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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

smart-search

2

A specialized search toolkit for developers that generates optimized search URLs for 14 major global and domestic technical platforms including GitHub, StackOverflow, and various Chinese developer communities.

14 tools

Music MCP

2

A macOS-specific MCP server that allows AI assistants to control Apple Music via AppleScript, supporting full playback control, library searching, and advanced playlist and queue management.

6 tools

Langgraph Deep Search MCP Server

2

A tool-augmented research assistant that combines LangGraph and Google Gemini 2.5 to perform multi-iteration deep searches and quick investigations with automated citations and grounding metadata.

3 tools

Lumino MCP Server

2

AI-powered SRE observability for Kubernetes/OpenShift with 40+ Tekton debugging tools

Sequential-Thinking-Tools

2

A sequential thinking tool that enables complex problem-solving by breaking tasks into manageable steps with dynamic revisions, hypothesis verification, and intelligent tool recommendations.

1 tool

Komodo MCP Server

Needs Setup
2

MCP server for Komodo - manage Docker containers, servers, stacks, and deployments via AI

fast-mermaid-validator-mcp

2

A high-performance Mermaid diagram validator supporting 28 diagram types through Model Context Protocol (MCP) and REST API. It offers comprehensive security features, bulk file processing, and real grammar parsing using Jison and Langium.

3 tools

SiYuan MCP Server

2

A comprehensive MCP server for SiYuan Note that allows AI to manage notebooks, documents, and content blocks. It provides advanced features like SQL querying, OCR, multi-format exporting, and automated port discovery for seamless integration.

43 tools

Calorie-Tracking

2

A health-focused MCP server that enables users to track daily calorie intake, log meals, and generate nutritional reports through natural language interactions.

4 tools

mcp-server

Needs Setup
2

Crypto intelligence for AI agents. Hyperliquid trader analytics, cohorts, and live market data.

google-search-mcp

2

A specialized MCP server for Google Search that provides basic snippet results or full-page content extraction using Mozilla's Readability algorithm for clean, focused reading.

3 tools

Synthetic Web Search MCP Server

2

A Model Context Protocol server that integrates the Synthetic API to provide real-time web search capabilities for LLMs, returning structured search results including snippets and metadata.

1 tool

Kirha MCP Gateway

2

A unified gateway that aggregates premium crypto market intelligence and blockchain data from providers like Dune and DeFiLlama into a single MCP interface for AI agents.

2 tools

Shopify Store MCP Server

2

Enables AI agents to interact with live Shopify stores through Admin and Storefront APIs for tasks like GraphQL execution, bulk operations, and file uploads. It includes built-in rate limiting and operation logging to manage store data and schema discovery securely.

atlas-g-protocol

2

Resume-as-an-Agent (RAAA) or Portfolio-as-an-Agent (PAAA) allows Agents to talk to your resume, find out if you are available for work, and more. Use the MCP to allow recruiters, managers, and anyone with an agent to "talk" to your resume.

Cronicorn

Failed
2

Manage adaptive cron jobs and HTTP endpoint scheduling via AI assistants.

Mobi

2

A specialized MCP server for interacting with the Mobi knowledge management platform, enabling semantic data operations like ontology management, SHACL validation, and git-inspired version control.

6 tools

fastapi-mcp-langgraph-template

2

A template for building agentic orchestration services using FastAPI and LangGraph, integrated with the Model Context Protocol (MCP) to standardize tool and context management.

exiftool-mcp-ai-agent

Validated
2

An MCP Server for retrieving EXIF data from images (photos) and videos using ExifTool

4 tools

Granola MCP Server

2

Integrates Granola.ai meeting intelligence with MCP clients to provide direct access to meeting notes, transcripts, and workspace organization. It allows users to search and retrieve meeting content through natural language by leveraging existing Granola credentials.

SSH MCP Server

2

An MCP server that enables AI assistants to execute shell commands and manage files on remote servers via SSH. It supports recursive directory uploads, archive extraction, and direct file creation from text content.

LaTeX Document Compiler

2

A robust LaTeX document generation server that provides compilation via multiple engines, a template management system, and parameterized snippet rendering within a secure, containerized environment.

6 tools

Jules

2

An MCP server that integrates with the Google Jules API to enable autonomous coding tasks and recurring maintenance workflows directly within AI assistants.

6 tools

Pokemon MCP Server

2

An MCP server that enables AI agents to play Pokémon games by providing a functional interface for game interaction. It allows for seamless integration with AI clients to execute gameplay tasks and manage game states.

GoPlus Security

2

A blockchain security MCP server that integrates with the GoPlus Security API to provide real-time risk assessment for tokens, NFTs, phishing sites, and wallet addresses across multiple chains.

6 tools

Slack MCP Server

2

A comprehensive MCP server that integrates Slack workspace management with AI reasoning and web research capabilities, featuring an autonomous agent for complex task automation and real-time Socket Mode responses.

17 tools

OECD-Search

2

An MCP server providing access to comprehensive OECD statistical data via the SDMX API, enabling queries across economy, health, education, and environment datasets.

9 tools

Freesound MCP Server

2

A Model Context Protocol server that integrates with the Freesound API to search, discover, and preview sound effects and music loops for content creation.

1 tool

PAL (Multi-Provider AI)

2

A minimalist MCP server that provides unified access to various AI models via OpenRouter, emphasizing persistent conversations and AI-driven model selection without complex orchestration.

MCP Shop Server

2

A multi-region shopping assistant that uses Playwright to automate deal-hunting and product searches across Amazon, eBay, and various Pepper-network sites like Dealabs and Mydealz.