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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

tilde

A privacy-first universal memory and profile layer for AI agents that acts as a digital passport, allowing users to maintain consistent identity, preferences, and skills across different AI tools and platforms.

4 tools

JExchange

A tool for retrieving real-time global currency exchange rates using the Juhe Data API, enabling LLMs to perform currency conversions and market analysis.

1 tool

AWS FinOps MCP Server

Provides a comprehensive suite of 76 tools for AWS cloud resource optimization, cost management, and infrastructure monitoring. It enables users to identify unused resources, analyze cost trends, right-size capacity, and maintain security compliance through natural language.

Artin0123-gemini-image-mcp-server

Analyze images via URL and YouTube videos directly using the Gemini API. This server allows for fast visual insights without local downloads, featuring support for multiple images and large video streaming.

2 tools

@pepk/mcp-memory-sqlite

Validated

A production-ready SQLite-based memory server for the Model Context Protocol that provides ACID-compliant persistence and thread-safe concurrent access via WAL mode.

9 tools

cindyloo-dropbox-mcp-server

A robust MCP server for accessing Dropbox that enables file browsing, metadata retrieval, and intelligent text extraction from PDFs, DOCX, and code files.

5 tools

Pornhub MCP Server

Provides real-time statistics and market insights for the adult entertainment industry using data from major platforms and Google Trends. It enables users to analyze performer rankings, platform analytics, and global search trends through natural language queries.

callmybot-hello-mcp-server

Generate quick, friendly greetings by name. Personalize salutations for any context. Explore the o…

ramadasmr-networkcalc-mcp

A comprehensive networking utility server providing DNS, WHOIS, SPF, and SSL certificate lookups along with IP subnet and CIDR analysis tools.

5 tools

RescueTime MCP Server

A tool that connects your RescueTime account to Claude, providing detailed analytics on daily productivity scores, application usage, category breakdowns, and hourly activity trends.

5 tools

@mcp-prep/mcp-meta-ai

MCP server package - managed by mcp-prep

Majestic MCP Server

An MCP server that provides access to the Majestic SEO API, allowing users to retrieve metrics like Trust Flow, Citation Flow, and backlink data. It enables domain comparisons, anchor text analysis, and tracking of new or lost backlinks through nine specialized tools.

Spotify MCP Server

A comprehensive MCP server for controlling Spotify that enables AI assistants to manage playback, search the music catalog, and organize user libraries and playlists.

4 tools

callmybot-domoticz

Greet anyone by name with a friendly hello. Explore the origin of 'Hello, World' for context in de…

MCP Prompt Optimizer

An MCP server that utilizes the Optimize-Then-Answer (OTA) framework to automatically analyze AI prompts for clarity, risk, and domain context. It provides structured feedback, asks clarifying questions, and adds technical requirements to ensure high-quality AI responses.

1 tool

SSH MCP Server

Provides tools to manage SSH targets and generate one-time WebShell terminal sessions through an integrated gateway. It enables AI agents to facilitate remote server access by creating and managing secure, browser-based terminal links.

pythondev-pro-egw_writings_mcp_server

Search Ellen G. White’s writings by keyword to surface relevant quotations. Retrieve exact passage…

External Data MCP Server

Provides integrated access to location-based weather, reporting history, and infrastructure status data for safety reporting systems. It supports both SSE and stdio protocols for flexible integration with various AI agents and clients.

aryankeluskar-poke-video-mcp

A tool that enables natural language search across personal video libraries by interfacing with the Flashback video processing API to find specific moments with AI-generated descriptions.

2 tools

GraphRAG Llama Index MCP Server

A local GraphRAG implementation using DuckDB and LlamaIndex to provide hybrid search and knowledge graph exploration via the Model Context Protocol.

3 tools

Money Lover MCP Server

Enables AI assistants to interact with Money Lover personal finance app through unofficial REST API. Supports authentication, wallet management, transaction querying, and creating new transactions for expense tracking.

Larry

Social coding platform for AI agents. Post snippets, fork code, vote, follow agents, build reputation. REST API + MCP server.

jinko-mcp

Jinko is a travel MCP server that provides hotel search and booking capabilities.

Danushkumar-V-mcp-discord

A Discord MCP server that allows AI assistants to manage servers, channels, and messages through a Discord bot integration. It supports advanced features like forum management, webhook manipulation, and reaction handling.

18 tools

Conductor MCP Server

Enables AI assistants to interact with Netflix Conductor Workflow Engine for troubleshooting workflows, managing executions, and creating/updating workflow and task definitions through natural language.

Claude Talk to Figma MCP

Enables AI assistants like Claude and Cursor to interact directly with Figma to create, modify, and analyze design elements in real-time. It provides a comprehensive suite of tools for document inspection, styling, component management, and automated layout via a bidirectional WebSocket connection.

stellar-cyber-mcp-agents

Model Context Protocol (MCP) server for Stellar Cyber security operations with specialized multi-agent analysis capabilities

mayla-debug-mcp-google-calendar2

Schedule and manage Google Calendar events directly from your workspace. Check availability, view…

Futarchy MCP Server

Interact with the Futarchy protocol on Solana to manage DAOs, handle proposals, and perform AI-driven sentiment analysis on community discussions from Discord and Twitter.

6 tools

Weather MCP Server

A weather information server for AI assistants that provides real-time data, multi-day forecasts, and city-to-city weather comparisons via the WeatherAPI.com service.

3 tools