Separate task guidance from reference material, then keep every claim attached to a query, model context, citation, review state, and retest.
Documentation systems
GEO Lens
Make AI-answer visibility audits reproducible, reviewable, and useful for the next optimization decision.
- Primary audience
- Content strategists, product teams, and reviewers who need traceable AI evidence.
- My role
- Content architecture · Workflow design · Documentation engineering
- Working stack
- React · MDX · Git · Codex Skills · Python
- Status
- Documented prototype · Open-source Skills
01 / Shipped artifact
Summary
Nine MDX task and reference pages, bilingual navigation, two reusable Skills, and automated content checks.
- 9
- MDX pages
- 2
- Reusable Skills
- 1
- Evidence schema
- 1
- Automated check suite
- 9 MDX pages
- 2 reusable Skills
- Evidence schema + sample
- Automated MDX checks
02 / Content and UX decisions
Decisions
Give readers three entry points: start the workflow, inspect the output contract, or diagnose a failure.
03 / Delivery evidence
Delivery evidence
- 01
Getting started, workflow, configuration, output reference, evaluation, troubleshooting, UI terminology, and changelog content.
- 02
A shared evidence schema that preserves raw observations while allowing reviewed interpretations.
- 03
A repository check that catches missing metadata, duplicate routes, heading errors, placeholders, and missing image alt text.
04 / Role signals
Role fit
- React/MDX documentation repository
- Information architecture and reference writing
- AI-assisted workflow design and reusable Skills
- Automated checks, Git history, and bilingual content
MDX metadata and heading checks, schema validation, evidence-linked outputs, and same-condition retesting.
The workflow does not promise AI inclusion, rankings, citations, or traffic.
05 / Live project change feed
Live changes
Checking the public source for changes…
View complete GitHub history06 / Documentation record history
Record history
Documentation version, not product release.
- Documentation version
- v1.2.0
- Last updated
- v1.2.0
Connected a live GitHub change feed with source attribution, commit links, and a resilient published-history fallback.
- v1.1.0
Added quantified documentation-system metrics, documentation-version metadata, and a public change history.
- v1.0.0
Published the initial public record with purpose, decisions, delivery evidence, validation, and boundaries.
