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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Reflect MCP Server

Enables AI assistants like Claude to interact with Reflect notes through OAuth authentication, allowing users to retrieve graph lists and append content to daily notes.

Meta-Dynamic MCP Server

Aggregates multiple remote Model Context Protocol endpoints and exposes them through a unified SSE interface, allowing an LLM client to interact with specialized servers without configuration changes.

Remote MCP Server on Cloudflare

A template for deploying MCP servers to Cloudflare Workers with built-in OAuth authentication and SSE transport support. It enables secure, remote access to MCP tools from Claude Desktop and other clients via HTTP.

1 tool

Lunar Calendar MCP Server

A comprehensive MCP server for Chinese traditional calendar services, including BaZi calculations, almanac queries, and solar-lunar conversions based on the lunar-python library.

6 tools

Fastmail MCP Server

A secure MCP server that allows AI assistants to search and read Fastmail emails using the JMAP API, providing tools to list mailboxes and retrieve full message content.

3 tools

Hostname MCP Server

A lightweight MCP server that provides hostname detection and comprehensive system specifications like CPU, memory, and OS details to help AI assistants identify their host environment.

2 tools

fal-ai Ideogram V3 MCP Server

A Model Context Protocol server for the fal-ai/ideogram/v3 API, specializing in high-quality image generation with advanced text rendering, style controls, and automatic local image management.

4 tools

Emby.MCP

Connects an Emby media server to AI clients like Claude Desktop, enabling natural language control of media playback, library browsing, playlist management, and search across your personal media collection.

drainbrain

AI-powered Solana token rug pull detection with ML ensemble scoring and honeypot detection.

MCP Server F1Data

An MCP server providing structured access to historical and current Formula 1 data including drivers, circuits, and race results using the F1DB dataset.

7 tools

API as MCP

Converts REST APIs into MCP tools using Gradio, specifically demonstrating integration with a local IBM Granite model running on Ollama.

1 tool

Translations MCP Server

A translation management tool that automatically discovers, indexes, and searches localization files with support for file watching and multiple project structures.

2 tools

Google Maps MCP Server

Enables interaction with Google Maps services through the Model Context Protocol. Provides location-based functionality and mapping capabilities for AI agents.

Agentic Workbench

A hierarchical tool orchestrator that exposes a single entry point to prevent context overflow while internally managing over 100 specialized MCP tools using a more cost-effective LLM.

1 tool

MCP-Claude Code Bridge

Bridges Claude Desktop with the Claude Code CLI to delegate complex development tasks like React app creation and API building to a specialized coding agent.

5 tools

Loxone MCP Server

A Python-based MCP server that enables AI assistants to control Loxone smart home systems, managing lights, blinds, climate, and scenes with support for real-time monitoring and secure PIN-protected operations.

10 tools

Educational Tutor MCP Server

A system that transforms documentation repositories into structured educational courses and exposes them through MCP for AI-driven tutoring.

Hippocampus Memory MCP Server

A persistent, bio-inspired semantic memory layer for LLMs using FAISS vector storage and sentence transformers to enable long-term information retention and intelligent consolidation.

5 tools

Clinical Trials MCP Agent

A specialized clinical trials exploration agent that combines SQL filtering for trial metadata with semantic vector search for deep protocol analysis via ClinicalTrials.gov data.

2 tools

Remote MCP Server (Authless)

A starter template for deploying remote Model Context Protocol (MCP) servers on Cloudflare Workers using Server-Sent Events (SSE). It provides a scaffold for developers to build and host custom, authentication-free MCP tools accessible from Claude Desktop and AI playgrounds.

piranha

BJJ video analysis — YOLO pose detection + Claude AI technique analysis.

sales-engine

AI sales — prospect discovery, ICP scoring, outreach generation.

MCP Todo Server

A distributed task management server built on MCP that leverages Redis for shared state across nodes and OpenAI for intelligent task prioritization.

6 tools

Nano Banana MCP Server

An MCP server that enables image generation using Google's Gemini Nano Banana Pro model via the Google AI Studio API. Users can generate and save images locally by providing text prompts through MCP-compatible clients.

lightning-faucet-mcp

Give your AI agent a Bitcoin wallet. This MCP server enables AI agents to send and receive Bitcoin via the Lightning Network. The first step toward true AI economic autonomy.

TickTick MD MCP

Enables AI integration with TickTick to manage tasks, projects, and tags through the Model Context Protocol. It allows users to import from Markdown, export project data to multiple formats, and perform task operations using natural language.

Amazon Q Web Documentation Reader

This MCP server enables AI agents to intelligently navigate, parse, and extract clean documentation from websites by removing clutter and specifically targeting code examples and page hierarchies.

5 tools

macOS Defaults MCP Server

A specialized MCP server for programmatically managing macOS system settings and preferences. It provides a bridge to the 'defaults' command-line utility, allowing users to list domains, search for settings, and perform read/write operations on system configuration.

4 tools

CTF MCP Server

Exposes common CTF and cybersecurity tools (crypto, forensics, malware analysis, steganography, reverse engineering, pwn, OSINT) so LLMs can help solve capture-the-flag challenges in a controlled lab environment.

Joplin MCP Server

A Model Context Protocol server that allows AI assistants to manage Joplin notes through full-text search, CRUD operations, and markdown file imports.

6 tools