Screened · automated checks passed

startup-validator

from ailabs-393/ai-labs-claude-skills · ★ 422 on GitHub · found by our crawler 2026-07-07

What the author says it does

Comprehensive startup idea validation and market analysis tool. Use when users need to evaluate a startup idea, assess market fit, analyze competition, validate problem-solution fit, or determine market positioning. Triggers include requests to "validate my startup idea", "analyze market opportunity", "check if there's demand for", "research competition for", "evaluate business idea", or "see if my idea is viable". Provides data-driven analysis using web search, market frameworks, competitive research, and positioning recommendations.

Quoted from the skill's own SKILL.md trigger description — this is what tells Claude when to activate it. Not yet verified by us.

Automated screening

100/100 validator score

Scored by the same rules as our free SKILL.md validator: trigger description quality, body substance, structure. Automated — a human bench test is the next step in the pipeline.

Install (unverified — review first)

git clone https://github.com/ailabs-393/ai-labs-claude-skills
# skill lives at: dist/skills/startup-validator/SKILL.md

SkillProof status

This skill is in our test queue. We install every skill in a clean environment, run a trigger battery and score output against a baseline before it earns a catalog page — the full protocol is public. Until then, treat it like any unreviewed dependency: read the SKILL.md and any scripts before installing.

Already tested in Data & Analytics

  • Statistical Analysis ★ 10.0/10 Enforces frame-inspect-check-assumptions-effect-size-APA-report pipeline for hypothesis tests; bundled Shapiro-Wilk/Levene's script actually runs.
  • CocoIndex ★ 10.0/10 Turns vague 'build me a RAG pipeline' requests into working CocoIndex flow code with the real API syntax.
  • Crawl4AI ★ 10.0/10 Wraps the Crawl4AI browser scraper for JS-heavy sites, batch crawls, and LLM-free schema extraction.
  • National Team Position ★ 10.0/10 Fetches real Shanghai Exchange ETF-share data to estimate China's 'national team' broad-base ETF positioning.

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