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@Clear-Cited

Clear Cited

Open-source tools for AI search optimization (AEO/GEO) — llms.txt, schema, audits. From Clear Cited: be the answer AI gives.
README.md

Clear Cited

Be the answer AI gives.

AI search visibility (Answer Engine Optimization / Generative Engine Optimization) for B2B SaaS and developer tools.

Website · Free AI-visibility teardown · AI Visibility Index

When a buyer asks ChatGPT, Perplexity, Claude, Gemini, or Google AI for the best tool in your category, you're either named and cited — or a competitor is, and you never see the deal you lost.

Clear Cited measures share-of-model — how often each AI engine recommends you versus competitors — reproducibly (10+ runs per engine, with confidence intervals), then runs the full stack (SEO foundation, answer-first content, off-site authority) to improve it.

Free & open source

Five tools, MIT-licensed, each archived on Zenodo with a DOI. They fit together: find what a page is missing, fix it, then measure whether it moved.

Measure

  • aeo-audit-lite — run a buyer prompt against an AI engine repeatedly and measure your share of model versus named competitors, with a Wilson 95% confidence interval. pip install aeo-audit-lite

Diagnose

  • citation-ready — check whether a page carries the structural signals observed on content AI engines tend to cite. pip install citation-ready

Fix

  • schema-for-ai — copy-paste JSON-LD templates tuned for AI extraction, plus a zero-dependency validator. pip install schema-for-ai
  • schema-generator — build valid Organization / Product / FAQPage JSON-LD in your browser.
  • llms-txt-generator — generate a clean llms.txt for your site, in your browser.

Also

  • measured-by-clear-cited — the "Measured by Clear Cited" badge (SVG + embed). Brand assets, so CC BY-ND 4.0, not MIT — redistribute freely, but don't alter the mark. See BRAND.md.

Open data

The Index is published as an open dataset — 4,497 measured AI answers across nine B2B categories, CC BY 4.0.

Every repository here is also mirrored to Codeberg, release tags included.

Start here

→ Get a free AI-visibility teardown — your domain + a couple of competitors, a short video + one-pager back.

→ Browse the AI Visibility Index — public leaderboards of which products AI engines actually recommend.

Popular repositories Loading

  1. llms-txt-generator llms-txt-generator Public

    Generate an llms.txt for your site — the Markdown file at your root that tells AI crawlers what your site is and points them at your most important pages. Runs entirely in your browser. No build st…

    HTML

  2. schema-generator schema-generator Public

    Build valid Organization, Product and FAQPage JSON-LD entirely in your browser. Light validation, then copy the ready-to-paste script block. A single static page — no build step, no dependencies, n…

    HTML

  3. measured-by-clear-cited measured-by-clear-cited Public

    The "Measured by Clear Cited" badge — light and dark SVG, plus the canonical logo lockup they are built from. Fully outlined, so it renders without any font installed. For products that have actual…

  4. .github .github Public

  5. aeo-audit-lite aeo-audit-lite Public

    Measure share of model: run a buyer prompt against an AI engine repeatedly and see how often your brand appears versus named competitors, with a confidence interval. A single screenshot proves noth…

    Python

  6. schema-for-ai schema-for-ai Public

    Copy-paste JSON-LD templates tuned for how AI assistants extract and cite information — Organization, Product/SoftwareApplication, FAQPage — plus a zero-dependency validator. Structured data helps …

    Python

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