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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

@htetoowaiyan/colors-mcp-server

A simple color utility MCP server for frontend developers — convert, mix, adjust, and analyze colors.

Google Maps Geocoding MCP Server

A Model Context Protocol server that interfaces with the Google Maps Geocoding API to provide forward geocoding, reverse geocoding, and Place ID lookups for LLM clients.

3 tools

Redmine MCP Server

A comprehensive MCP server that grants AI assistants full access to Redmine project management, enabling management of issues, projects, time tracking, users, and wiki pages.

26 tools

jxa-mail-mcp

Fast MCP server for Apple Mail via optimized JXA scripts

Google Search MCP

Enables LLMs to perform real-time web searches and retrieve information from the internet using the Google Custom Search API.

1 tool

pure.md MCP Server

A robust MCP server that enables AI agents to bypass bot detection and JavaScript rendering to fetch any web content or search results as clean markdown.

2 tools

@schilling.mark.a/software-methodology

Comprehensive software development methodology from product strategy through production deployment. Eleven skills covering Business Model Canvas, UX research, story mapping, BDD/ATDD, clean code, CI/CD, and continuous improvement.

Remote MCP Server (Authless)

A template for deploying serverless Model Context Protocol (MCP) servers on Cloudflare Workers using Server-Sent Events (SSE). It serves as a boilerplate for developers to build and host custom tools without authentication overhead.

DigitalOcean MCP Server

A comprehensive MCP server providing dynamic access to over 471 DigitalOcean API endpoints for managing cloud infrastructure including droplets, databases, and Kubernetes.

6 tools

postcardai-mcp

MCP Server for PostcardAI - Use PostcardAI with Claude, Cursor, and other AI assistants

Cross-Platform Filesystem MCP Server

A robust filesystem MCP server providing platform-aware file operations, directory management, and shell command execution across Linux, macOS, and Windows with built-in security constraints.

13 tools

Scrivener MCP Server

A comprehensive MCP server enabling AI assistants to manage Scrivener 3 projects through document editing, binder organization, advanced search, and PDF manuscript compilation.

22 tools

AGS Extend SDK MCP Server

Provides AI coding assistants with searchable access to AccelByte Gaming Services (AGS) Extend SDK functions, models, and project templates across multiple programming languages. It enables developers to query SDK symbols and generate boilerplate code for Extend app projects using real-time documentation context.

3 tools

MCP VTEX Server

A comprehensive MCP server that integrates the VTEX e-commerce platform with AI assistants. It enables full lifecycle management of catalog, inventory, pricing, logistics, orders, marketplace, and customer data through natural language commands.

102 tools

Pocket Assistant MCP Server

A storage and retrieval server that uses ChromaDB and OpenAI embeddings to help AI assistants manage research content through semantic search and topic organization.

5 tools

EdgarTools MCP

Enables LLMs to download, parse, and analyze SEC EDGAR filings, including 10-K/Q reports, XBRL financial statements, and insider trading data. It provides structured access to institutional holdings, corporate events, and financial facts for comprehensive investment research.

Jules MCP Server

Interact with Google's Jules AI coding assistant to manage GitHub repositories, execute coding tasks, and automate pull requests programmatically through MCP.

9 tools

thoughtbox-free

Thoughtbox is a next-generation reasoner and context engine that gives agents insights into their own problem-solving.

OpenWeatherMap MCP Server

An MCP server providing real-time weather data, 5-day forecasts, and detailed air quality metrics via the OpenWeatherMap API.

3 tools

GitHub MCP Control Plane

An enterprise-grade MCP server for GitHub operations featuring built-in security scanning, audit trails, and delegation of heavy tasks to GitHub Actions.

10 tools

OneDrive/SharePoint MCP Server

Provides unified access to OneDrive and SharePoint through Microsoft Graph API, enabling file operations, SharePoint list management, Excel integration, and content search across personal and business Microsoft accounts.

FastMCP Documentation Search Server

A tool-focused MCP server that provides semantic search over local documentation, web scraping via Jina Reader, and utility functions like SHA-256 hashing and arithmetic.

4 tools

miro-mcp-server

Control Miro whiteboards with AI. Built in Go for speed and simplicity. 77 tools | Single binary | All platforms | All major AI tools

Humotica

The complete protocol stack for secure AI communication.

Humotica - AInternet

Where AIs Connect. AInternet is the open protocol for AI-to-AI communication. Just like the Internet connects humans, AInternet connects AI agents.

Lumenore Analytics MCP Server

A specialized MCP server that grants AI assistants access to Lumenore's advanced analytics, enabling natural language data queries, predictive forecasting, and automated trend analysis.

8 tools

Garmin MCP Server

A Garmin Connect integration for Claude that provides activity tracking, health metric analysis, and AI-powered training recommendations.

5 tools

Humotica - TIBET chip

Hardware-like AI Security

Humotica - Sensory

Multi-Sensory AI Communication for Off-Grid Networks

trainedbyai

trainedby.ai connects your wearables to ChatGPT or Claude, so your AI coach knows your real training load, sleep patterns, and recovery without you typing a word.