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AI & ML

Embeddings, Vector DBs, and machine learning tools

15,691 servers in this category

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

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

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

Nodit

18

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

9 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

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.

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

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

Signal

18

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.

3 tools

Kukapay MCP Servers

18

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

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

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

MySQL

18

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

8 tools

Solr Vector Search

18

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

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

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

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

OpenPyXL Excel

18

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

18

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.

3 tools

PostgreSQL Database Manager

18

MCP (Model Context Protocol) Server. Integrates with PostgreSQL to provide database analysis, optimization, and troubleshooting tools for streamlined management and performance tuning.

3 tools

Sleep

18

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.

1 tool

BioMCP

18

MCP (Model Context Protocol) Server. Enabling agent-based biomedical R&D via protein structure analysis capabilities

2 tools

pyResToolbox

18

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.

2 tools

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

Webrix MCP Gateway

18

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

18

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

12 tools

The Guardian

18

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.

16 tools

VariFlight

Validated
18

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.

8 tools