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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

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

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

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

Refactor

6

A robust MCP server for large-scale code refactoring and pattern matching, enabling precise regex-based search and replace operations with context-aware filtering and glob support.

2 tools

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

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

Gmail

6

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

3 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

Playwright Browser Automation

6

MCP (Model Context Protocol) Server. Enables AI models to perform web automation tasks by controlling headless browsers through a server-side Playwright implementation.

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

cadre-ai

6

Your AI agent squad for Claude Code. 17 specialized agents, persistent memory, desktop automation, and a common sense engine.

HR Policy Chatbot

6

MCP (Model Context Protocol) Server. Enables HR departments to provide workplace policy information through a RAG-based chatbot that indexes, retrieves, and generates answers from PDF documentation with email sending capabilities.

Google Drive

6

MCP (Model Context Protocol) Server. Provides a bridge to Google Drive for searching files and retrieving document content without manual browsing, enabling document analysis and reference material access.

Solana Vault

6

MCP (Model Context Protocol) Server. Enables secure Solana blockchain operations including balance checking, SOL transfers, transaction history retrieval, and token queries without exposing private keys to client applications

5 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.

Pentest Tools

6

MCP (Model Context Protocol) Server. Enables AI to perform comprehensive penetration testing and security assessments on web applications and networks using tools like Nmap, SQLMap, and XSStrike for vulnerability detection and exploitation.

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

Berlin Transport

6

MCP (Model Context Protocol) Server. Provides direct access to Berlin's public transportation data for searching stops, retrieving real-time departures, and planning optimal routes between locations.

3 tools

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