idea-reality-validatorPre-build idea validator that checks competition across GitHub, Hacker News, npm, PyPI, and Product Hunt before writing code.
Install via ClawdBot CLI:
clawdbot install sunnyhot/idea-reality-validatorGrade Fair — based on market validation, documentation quality, package completeness, maintenance status, and authenticity signals.
Generated Mar 22, 2026
A developer wants to create a CLI tool for AI-powered code review. The skill validates competition on GitHub and npm, revealing high reality_signal scores and suggesting niche opportunities like focusing on specific languages or frameworks to differentiate.
An entrepreneur plans to build an analytics platform for e-commerce. The skill scans Product Hunt and PyPI, providing competition insights and recommending leveraging China market data from Baidu Index to target untapped segments.
A startup aims to develop a mobile app for health tracking. The skill checks Hacker News and GitHub, offering reality_signal scores and differentiation advice such as focusing on compliance for specific industries like healthcare.
An educator seeks to create a gamified learning tool. The skill analyzes npm and Product Hunt, highlighting competition levels and suggesting blue ocean opportunities by integrating with platforms like V2EX for China market validation.
Offer basic idea validation for free with limited data sources, and charge for premium features like advanced China market insights, detailed competitor analysis, and API access. Revenue comes from monthly subscriptions.
Provide customized validation packages for large companies, including integration with internal tools, dedicated support, and in-depth reports. Revenue is generated through annual licensing contracts.
Combine the skill with expert consulting to help clients interpret results, develop strategies, and pivot ideas based on validation data. Revenue is earned through project-based fees or hourly rates.
💬 Integration Tip
Ensure the MCP server is properly configured in OpenClaw's settings and test with sample queries to verify data source connectivity before full deployment.
Scored Jun 19, 2026
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