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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

IP Find

Allows agents to get the current location of the user based on their IP Address or to fetch the location of any IP Address.

UniFi MCP Server

Enables AI assistants to interact with Ubiquiti UniFi network infrastructure for monitoring devices, managing clients, and performing configuration tasks like blocking/unblocking devices and viewing network health.

News MCP Server for VnExpress

Enables AI agents to interact with VnExpress news content through RSS feeds, advanced search with filters, and clean article text extraction for Vietnamese news consumption.

@flyguy729/hostex-mcp-server

Model Context Protocol (MCP) server for Hostex API - Enables AI assistants to manage vacation rental properties

Qiita MCP Server

Enables searching and browsing Qiita articles, including filtering by tags and users, retrieving comments, and accessing bookmarked articles. Supports both public Qiita and private Qiita Team instances.

Sales MCP Server

Provides AI assistants with access to sales data tools, including fetching quarterly sales information, listing available quarters, and generating sales analysis prompts for business insights.

claude-sessions-mcp

MCP server for managing Claude Code conversation sessions

IRCAM Amplify MCP Server

Enables LLMs to analyze music (genre, mood, tempo, key), separate audio stems, detect AI-generated music, and measure loudness using IRCAM Amplify's audio processing APIs.

IRIS Legacy

Archived monolithic MCP server that provided 28 tools for Microsoft 365 (email, calendar, Teams, users, files), Italian PEC certified email, booking, and document management. Replaced by 8 atomic MCP servers.

AgentSkills MCP

Provides comprehensive financial research tools including A-share stock analysis, web scraping, entity extraction, and multi-source search capabilities for building intelligent financial research agents.

MCP Perplexica

Enables LLMs to perform web searches through Perplexica with multiple focus modes (web, academic, YouTube, Reddit) and optimization settings, returning AI-generated responses with source citations.

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling users to query merge requests, review discussions, view test results and pipelines, search by branch, and respond to comments through natural language commands.

MCP Camera Tool

Enables AI assistants to access and control network cameras to capture images and perform analysis including brightness detection, color distribution, and edge detection.

Open Brush MCP Server

Enables control of Open Brush 3D painting software through natural language commands, allowing LLMs to create drawings, manipulate brushes, import 3D models, manage colors, layers, and camera settings via the Open Brush HTTP API.

Imagen MCP Server

Enables AI assistants to generate high-quality images using Google's Gemini and Imagen models with support for multiple aspect ratios, dynamic model selection, and direct file saving capabilities.

Coolify MCP Server

Enables AI agents to deploy and manage applications on Coolify through structured tools, supporting project management, app lifecycle control, pre-configured templates, and deployment monitoring with built-in safety guardrails.

Intervals.icu MCP Server

Enables AI assistants to retrieve filtered and grouped fitness activities and wellness metrics from Intervals.icu to provide structured summaries of workouts and physical health.

3 tools

spotify-bulk-actions-mcp

MCP server for bulk Spotify operations with confidence-scored song matching, batch playlist creation, and library exports. Features human-in-the-loop review for uncertain matches.

BusyBee

Autonomous TDD coding agent that converts specifications into feature lists and implements them using test-driven development with pause/resume capabilities, live progress monitoring, and automatic git commits.

WP Navigator MCP

AI-powered WordPress management that enables creating and editing posts, pages, media, plugins, themes, and Gutenberg blocks through natural language with safe-by-default writes and full rollback support.

DB Schenker Shipment Tracker

Tracks DB Schenker shipments by reference number, providing detailed shipment information including sender/receiver details, package information, and complete tracking history with automatic rate limiting and caching.

Recipe By Api Ninjas MCP Server

An MCP server providing access to the API Ninjas Recipe database, allowing users to search for dish recipes and cooking instructions with pagination support.

1 tool

Dynamic Per-User Tool Generation MCP Server

Enables dynamic generation of tools based on user-specific permissions from an external API. Users receive personalized tools tailored to their access rights, with intelligent caching and graceful fallback to static tools.

Excel MCP Server

Enables AI agents to create, read, and manipulate Excel workbooks without Microsoft Excel installed, supporting formulas, formatting, charts, pivot tables, and data validation operations.

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling natural language queries for merge requests, code reviews, test results, pipeline status, and discussion management.

GitLab MCP Server

Connects AI assistants to GitLab, enabling natural language queries for merge requests, code reviews, discussions, pipeline tests, and job logs directly from chat.

ZenTao MCP Server

Enables interaction with ZenTao project management system through RESTful API v1. Supports bug tracking, project/product management, and automated token authentication for seamless integration.

GitLab MCP Server

Connects AI assistants to GitLab projects, enabling natural language queries for merge requests, code reviews, test results, pipelines, and discussions. Supports viewing MR details, responding to comments, and analyzing CI/CD job logs.

Spotify MCP Server

Enables AI assistants to control Spotify playback, search for music, manage playlists, and interact with your Spotify library through natural language commands.

GitLab MCP Server

Enables AI assistants to interact with GitLab projects through natural language, allowing users to query merge requests, view code reviews, check test results and pipelines, and respond to discussions directly from chat.