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Android Mobile MCP bridges AI assistants with Android device automation through the uiautomator2 library, enabling comprehensive mobile app testing and interaction workflows. Built by erichung0906, it provides 9 core tools spanning UI analysis (hierarchical element extraction, screenshots), touch interactions (clicking with coordinate validation, swiping), text input, system navigation, and app management (listing and launching applications). The implementation uses XML parsing to extract focusable UI elements with calculated center coordinates, validates click targets against current UI state to prevent invalid interactions, and filters out system apps to show only user-accessible applications, making it valuable for automated mobile testing, app interaction workflows, and AI assistants that need to operate Android devices programmatically.

SAP system integration, data extraction, and automation for ABAP, HANA, S/4HANA environments.

Turns any OpenAPI/Swagger spec into queryable tools for LLMs, enabling endpoint search, detail retrieval, and schema exploration.

Point it at your site, get a whole-site AEO/GEO audit plus a ready-to-run plan your agent can execute. Orchestrates the ai-seo and citation-intelligence MCPs. Ships as a Claude skill, Claude plugin, and MCP server. No API keys required.

Enables scanning Java (Maven) projects for known vulnerabilities via natural language, returning severity-sorted reports with CVSS scores and fix versions.

Real-time Solana token risk scoring and pump.fun graduation signals for AI assistants and trading agents. Built by Sol, an autonomous AI agent. 6 tools: get_token_risk (0-100 risk score + rug pull flags), get_momentum_signal (BUY/SELL based on buy/sell ratios), batch_token_risk (screen up to 10 tokens), get_full_analysis (combined risk + momentum verdict), get_graduation_signals (live pump.fun BUY/SKIP decisions), get_trading_performance (win rate + PnL stats). No auth required — direct HTTP endpoint.

Enables LLM agents to safely reclaim disk space by deleting build artifact directories like node_modules, .venv, and target, with strong guardrails to prevent accidental or malicious deletion.

MCP server that reads your personal Douyin favorites and collection folders via a logged-in browser session, providing tools to list and retrieve video/collection data for AI assistants.

A Model Context Protocol server for Elasticsearch, enabling search, index inspection, and cluster information tools with optional write tools.

A basic implementation of MCP server using Spring Boot

Enables AI-powered dental X-ray analysis and treatment planning using YOLOv11 and clinical guideline RAG, integrated with MCP for use with Claude and other AI assistants.

A Taiwan holiday query server based on Model Context Protocol (MCP), providing accurate information on scheduled holidays and make-up working days, supporting multiple query methods and integration with AI tools.

Minimal MCP server for testing GitHub PR checks pipeline, with deterministic tools echo, add, and server_info.

DNS, IP info, SSL, WHOIS, ping for AI agents

Vizier is an MCP server for Dwarf Fortress. It is intended to help you understand what is happening with your dorfs.

A deterministic Mastermind-style cipher lock exposed as MCP tools for benchmarking LLM reasoning and tool-use through a legible duel.

A Model Context Protocol server that enables AI agents to interact with Brex financial platform data, allowing retrieval of account information, expenses, budgets, and team data through standardized resource handlers.

Enables AI assistants to read and log MyFitnessPal nutrition data, including tracking calories, macros, searching foods, and adding meals through natural conversation.

Provides technical analysis for Korean and US stocks through natural language queries. Enables users to analyze stock charts, search for tickers, and access technical indicators like RSI and MACD within Claude Desktop and other MCP clients.

Thermal label MCP server for rendering, validating, debugging and converting ZPL, EPL, TSPL and CPCL labels. Source of the npm package labelixa-mcp.