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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

linear-mcp

1

A Model Context Protocol server that enables interaction with Linear workspaces to manage issues, projects, cycles, and teams through a GraphQL interface. It provides 21 tools for comprehensive task management, search, and workflow coordination using OAuth2 authentication.

stock-images-mcp

1

MCP server to search and download stock images from Pexels, Unsplash, and Pixabay

Aave Liquidation

1

A specialized MCP server for monitoring Aave V3 positions on Ethereum mainnet, providing real-time health factor calculations, risk assessment, and profit estimation for liquidations.

8 tools

Linear

1

MCP (Model Context Protocol) Server. Integrates with Linear project management tool to search for issues with detailed filtering by team, status, assignee, labels, project, priority, and more.

1 tool

Dynamoi

1

Promote music on Spotify and grow YouTube channels through AI-powered Meta and Google ad campaigns.

Slack Notifications MCP Server

1

A Slack MCP server that enables interacting with channels to manage Xcode Cloud build statuses, search message history, and send notifications.

5 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

Google Sheets MCP Server

1

A robust MCP server for interacting with Google Sheets, offering powerful tools for searching, reading, and analyzing spreadsheet data with support for both OAuth 2.0 and API key authentication.

7 tools

Self-Hosted Supabase

1

A specialized MCP server for self-hosted Supabase instances, providing a comprehensive set of tools for database schema management, user authentication, storage browsing, and TypeScript type generation.

21 tools

notemd-mcp

1

An AI-powered backend for personal knowledge bases that provides tools for wiki-linking, automated documentation generation, web research summarization, and markdown maintenance.

8 tools

Laraguard MCP

1

A security audit server for Laravel projects that performs static code analysis, dependency CVE checks, and configuration audits. It enables developers to detect vulnerabilities like SQL injection and XSS while providing active attack simulations directly within MCP-compatible IDEs.

Godot MCP Pro

1

Premium MCP server for Godot game engine with 84 tools across 14 categories. Scene editing, scripting, animation, tilemap, shader, input simulation, runtime debugging, profiling, theme/UI, batch operations, and export support.

Outlook Assistant

1

MCP server for Claude to access Outlook data via Microsoft Graph API

Docker

1

A production-ready MCP server that enables AI assistants to manage Docker infrastructure, including image management, container lifecycle operations, and multi-service deployments via Docker Compose.

1 tool

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

@gravitykit/help-scout-mcp

1

Help Scout MCP server: search conversations, fetch transcripts, browse docs, and pull reports — all from Claude or any MCP client

mindpm

1

Persistent project memory for LLMs via SQLite. Never re-explain your project again.

armavita-originality-ai-mcp

1

Local-first MCP server for Originality.ai workflows, including AI detection, plagiarism checks, readability, SEO scans, and scan-result retrieval for content teams.

TinyDB Emcipi

1

A lightweight MCP server that provides long-term memory for AI agents using TinyDB JSON storage with schema validation and multi-database management.

9 tools

hmem — Humanlike Memory for AI Agents

1

Persistent 5-level hierarchical memory for AI agents. SQLite-backed, lazy-loaded.

Aguara MCP

1

Security scanner for AI agent skills and MCP servers

Temporal Knowledge Graph

1

A bi-temporal knowledge graph MCP server using FalkorDB and OpenAI to track facts over time with automatic conflict resolution and dynamic webhook-based tool generation.

4 tools

MCP IDE Bridge

1

A stateless messaging relay that enables real-time, bidirectional communication between different IDEs and AI agents using the MCP protocol.

5 tools

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.

GitHub Integration Hub

1

A robust GitHub integration server providing secure OAuth authentication, repository management, and issue creation capabilities via MCP, CLI, and REST API.

3 tools

EMBA-MCP

1

An MCP server for EMBA firmware analysis that exposes structured security findings and tools to LLMs. It enables users to programmatically query, reason over, and correlate firmware analysis results such as kernel details, SBOMs, and attack paths.

MCP OpenAI Server

1

This MCP server enables integration with OpenAI's chat models, allowing users to invoke GPT-4o, GPT-4o-mini, o1-preview, and o1-mini directly within the Claude Desktop environment.

1 tool

InfiniteMCP

1

A meta-MCP server that acts as a universal gateway, allowing users to discover and execute tools from thousands of other MCP servers through semantic search. It dynamically loads servers on demand and provides standardized functions for searching, discovering, and running tools across the entire MCP ecosystem.

Fetter MCP

1

Real-time Python package and vulnerability data for AI coding agents.

Anki

1

MCP (Model Context Protocol) Server. Enables AI models to interact directly with Anki flashcard software through the AnkiConnect API, providing tools to create, search, and manage decks and notes for learners and educators.

7 tools