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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Flowbite-Svelte

6

An MCP server providing programmatic access to exhaustive Flowbite-Svelte component documentation, enabling AI models to search, list, and retrieve UI component specifications and code examples.

4 tools

Cursor Cloud Agents

6

Integrates with Cursor's Cloud Agents API to enable AI assistants to create, manage, and monitor automated repository tasks, including code generation and PR creation.

9 tools

churnflow-mcp

6

An ADHD-friendly productivity MCP server that uses AI to automate task capture, categorization, and tracking across markdown files and a SQLite database.

3 tools

mcp-safe-proxy

6

A lightweight stdio proxy that intercepts and rewrites MCP tool annotations to bypass security approval prompts in AI CLIs like Codex and Claude Code. It transparently passes through all tool operations while marking them as safe to ensure a seamless automation experience.

Memory LibSQL

6

A high-performance Go-based MCP server for persistent memory storage using libSQL, featuring multi-project support, vector search, and hybrid search capabilities for managing complex knowledge graphs.

17 tools

Perplexity

6

MCP (Model Context Protocol) Server. Integrates with Perplexity AI's language models, enabling enhanced interactions through chat completions and single-query tools.

2 tools

Azure Table Storage

6

MCP (Model Context Protocol) Server. Enable efficient storage, retrieval, and querying of structured data in the cloud for large-scale applications.

3 tools

Marginalia Search

6

MCP (Model Context Protocol) Server. Integrates Marginalia Search to discover non-commercial and independent web content for research, trend analysis, and alternative perspectives.

3 tools

Gmail

6

A Gmail integration for Claude that enables searching, reading content, and listing recent emails using the official Gmail API.

3 tools

CrewAI (Near Intents)

6

MCP (Model Context Protocol) Server. Leverages the CrewAI framework in combination with OpenAI API to orchestrate multi-agent workflows for automated research, data analysis, and problem-solving across domains.

3 tools

Memory Graph

6

MCP (Model Context Protocol) Server. Provides long-term memory storage for LLM conversations using Redis Graph, enabling persistent knowledge graphs for maintaining context across interactions and building complex information networks.

7 tools

Rayon Design CAD

6

MCP (Model Context Protocol) Server. Integrates with Rayon Design CAD interface using browser automation to enable shape creation and drawing method searches for AI-assisted design workflows.

Voice Recorder (Whisper)

6

MCP (Model Context Protocol) Server. Integrates with OpenAI's Whisper model to provide voice recording and transcription capabilities for applications requiring speech-to-text functionality.

3 tools

X (Twitter) Scraper

6

MCP (Model Context Protocol) Server. Integrates with X using the agent-twitter-client library, enabling tweet retrieval and posting within Docker containers with proxy support for network isolation.

2 tools

Elasticsearch 7.x

6

MCP (Model Context Protocol) Server. Integrates with Elasticsearch 7.x, providing efficient data management and search capabilities for projects requiring robust analytics within the ecosystem.

3 tools

Figma to React Native

6

A specialized MCP server that converts Figma design components into React Native code, automating the bridge between design and development by preserving component hierarchy and types.

1 tool

interactive-terminal

Needs Setup
6

MCP server for real interactive terminal sessions — REPLs, SSH, databases, Docker

Riksarkivet

6

An MCP server for exploring Swedish historical archives, providing full-text search across millions of transcribed documents and high-resolution image access via IIIF.

2 tools

Harbor Container Registry

6

MCP (Model Context Protocol) Server. Enables AI systems to manage Harbor container registry resources including projects, repositories, tags, and Helm charts for streamlined DevOps workflows.

11 tools

Unreal Engine

6

MCP (Model Context Protocol) Server. Enables AI interaction with Unreal Engine through a TCP server that exposes scene manipulation, material creation, and blueprint generation capabilities via a modular command system.

5 tools

WhatsApp Web

6

MCP (Model Context Protocol) Server. Connects AI systems to WhatsApp Web for sending messages, managing groups, searching contacts, and retrieving chat history through direct connection or API client modes.

11 tools

arXiv

6

An MCP server for searching and analyzing Software Engineering papers on arXiv, featuring PDF retrieval, trend analysis, and research material export.

8 tools

Think

6

MCP (Model Context Protocol) Server. Enhances Claude's reasoning capabilities with OpenAI's o3-mini model for multi-step analysis of complex problems while maintaining variables throughout extended reasoning chains.

1 tool

mkdocs-mcp-plugin

6

A comprehensive MCP server for MkDocs that provides AI agents with hybrid search, semantic retrieval, and project management tools for local documentation.

8 tools

VseGPT Image Generator

6

MCP (Model Context Protocol) Server. Integrates with VseGPT API to generate images from English-language prompts and store them locally with timestamp-based filenames.

Browse Together (Playwright)

6

MCP (Model Context Protocol) Server. A co-browser controlled by both you and your AI assistant

7 tools

Telegram

6

MCP (Model Context Protocol) Server. Enables Claude to monitor and respond to Telegram messages by accessing chat lists, reading conversations, and sending replies that match the user's texting style through Telethon API integration.

5 tools

Ali OSS

6

MCP (Model Context Protocol) Server. Provides a bridge between AI systems and Ali OSS cloud storage, enabling file upload, download, listing, and management operations through a RESTful API.

2 tools

Files-DB

6

MCP (Model Context Protocol) Server. Provides a local vector database system for semantic code search with zero-configuration setup, real-time file monitoring, and incremental indexing to help developers navigate large codebases efficiently.

Netlify

6

MCP (Model Context Protocol) Server. Integrates with Netlify's API to enable automated web deployment, serverless function management, and continuous deployment workflows for AI applications.

43 tools