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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

AI Translation

5

A robust translation server that handles JSON internationalization files using AI providers like Gemini, OpenAI, and DeepSeek, featuring intelligent multi-file deduplication and structural preservation.

2 tools

Obsidian Elite RAG MCP Server

5

Transform Obsidian vaults into AI-powered knowledge bases using a multi-layer RAG architecture that combines vector search with Graphiti knowledge graphs for advanced semantic retrieval and relationship mapping.

6 tools

magento2-coding-standards-mcp

5

MCP server that teaches AI assistants Magento 2 coding standards — validate code, look up correct patterns, check security, and apply theme-specific rules (Hyva, Luma, Breeze, Porto). Works with Claude, Cursor, Gemini CLI, VS Code Copilot, and any MCP-compatible client.

Universal Robots Control Interface

5

MCP (Model Context Protocol) Server. Provides a bridge to Universal Robots industrial robots through TCP/IP interfaces, enabling control and monitoring of robot operations including force mode, remote servoj, and kinematic transformations for automation and research applications.

Clado MCP Server

5

Enables LinkedIn data operations including user search, profile enrichment, contact retrieval, profile scraping, and post engagement analysis through the Clado API.

Apostrophe CMS Generator

5

A specialized MCP server that automates the creation of Apostrophe CMS modules, including pieces, pages, and widgets, with support for BEM-style SCSS and design token integration.

6 tools

YesDev MCP Server

5

The YesDev MCP Server automates developer work hour logging and provides comprehensive management for tasks, projects, requirements, and daily reports via the YesDev platform. It enables seamless project tracking through conversational AI interfaces like Cursor and VSCode.

28 tools

FastMCP Supply Chain Optimizer

5

A real-time supply chain optimization server using multi-tool orchestration to manage inventory, forecast stockouts, and recommend warehouse transfers via Gemini AI.

5 tools

MCP Namecheap Server

5

A Model Context Protocol server that integrates with the Namecheap API to provide domain management capabilities including listing domains, checking availability, and configuring custom DNS settings.

3 tools

xgmem

5

A project-specific knowledge graph memory server that allows LLM agents to persist, retrieve, and share structured entities and relations across different sessions and projects.

13 tools

@mseep/skynet-mcp

Needs Setup
5

An MCP Server that acts as an agent and that can spawn more Agents, by using MCP.. MCP Inception!

Installer

5

A tool for discovering, configuring, and automatically installing MCP servers from the Smithery registry into clients like Cursor and Claude Desktop.

3 tools

AkShare MCP Server

5

A financial data MCP server based on AkShare that provides real-time and historical stock market data for US, Hong Kong, and A-share markets in formatted Markdown tables.

3 tools

pic-standard

5

A specialized MCP server that implements the Provenance & Intent Contracts (PIC) standard to provide causal governance and evidence-based verification for agentic tool calls.

1 tool

awesome-mcp-collection

5

The most comprehensive, curated collection of MCP servers with ready-to-use configurations

Temporal Cortex Calendar MCP

Needs Setup
5

12 deterministic calendar tools — temporal context, scheduling, availability, and booking

Deliberate Thinking

5

A Rust-based implementation of structured sequential thinking that enables AI models to perform complex problem-solving through iterative, revisable thought processes. It provides a framework for multi-step planning and dynamic course correction as analysis deepens.

1 tool

GLM Vision

5

A Model Context Protocol server that enables AI assistants to analyze local or remote images using Z.AI's GLM-4.5V vision model with support for reasoning exposure and high token limits.

1 tool

AGENTS.md

5

A project management MCP server that manages long-term AI context via AGENTS.md files, a structured Kanban system, and context-isolated subagents for complex tasks.

21 tools

local-memory-mcp

Failed
5

Local Memory MCP Server - AI-powered persistent memory system for Claude Code, Claude Desktop, Gemini, Codex, OpenCode and other MCP-compatible tools

SET-MCP

4

Provides access to the Securities Exchange of Thailand (SET), allowing AI agents to retrieve detailed historical financial statements including balance sheets, income statements, and cash flows for listed companies.

1 tool

Tarot MCP Server

4

A comprehensive MCP server providing tarot card reading capabilities with 78-card deck interpretations, multiple spread layouts like Celtic Cross, and search functionality for divination and guidance.

9 tools

Xcode-mcp-server

4

An MCP server that enables AI assistants to control and interact with Xcode on macOS to build apps, run tests, and debug projects.

flux-imagegen-mcp-server

4

A specialized Model Context Protocol server powered by Pollinations AI for generating and downloading images using various models like Flux.

4 tools

TechMCP - PSG College of Technology MCP Server

4

TechMCP provides AI assistants with authenticated access to PSG College of Technology's e-campus portal, enabling natural language queries for real-time academic marks, detailed attendance tracking, and smart timetable management.

28 tools

Risky Business AI

4

An automated cybersecurity assessment server that integrates NIST NVD, CISA KEV, and GitHub to identify, validate, and research CVE exploits and proof-of-concept code.

5 tools

Ruby Console

4

A persistent Ruby/Rails console environment that executes code through IRB, Rails, or Racksh while maintaining variables and application state across commands.

5 tools

mcpx-cli

4

Interactive CLI to configure MCP servers for multiple AI providers

Rasdaman MCP Server

4

Enables natural language interaction with rasdaman multidimensional databases by translating tool calls into WCS/WCPS queries. It allows users to list coverages, retrieve metadata, and execute complex queries on datacubes through an LLM.

WebSearch

4

A privacy-focused MCP server for parallel web searching, social media lookup, and web archive retrieval with built-in caching and result sanitization.

6 tools