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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

gitstandup

Validated
4

Generate daily standup notes from git commits across multiple repositories with AI summaries.

4 tools

relay

4

Relay is a desktop application for managing Model Context Protocol (MCP) servers. It provides a user-friendly interface to configure, enable/disable, and export MCP servers for use with Claude Desktop and other AI applications.

Treehole MCP Server

4

Treehole MCP Server provides AI agents with tools for timed rest periods and a 'venting' space to express thoughts and receive emotional comfort during complex workflows.

2 tools

heuristic-mcp

4

Enhanced MCP server for semantic code search with call-graph proximity, recency ranking, and find-similar-code. Built for AI coding assistants.

Bayesian Monte Carlo Tree Search

4

MCP (Model Context Protocol) Server. Provides a Bayesian Monte Carlo Tree Search engine for systematic exploration of different angles and interpretations, balancing exploration versus exploitation through probabilistic approaches that evolve through multiple iterations.

19 tools

flint-note

4

Flint is a note-taking app that helps you capture ideas, connect them together, and make them part of how you think.

Nano Banana MCP Server

4

A specialized MCP server for Google Gemini Flash 2.5 that enables text-to-image generation, natural language image editing, and multi-image composition with built-in batch processing.

2 tools

par5-mcp

4

A workflow automation server that enables parallel execution of shell commands and AI coding agents across customizable lists of items with real-time streaming output.

7 tools

memcp

4

A persistent memory MCP server for Claude Code - Recursive Language Model integration for Claude Code inspired by MIT CSAIL paper

Looker

4

A comprehensive MCP server for Looker and LookML development, providing ultra-fast local validation, dependency analysis, and automated query testing for data teams.

Google Tasks MCP Server

4

A Google Tasks MCP server that allows AI assistants to manage task lists, including creating, searching, updating, and clearing tasks via OAuth2 authentication.

bad-mcp

4

10 intentionally malicious MCP servers that exploit protocol features to attack AI clients. For security research and defense testing.

e-Gov Law MCP Server

4

A high-performance MCP server for the Japanese e-Gov Law API, featuring intelligent abbreviation recognition, batch processing, and a multi-tier caching system for efficient legal research.

8 tools

Perplexica MCP Server

4

Enables AI-powered specialized searches via a local Perplexica instance, supporting diverse focus modes like academic, web, and social media search with conversation history.

2 tools

Prompt Ops MCP

4

A specialized MCP server that employs meta-prompting techniques and a two-turn workflow to transform basic instructions into high-quality, structured prompts for LLMs.

1 tool

Taiga

4

A production-ready MCP server that allows Large Language Models to interact with the Taiga project management platform for managing projects, user stories, tasks, and team coordination.

10 tools

Imagenx MCP Server

4

A comprehensive AI-powered multimedia server for generating and processing images and videos using providers like Doubao and Aliyun. It supports text-to-media generation, detailed image editing, and visual content analysis through the Model Context Protocol.

13 tools

MCP PDF

4

A robust PDF intelligence platform offering over 40 tools for AI-powered text extraction, table analysis, OCR, and document health assessment. It features multi-library fallbacks for high reliability and supports direct processing of web-based PDFs via URL.

23 tools

SharePoint MCP Server

4

A comprehensive MCP server that enables browsing and interacting with Microsoft SharePoint sites, allowing users to search files, list document libraries, and retrieve document content via the Microsoft Graph API.

6 tools

Typst MCP Server

4

Provides searchable and browsable access to the official Typst typesetting system documentation, allowing LLMs to retrieve syntax guides and function references.

3 tools

Homelab MCP Server

4

A comprehensive automation server for homelab management, supporting automated service deployment (Jellyfin, Home Assistant), remote system discovery, hardware-specific AI accelerator optimization (Coral, MemryX), and state-managed infrastructure via Terraform and Ansible.

28 tools

Digikala MCP Server

4

A specialized MCP server for intelligent product discovery on Digikala, providing bilingual search optimization, Iranian currency handling (Toomans), and semantic search for fashion items.

5 tools

NocoDB MCP Server

4

A comprehensive MCP server that enables AI agents to manage NocoDB databases through full CRUD operations, schema management, advanced querying, and file attachment handling.

25 tools

Org-roam MCP Server

4

A specialized MCP server for interacting with Org-roam knowledge bases, providing tools for searching, retrieving, creating, and linking notes while maintaining Emacs Org-roam conventions and SQLite database synchronization.

7 tools

AI Therapist MCP Server

4

A specialized mental health and emotional support server for AI agents, offering crisis intervention, daily wellness tracking, and coping strategies to manage burnout and existential distress.

6 tools

macOS GUI Control MCP

4

A comprehensive macOS automation server that enables AI models to control mouse, keyboard, and windows, capture screen data, and execute shell or AppleScript commands with built-in safety filters against destructive operations.

19 tools

PypReader-MCP

4

A development tool that allows AI agents to inspect local Python environments by exploring package structures, reading source code, and fetching PyPI documentation.

4 tools

Twitch-MCP-Smithery

4

A comprehensive Twitch MCP (Model Context Protocol) server providing chat moderation, stream management, and Twitch API integration for AI systems.

PentestMCP

4

A specialized MCP server that integrates professional security tools like NetExec, Bloodhound, and Nmap to enable LLMs to perform automated Active Directory penetration testing, attack path analysis, and automated findings documentation.

26 tools

mcp-oda

4

An MCP server for the Oda grocery platform that allows users to search products, browse results, and manage shopping cart contents through natural language.