AnswerLens

Audit product pages, review the report, and fix what AI assistants cannot read clearly.

Language: English / 简体中文

CI for AI discoverability.

AnswerLens

Use AnswerLens when your website is the source material for AI answers. It checks whether public product pages are clear, evidenced, and easy to review, then writes GitHub-ready report files.

Product fit

Does AnswerLens fit your site?

It is built for teams that want public pages and GitHub review to stay in sync. It is not a hosted monitoring dashboard, a ranking tool, or a consumer AI scraper.

What it checks

Check the public story

Can someone understand your category, proof, pricing, comparisons, and setup path from the public page alone? AnswerLens checks those signals, plus schema and internal links.

What it outputs

Review the evidence

The product surface is the report set: share-summary.md, scorecard.md, recommendations.md, and JSON results your team can review in PRs or issues.

Who should use it

Best fit

Use it when product marketing, docs, developer advocacy, or open-source maintainers share responsibility for pages that need to stay understandable and citable.

Try it in this order

See the output before setup, then run one real page.

Start with a finished report, recreate it locally, run one public product site, and add GitHub Actions only after the report is worth reviewing again.

  1. 1

    Open the demo report

    Inspect the finished HTML report, summary, scorecard, and recommendations before installing anything.

    Open demo
  2. 2

    Run the sample site

    Recreate the same output locally so the command and report files are familiar before you use your own URL.

    Run sample
  3. 3

    Audit one public site

    Run the quickstart against one product page set and read the summary before changing copy or wiring CI.

    Open quickstart
  4. 4

    Add the Action

    Move the same report set into pull requests with the pinned starter workflow.

    Open Action docs

Demo score

90

Current score from the stable public sample site.

Key pages

11

Critical pages found in the demo site.

First report

share-summary.md

Start here before reading the scorecard and recommendations.

Latest release

v0.3.2

Current published version line.

Report package

You get a report set your team can actually review.

The useful output is simple: a short summary, a scorecard, and a fix list you can discuss in product, docs, or PR review.

share-summary.md

Share the audit in a PR, issue, or team note.

scorecard.md

Inspect the score, page coverage, and failed checks.

recommendations.md

Turn gaps into copy, proof, and structure fixes.

When you need a versioned download, open the latest release.

Current signal

What the demo says right now

Demo site: AnswerLens static-good fixture demo

https://fixture.local is the stable hostname inside the public demo fixture, not the AnswerLens site URL.

Top issue: Thin key page (warn) - Add plain-language explanations, evidence blocks, and stronger sections.

Top fix: Tighten structure and schema alignment on key pages - Higher extraction quality and fewer ambiguous summaries.

Open reports in order: share-summary.md, then scorecard.md, then recommendations.md.

Product pages

What to read next

Open these pages when you need pricing, trust, FAQ, comparison, or setup context beyond the demo report.

  • Pricing and packaging: open-source, BYOK, and release-asset cost model.
  • Security and trust: secrets, review flow, and non-goals in one page.
  • Docs index: activation references, scoring notes, and GitHub Action usage.
  • Starter bundle: external .github/answerlens/ layout before CI setup.
  • FAQ: first-run questions in visible, citable language.
  • Compare: how AnswerLens differs from dashboard-first AI visibility tools.
  • Integrations: GitHub Actions and validation helpers together.

Team fit

Who usually reads next

These use-case pages show the jobs teams usually try first.