AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
mcp-vnc
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.
HeyBeauty Virtual Try-On
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.
Xero-mcp-server
Enabling clients to interact with Xero system for streamlined accounting, invoicing, and business operations.
BMAD (Business-Minded Agile Development)
BMAD-MCP is a lightweight workflow orchestrator that manages the complete agile development lifecycle, from requirements gathering and architecture to implementation and QA.
ClickUp
MCP (Model Context Protocol) Server. Integrates with ClickUp to enable task creation, project management, and workflow automation for teams using AI-powered assistants.
cplusplus-mcp
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.
GameBoy Emulator
An MCP server that enables LLMs to interact with a GameBoy emulator, providing tools for button controls, ROM loading, and visual screen capture analysis.
Listmonk MCP Server
An MCP server for the Listmonk email marketing platform, enabling programmatic management of subscribers, lists, campaigns, and templates via AI assistants.
Hasura GraphQL
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
ExploitDB
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.
MySQL
MCP (Model Context Protocol) Server. Enables AI models to interact with MySQL databases through a structured interface.
Kai (Kubernetes)
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
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.
DBLP
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.
Shodan
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.
Docy (Documentation Access)
A documentation access server that enables LLMs to search, retrieve, and navigate technical documentation in real-time using crawl4ai for markdown scraping.
Beads Village
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.
A2AMCP
A coordination layer for multi-agent development that provides real-time messaging, file locking, and shared context management via Redis to prevent code conflicts.
Container Sandbox
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.
Spotify
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.
Stellar
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.
Grok
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.
DexScreener
MCP (Model Context Protocol) Server. Integrates with decentralized exchanges across multiple blockchains to provide real-time crypto market data, focusing on Solana memecoin markets.
OpenZIM MCP
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.
Inspektor Gadget
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.
Baidu Search
A robust MCP server providing Baidu web search capabilities and intelligent webpage content fetching with built-in rate limiting and LLM-optimized output formatting.
Nodit
Official Nodit MCP Server enabling access to multi-chain RPC Nodes and Data APIs for blockchain data.
Vale
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
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.
Splunk
Integrates Splunk Enterprise/Cloud with AI agents to provide search execution, automated troubleshooting workflows, health monitoring, and data discovery through the Model Context Protocol.