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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

JMAP Email

Email management via JMAP — mailboxes, messages, identities, and Sieve scripts

Templateio

An MCP server that integrates with Templated.io to programmatically generate images from templates using dynamic text and image layers.

2 tools

xSkill AI

AI content generation with 50+ models: image, video, TTS, voice cloning, and more.

forgecraft

Production-grade CLAUDE.md generation with SOLID, testing, and architecture standards.

Agentic Workbench

A hierarchical tool orchestrator that exposes a single entry point to prevent context overflow while internally managing over 100 specialized MCP tools using a more cost-effective LLM.

1 tool

MCP-Claude Code Bridge

Bridges Claude Desktop with the Claude Code CLI to delegate complex development tasks like React app creation and API building to a specialized coding agent.

5 tools

Loxone MCP Server

A Python-based MCP server that enables AI assistants to control Loxone smart home systems, managing lights, blinds, climate, and scenes with support for real-time monitoring and secure PIN-protected operations.

10 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

Educational Tutor MCP Server

A system that transforms documentation repositories into structured educational courses and exposes them through MCP for AI-driven tutoring.

Hippocampus Memory MCP Server

A persistent, bio-inspired semantic memory layer for LLMs using FAISS vector storage and sentence transformers to enable long-term information retention and intelligent consolidation.

5 tools

Clinical Trials MCP Agent

A specialized clinical trials exploration agent that combines SQL filtering for trial metadata with semantic vector search for deep protocol analysis via ClinicalTrials.gov data.

2 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

Portainer MCP Server

A comprehensive MCP server that bridges AI models to Portainer, enabling remote management of Docker environments including containers, stacks, images, and logs.

15 tools

OpenAI WebSearch MCP Server

A TypeScript MCP server powered by Bun that provides advanced web search capabilities using OpenAI's reasoning models and Web Search API, featuring localized results and automatic citations.

1 tool

Dictionary By Api Ninjas

A word lookup utility that interfaces with the API Ninjas Dictionary API to provide definitions and meanings.

1 tool

email-mcp

Unified email MCP server for Gmail, Outlook, iCloud, and IMAP with batch operations

Minesweeper MCP Server

An MCP server that allows AI agents to interact with a Minesweeper game server to start games, reveal cells, and place flags. It bridges natural language commands to game actions for automated or assisted gameplay.

TickTick MCP Server

A comprehensive MCP server that allows AI assistants to manage TickTick tasks, projects, and schedules via secure OAuth2 authentication.

14 tools

Sphere MCP Gaming Server

A gaming platform MCP server that enables LLMs to facilitate game discovery and access management through a Nostr-integrated payment system and Unicity blockchain identities.

5 tools

fal-hidream-i1-full MCP Server

A Model Context Protocol server for high-quality image generation using the fal-ai/hidream-i1-full model, featuring synchronous/asynchronous generation, LoRA support, and automatic local image downloads.

5 tools

Circuitry MCP Server

A tool that bridges AI coding agents with the Circuitry visual workflow platform, allowing for bidirectional code-to-node synchronization and diagram analysis. It enables agents to visualize codebases, generate flowcharts, and manage data via spreadsheets within a visual canvas.

18 tools

Spider MCP Server

A specialized documentation crawler that extracts clean text and code examples using LLM-powered analysis to provide structured summaries and searchable context for AI assistants.

7 tools

Open Legal Compliance MCP Server

A comprehensive MCP server providing tools to search and analyze legal documents, case law, and regulations across the US, UK, Canada, and EU using official government APIs.

13 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

vasperamemory

Persistent AI memory for coding assistants. 80+ tools for decisions, patterns, errors.

Bible API MCP Server

A template for deploying remote MCP servers on Cloudflare Workers without authentication, allowing for the creation of custom tools accessible via SSE-compatible clients.

Brex MCP Server

The Brex MCP server enables AI agents to securely interact with the Brex financial platform to manage expenses, receipts, and budgets with read and update capabilities.

5 tools

Edgee MCP Server

A comprehensive MCP server for managing Edgee computing infrastructure, including organizations, project domains, edge components, and user administrative tasks.

31 tools

SVG Converter Tools MCP

A professional SVG conversion service that transforms SVG files into high-quality PNG, ICO, and JPG formats. It features a hybrid rendering system specifically optimized for Chinese character support and multi-engine compatibility.

6 tools

MySQL MCP Server

A robust MCP server that enables natural language interaction with MySQL databases for schema inspection, CRUD operations, and advanced database administration.

17 tools