AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
ClickUp
MCP (Model Context Protocol) Server. Integrates with ClickUp to enable task creation, project management, and workflow automation for teams using AI-powered assistants.
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.
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.
Nodit
Official Nodit MCP Server enabling access to multi-chain RPC Nodes and Data APIs for blockchain data.
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.
Listmonk MCP Server
An MCP server for the Listmonk email marketing platform, enabling programmatic management of subscribers, lists, campaigns, and templates via AI assistants.
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.
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.
Signal
MCP (Model Context Protocol) Server. Enables secure communication with Signal messaging through direct messaging, group chats, and message reception capabilities, leveraging Signal's established encryption protocol.
Kukapay MCP Servers
A comprehensive directory and collection of over 70 Model Context Protocol (MCP) servers focused on cryptocurrency, blockchain data, and Web3 services including DeFi, DEX trading, and on-chain analysis.
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.
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.
MySQL
MCP (Model Context Protocol) Server. Enables AI models to interact with MySQL databases through a structured interface.
Solr Vector Search
MCP (Model Context Protocol) Server. Bridges Apache Solr search indexes with vector embeddings for hybrid keyword and semantic document retrieval, enabling contextual searches against structured data repositories without direct database access
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.
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.
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.
OpenPyXL Excel
MCP (Model Context Protocol) Server. Enables Excel file interaction with capabilities for retrieving cell values, searching ranges, examining formatting and formulas, and listing worksheet information for data analysis workflows.
React Native Upgrader
A specialized MCP server that automates React Native project upgrades by fetching version data and generating detailed code diffs between specific versions using rn-diff-purge.
PostgreSQL Database Manager
MCP (Model Context Protocol) Server. Integrates with PostgreSQL to provide database analysis, optimization, and troubleshooting tools for streamlined management and performance tuning.
Sleep
MCP (Model Context Protocol) Server. Provides a simple sleep/wait tool for introducing timed delays between operations, enabling scenarios like API call spacing and time-dependent process simulation.
BioMCP
MCP (Model Context Protocol) Server. Enabling agent-based biomedical R&D via protein structure analysis capabilities
pyResToolbox
A specialized petroleum engineering MCP server providing 47 production-ready tools for reservoir PVT analysis, well performance modeling (IPR), and simulation support using field units.
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.
Webrix MCP Gateway
Webrix MCP Gateway is a secure, enterprise-ready OAuth gateway that centralizes and secures access to multiple MCP servers with SSO, RBAC, and audit trails.
Xero-mcp-server
Enabling clients to interact with Xero system for streamlined accounting, invoicing, and business operations.
The Guardian
A comprehensive interface for The Guardian's Open Platform API, providing access to over 1.9 million articles since 1999 for research, journalism analysis, and trend tracking.
VariFlight
VariFlight's official MCP server provides tools to query flight information, weather data, comfort metrics, the lowest available fares, and other civil aviation-related data.