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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Japanese Weather MCP

1

A specialized MCP server providing current weather and forecasts for 110 Japanese cities with natural language support for Japanese location names (Kanji, Hiragana, Katakana).

3 tools

mcp-openhexa

1

A tool for Claude Desktop that connects to the OpenHEXA platform, allowing users to manage workspaces, datasets, and pipelines through natural language.

Mailbox.org MCP Server

1

A comprehensive MCP server for mailbox.org that enables Claude to manage emails via IMAP/SMTP, access CalDAV calendars, and configure Sieve email filter scripts.

19 tools

GitHub PR Reviewer (Notion)

1

MCP (Model Context Protocol) Server. Integrates with GitHub's API to fetch, analyze, and document pull request changes, enabling automated code reviews and maintaining documentation of code changes in Notion.

Booli MCP Server

1

A specialized MCP server that integrates with Booli's GraphQL API to search and analyze Swedish real estate listings and geographical locations using natural language.

2 tools

Multi-Server Integration

1

A multi-server MCP integration providing weather alerts, stock portfolio management via Kite Connect, and automated data persistence using MongoDB and Elasticsearch.

5 tools

YouTube Content Extractor MCP

1

Extracts YouTube video metadata and transcripts using yt-dlp and OpenAI Whisper, providing high-quality video content analysis.

browser-use-heroku

1

A tool that enables AI agents to control and automate web browsers, deployable as an MCP server on Heroku for integration with clients like Claude Desktop.

Quick Data for Windows MCP

1

A Windows-optimized MCP server providing universal data analytics for JSON and CSV files, featuring schema discovery, interactive visualizations, and advanced statistical tools.

17 tools

nanobanana-mcp-cliproxyapi

1

A production-ready MCP server for high-quality image generation using Google's Gemini models, featuring support for 4K resolution, aspect ratio control, and CLIProxyAPI backend compatibility.

1 tool

MCP Audio Server

1

A robust MCP server providing high-quality text-to-speech with smart language detection and comprehensive audio playback controls for various file formats.

5 tools

Taiwan Weather (CWA)

1

MCP (Model Context Protocol) Server. Provides real-time weather data and forecasts for Taiwan through the Central Weather Administration API with Node.js and Docker deployment options.

1 tool

lintbase-mcp

Validated
1

Real-time Firestore schema context for AI coding agents. Stop hallucinating field names.

3 tools

xcomet-mcp-server

1

A specialized MCP server for machine translation evaluation using Unbabel's xCOMET models, providing quality scoring and granular error detection for AI agents.

3 tools

Naver Maps

1

MCP (Model Context Protocol) Server. Integrates with Naver Maps and Search APIs to provide accurate geocoding and local information retrieval services specifically optimized for Korean locations

CISA Threat Intelligence

1

A specialized MCP server providing real-time access to CISA's Known Exploited Vulnerabilities (KEV) catalog and NVD data for advanced threat intelligence and vulnerability analysis.

4 tools

Documentation Retrieval (Python Libraries)

1

MCP (Model Context Protocol) Server. Retrieves up-to-date documentation for Python libraries including LangChain, LlamaIndex, and OpenAI through targeted web searches and HTML content extraction.

1 tool

Google Tag Manager MCP Server

1

Integrates Google Tag Manager with Claude to automate the creation and management of tags, triggers, and variables through natural language. Supports specialized workflows for GA4, Facebook Pixel, and ecommerce tracking.

10 tools

zk-mcp

1

A specialized MCP server that integrates the zk plain-text note-taking system with LLMs, allowing users to search, manage, and analyze note relationships.

5 tools

@jackjackstudios/ambiance-mcp

Needs Setup
1

A tool that slashes token usage by 60-80% using semantic code compaction, AST parsing, and local embeddings for intelligent code analysis and debugging.

11 tools

petamind-mcp

1

An MCP server designed for multi-candidate agentic coding loops that utilize iterative refinement, deterministic testing gates, and mandatory vision-based scoring to generate high-quality code patches.

1 tool

Scenario AI

1

MCP (Model Context Protocol) Server. Provides a bridge to the Scenario.com API for generating images from text prompts and removing backgrounds from existing images through authenticated access with environment variables.

Things App MCP

1

An MCP server for Things 3 on macOS that enables AI assistants to create, read, update, and manage tasks, projects, and areas. It utilizes the Things URL scheme for write operations and AppleScript for querying data directly from the application.

Abell Static Site Generator

1

MCP (Model Context Protocol) Server. Enables AI assistants to interact with Abell static site generator for retrieving syntax documentation and scaffolding complete applications through the create-abell package.

ClimateTriage

1

MCP (Model Context Protocol) Server. Connects to the ClimateTriage API for searching and filtering open source climate change and sustainability issues across GitHub repositories, enabling developers to find and contribute to environmental projects.

1 tool

Factifai MCP Server

1

A tool-agnostic MCP server that integrates Factifai for automated testing, allowing users to asynchronously create tests and retrieve execution results using OpenAI or AWS Bedrock.

3 tools

fatsecret-mcp

Needs Setup
1

MCP server for FatSecret API - food search, nutrition, diary, recipes, weight tracking (unofficial)

Brewfather

1

MCP (Model Context Protocol) Server. Connects to Brewfather API for retrieving and analyzing homebrew inventory data, including detailed information about fermentables, hops, and yeasts for recipe formulation and brewing process planning.

SEI MCP Server V2

1

A comprehensive MCP toolkit for the Sei blockchain ecosystem, enabling AI agents to perform DeFi trading, NFT management, cross-chain bridging, and deep on-chain analytics via natural language.

173 tools

Copilot MCP Server

1

Integrates GitHub Copilot with MCP-compatible tools to provide AI-powered chat, code explanation, suggestions, and security reviews using your existing GitHub CLI authentication.

4 tools