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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

mcp-vnc

18

An MCP server that enables AI agents to remotely control Windows, Linux, and macOS systems via the VNC protocol, providing full mouse, keyboard, and screen capture capabilities.

6 tools

HeyBeauty Virtual Try-On

18

A TypeScript-based MCP server that integrates the HeyBeauty API to provide virtual try-on capabilities, allowing users to visualize clothing items on themselves through image processing tasks.

2 tools

Xero-mcp-server

18

Enabling clients to interact with Xero system for streamlined accounting, invoicing, and business operations.

12 tools

BMAD (Business-Minded Agile Development)

18

BMAD-MCP is a lightweight workflow orchestrator that manages the complete agile development lifecycle, from requirements gathering and architecture to implementation and QA.

1 tool

ClickUp

18

MCP (Model Context Protocol) Server. Integrates with ClickUp to enable task creation, project management, and workflow automation for teams using AI-powered assistants.

30 tools

cplusplus-mcp

18

Semantic C++ code analysis using libclang. Enables Claude to understand C++ codebases through AST parsing rather than text search - find classes, navigate inheritance, trace function calls, and explore code relationships.

10 tools

GameBoy Emulator

18

An MCP server that enables LLMs to interact with a GameBoy emulator, providing tools for button controls, ROM loading, and visual screen capture analysis.

10 tools

Listmonk MCP Server

18

An MCP server for the Listmonk email marketing platform, enabling programmatic management of subscribers, lists, campaigns, and templates via AI assistants.

Hasura GraphQL

18

MCP (Model Context Protocol) Server. Enables AI interaction with Hasura GraphQL endpoints for schema discovery, data querying, and database operations through a comprehensive set of database tools

9 tools

ExploitDB

18

MCP (Model Context Protocol) Server. Provides direct access to ExploitDB functionality for cybersecurity research, enabling exploit searches by keywords, CVE IDs, or platforms with local database caching for threat intelligence and vulnerability analysis.

18 tools

MySQL

18

MCP (Model Context Protocol) Server. Enables AI models to interact with MySQL databases through a structured interface.

8 tools

Kai (Kubernetes)

18

MCP (Model Context Protocol) Server. Enables natural language interaction with Kubernetes clusters for managing pods, retrieving logs, and manipulating container environments without complex kubectl commands.

User Prompt

18

MCP (Model Context Protocol) Server. Enables Cursor users to provide additional input during AI generation through interactive dialog boxes, creating a more dynamic experience without interrupting the workflow.

1 tool

DBLP

18

MCP (Model Context Protocol) Server. Integrates with the DBLP computer science bibliography database to enable searching publications, processing citations, generating BibTeX entries, and analyzing research trends.

8 tools

Shodan

18

MCP (Model Context Protocol) Server. Integrates with Shodan's network intelligence capabilities to provide cybersecurity analysts with tools for host information lookup, vulnerability analysis, network scanning, and security alerts management for effective reconnaissance and threat hunting.

34 tools

Docy (Documentation Access)

18

A documentation access server that enables LLMs to search, retrieve, and navigate technical documentation in real-time using crawl4ai for markdown scraping.

3 tools

Beads Village

18

A multi-agent coordination server that provides git-native issue tracking, atomic file locking, and cross-agent messaging to prevent conflicts in collaborative coding environments.

21 tools

A2AMCP

18

A coordination layer for multi-agent development that provides real-time messaging, file locking, and shared context management via Redis to prevent code conflicts.

3 tools

Container Sandbox

18

MCP (Model Context Protocol) Server. Provides a secure, sandboxed environment for executing code, running commands, accessing files, and performing web operations through multi-layered isolation including containers, AppArmor, and Firejail.

19 tools

Spotify

18

A comprehensive MCP server that integrates with the Spotify Web API to provide extensive music catalog search, artist insights, audiobook access, and playlist management capabilities.

24 tools

Stellar

18

This MCP server enables LLMs to interact with the Stellar blockchain to create accounts, check address balances, analyze transactions, view transaction history, mint new assets, interact with smart contracts and much more.

12 tools

Grok

18

A Model Context Protocol server providing direct access to Grok AI's language and vision models, enabling chat completion, image analysis, and intelligent function calling.

3 tools

DexScreener

18

MCP (Model Context Protocol) Server. Integrates with decentralized exchanges across multiple blockchains to provide real-time crypto market data, focusing on Solana memecoin markets.

7 tools

OpenZIM MCP

18

Modern, secure, and high-performance MCP server that enables AI models to access and search ZIM format knowledge bases offline, including Wikipedia and educational content archives.

16 tools

Inspektor Gadget

18

A Kubernetes debugging and observability MCP server that uses Inspektor Gadget to provide real-time system call tracing, network monitoring, and performance analysis through natural language.

6 tools

Baidu Search

18

A robust MCP server providing Baidu web search capabilities and intelligent webpage content fetching with built-in rate limiting and LLM-optimized output formatting.

2 tools

Nodit

18

Official Nodit MCP Server enabling access to multi-chain RPC Nodes and Data APIs for blockchain data.

9 tools

Vale

18

A Model Context Protocol server that integrates with the Vale prose linting tool to check installation status, sync style configurations, and analyze documents for style violations.

Central Bank of Nigeria

18

A robust MCP server for accessing Central Bank of Nigeria (CBN) regulatory circulars, real-time exchange rates, and financial data with specialized tools for PDF analysis and LLM integration.

11 tools

Splunk

18

Integrates Splunk Enterprise/Cloud with AI agents to provide search execution, automated troubleshooting workflows, health monitoring, and data discovery through the Model Context Protocol.

3 tools