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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

Remote MCP Server (Authless)

Enables deployment of Model Context Protocol servers on Cloudflare Workers without authentication. Allows users to create custom MCP tools and connect them to AI clients like Claude Desktop or Cloudflare AI Playground.

in-context.me Portfolio

AI-native portfolio inside Claude conversations. Interactive UI with work, services, and contact.

PPTX MCP Server

A robust MCP server for programmatically creating, editing, and manipulating PowerPoint presentations, featuring structured JSON support for text styling and direct Office XML access.

8 tools

Oktopost MCP Server

A comprehensive MCP server for Oktopost that enables social media management, including campaign orchestration, content scheduling, workflow approvals, and employee advocacy board management.

34 tools

Case Study Generator MCP Server

A business intelligence MCP server that uses local Gemma3 AI to analyze documents and GitHub repositories, combined with real-time web research to generate structured case study insights.

3 tools

Browser MCP Bridge

A comprehensive MCP server and browser extension bridge that allows Claude to inspect DOM structures, execute JavaScript, monitor network activity, and capture screenshots from browser tabs.

11 tools

Japan Area Code MCP Server

A specialized MCP server that retrieves and searches official Japanese statistical standard area codes (JIS X 0401/0402) sourced directly from government data.

2 tools

GitHub MCP Server

Enables access to GitHub repositories and data through the GitHub API. Supports retrieving repositories, issues, pull requests, and searching code across GitHub with authentication via personal access tokens.

Fabric MCP Server

A specialized MCP server that integrates Daniel Miessler's Fabric AI patterns and strategies into AI workflows, offering tools to programmatically discover and execute high-quality prompt templates.

5 tools

MSSQL MCP Server

Enables AI assistants to interact with both local SQL Server and Azure SQL Database through natural language, supporting queries, data manipulation, and schema operations with built-in security features.

Git Commit Video Walkthrough Generator

A tool that generates narrated, syntax-highlighted video walkthroughs of git changes or entire codebases using AI analysis and text-to-speech.

2 tools

agentic-debugger

A specialized MCP server for interactive code debugging that allows AI assistants to inject live instrumentation and capture runtime variable values across JavaScript, TypeScript, and Python projects.

7 tools

Todoist MCP Server

An MCP server that integrates with the Todoist REST API v2 to enable AI assistants to manage tasks, projects, sections, comments, and labels. It supports comprehensive operations including batch task creation, history tracking for completed tasks, and organized project management.

Kokoro TTS MCP Server

A high-quality text-to-speech MCP server using the Kokoro model, allowing AI agents to generate and play audio with adjustable voices and speeds.

1 tool

RunPod MCP Server

Manage RunPod GPU pods, serverless endpoints, templates, and network volumes through a natural language interface using the Model Context Protocol.

MCP Todo Management System

A Django-based task management system that exposes CRUD operations for todos via the Model Context Protocol, specifically designed for seamless integration with AI agents and CLI tools.

4 tools

PubChem Chemical Safety MCP Server

Enables users to retrieve chemical safety information including compound properties, GHS safety classifications, and toxicity data from PubChem database using compound names or CIDs. Supports batch queries with caching for efficient chemical safety research and analysis.

Perplexity MCP Server

Exposes Perplexity AI's search capabilities to Claude, enabling real-time web search and information retrieval within the assistant. The project is currently in active development with plans to support Perplexity Spaces and multi-source data synthesis.

Databricks MCP Server

Enables LLMs to manage Databricks clusters, jobs, and notebooks while providing schema references for gold and silver data layers. It allows agents to perform data discovery and execute SQL queries directly against Databricks environments.

Context Management System

A context management system that enables AI development tools to maintain persistent task states, reasoning logs, and branching workflows across different chat sessions.

10 tools

Solana AI Terminal

Enables AI agents to interact with the Solana blockchain network, supporting documentation search, blockchain queries, wallet management, and cryptographic signing operations on Devnet and Testnet.

Snipe-IT MCP Server

Enables AI assistants to manage Snipe-IT inventory systems through comprehensive asset and consumable operations. Supports creating, updating, tracking, and managing IT assets, consumables, maintenance records, file attachments, and generating labels.

Open MCP Server

A comprehensive productivity automation server that combines modular prompt templates, multi-step skills, and complex workflows for development, research, and project management tasks.

24 tools

Azgaarnoth MCP Server

A specialized MCP server for navigating the massive Azgaarnoth D&D world repository, enabling AI assistants to search, retrieve, and explore detailed lore, stat blocks, and world-building data across thousands of documents.

8 tools

Apple Calendar MCP Server

Provides Claude with full access to Apple Calendar on macOS for event management, smart scheduling, and schedule analytics. It enables natural language event creation, conflict detection, and template-based scheduling through AppleScript integration.

Google Search Console MCP Server

A comprehensive MCP server connecting Google Search Console with AI assistants to perform detailed SEO analysis, property management, and search performance reporting through natural language.

26 tools

Simple MCP Server

A minimal MCP server that provides utility tools for basic arithmetic and Android developer operations, including device and emulator management via ADB.

4 tools

Docker MCP Server

Enables AI assistants to interact with Docker containers through safe, permission-controlled access to inspect, manage, and diagnose containers, images, and compose services with built-in timeouts and AI-powered analysis.

Redshift MCP Server

An Amazon Redshift MCP server that allows AI agents to execute SQL queries, explore database schemas, and retrieve sample data using natural language.

Memory MCP Worker

A Cloudflare Workers-based MCP server that provides a persistent cross-device knowledge graph with full-text search capabilities using SQLite (D1). It supports both the MCP protocol for Claude and a REST API for integration with mobile apps and automation tools like n8n.

8 tools