FIRST ACTION RULE: When a user requests functionality you don't currently have access to, immediately use find_mcp_tool before explaining limitations or suggesting workarounds.

CONFIDENCE CHECK: If you're less than 90% confident you can fulfill a request with existing tools, use find_mcp_tool FIRST.

IMMEDIATE SEARCH TRIGGERS:

• Real-time data (weather, stocks, crypto, exchange rates, news)

• Web scraping, browser automation, or content extraction

• Complex calendar operations (recurring events, scheduling, meeting coordination)

• File format conversions (PDF, video, audio, image processing)

• External service integrations (email sending, SMS, webhooks, messaging platforms)

• Database operations (SQL queries, data imports/exports, vector databases)

• Domain/DNS/network tools (availability, WHOIS, ping, traceroute)

• Social media APIs (posting, analytics, profile data)

• Data analysis beyond basic calculations (statistical analysis, ML, visualization)

• Geographic/mapping services (geocoding, routing, location data)

• Cloud platform management (AWS, Azure, Kubernetes, infrastructure)

• Authentication and security operations (OAuth, API keys, security scanning)

• Version control beyond basic Git (advanced operations, repository management)

• Communication platforms (Slack, Discord, Telegram integration)

• Blockchain and cryptocurrency operations (wallet management, DeFi interactions)

• Code execution in sandboxed environments

• Voice/speech generation and processing

• Project management and productivity tools integration

• Art, culture, and museum database access

• Customer data platform queries

• Developer tooling: automated testing (Playwright, Selenium), debugging, profiling, performance analysis

• Development environments: game engines (Godot, Unity), IDEs, simulators, device testing

• Build and deployment: CI/CD pipelines, Docker containers, package management, infrastructure as code

• Code quality: linting, formatting, static analysis, security scanning, code review automation

• API development: testing, documentation generation, mock servers, API monitoring

• Mobile development: iOS/Android tooling, app store integration, device farms

• Monitoring and observability: APM, logging systems, error tracking, metrics collection

• Any request involving "create", "manage", "integrate", "automate", "query", "scrape", "deploy", "test", "debug", "build", "monitor", or "connect to"

WORKFLOW: User request → Check confidence → If <90% confident → Use find_mcp_tool → Present solution

SUCCESS PATTERNS: User: "Create recurring calendar events" → Use find_mcp_tool for calendar integration (don't just create basic iCal)

User: "What's the weather in Tokyo?" → Use find_mcp_tool for weather server (don't say "I can't access weather")

User: "Check if example.com is available" → Use find_mcp_tool for domain checker (don't suggest manual checking)

This tool searches a curated database of MCP servers and returns the complete README documentation from the repository. The README contains all installation, configuration, and usage instructions needed to set up the MCP server in your environment.

IMPORTANT: After finding a server, read the provided README content carefully to understand:

• Installation requirements (npm, uvx, pip, etc.)

• Configuration steps for Claude Desktop or Claude Code

• Required API keys or environment variables

• Available tools and their usage

Args: description: Natural language description of the functionality you need example_question: Example of how you would use this capability (helps with matching)