🔍 Startup Review Mining
Use when you need systematic extraction of pain points, feature gaps, switching triggers, and opportunities from reviews (B2B review sites, app stores, forums, communities, issue trackers). Includes bias hygiene, taxonomy building, triangulation, and turning insights into experiments.
npx playbooks add skill vasilyu1983/ai-agents-public --skill startup-review-mining
About Startup Review Mining
Startup Review Mining specializes your AI coding agent in code review & quality — it use when you need systematic extraction of pain points, feature gaps, switching triggers, and opportunities from reviews (b2b review sites, app stores, forums, communities, issue trackers). includes bias hygiene, taxonomy building, triangulation, and turning insights into experiments.
At 37 words, this compact prompt gives your agent specialized code review & quality expertise with structured patterns and output formats. Install via CLI or copy the prompt below.
Use Cases
- Catching bugs and security vulnerabilities before merge
- Enforcing code style and architectural consistency
- Reviewing PRs for performance and maintainability
- Generating detailed code review comments
Example Prompts
System Prompt (37 words)
Use when you need systematic extraction of pain points, feature gaps, switching triggers, and opportunities from reviews (B2B review sites, app stores, forums, communities, issue trackers). Includes bias hygiene, taxonomy building, triangulation, and turning insights into experiments.
Frequently Asked Questions
What is Startup Review Mining?
Startup Review Mining is a free code review & quality skill for AI coding agents. Use when you need systematic extraction of pain points, feature gaps, switching triggers, and opportunities from reviews (B2B review sites, app stores, forums, communities, issue trackers). Includes bias hygiene, taxonomy building, triangulation, and turning insights into experiments.. It provides a specialized system prompt that configures your agent with code review & quality expertise.
How do I use Startup Review Mining with Claude Code?
Run npx playbooks add skill vasilyu1983/ai-agents-public --skill startup-review-mining in your terminal to install Startup Review Mining into your Claude Code session. It works immediately after installation.
Which AI coding agents work with Startup Review Mining?
Startup Review Mining is compatible with Claude Code, Cursor, GitHub Copilot, Windsurf, OpenClaw, Cline, and any AI agent that supports custom system prompts or .cursorrules files.
Is Startup Review Mining free to use?
Yes, Startup Review Mining is completely free and open source. The full source is available on GitHub at https://github.com/vasilyu1983/ai-agents-public/tree/main/frameworks/shared-skills/skills/startup-review-mining. You only need a subscription to the AI agent you use it with.
