, modify, and export design elements through natural language. It provides 66 tools for managing projects, shapes, design tokens, and comments using a dual-access strategy of direct database reads and RPC API writes.

Ultimate Google Docs & Drive MCP Server

2

A comprehensive MCP server for managing Google Docs and Google Drive, supporting advanced document editing, formatting, table insertion, and full file operations across personal and shared drives.

23 tools

duckduckgo-mcp

2

A privacy-focused MCP server that enables LLMs to search the web via DuckDuckGo and extract clean, markdown-formatted web content using Jina Reader.

2 tools

Codebase Contextifier 9000

2

A Docker-based semantic code search engine that uses AST-aware chunking, vector embeddings, and Neo4j graph relationships to provide deep context across multiple repositories.

16 tools