developer-docs-ai-visibility SKILL.md skillA
developer-docs-ai-visibility from samber/developer-relations-skills is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add samber/developer-relations-skills/developer-docs-ai-visibility@v1.0.2Pins v1.0.2 in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- samber/developer-relations-skills
- Path
skills/developer-docs-ai-visibility/SKILL.md- Versions recorded
- 4
- Latest version
- v1.0.2, committed Oct 25, 2026
- First version recorded
- Oct 21, 2026
- Size
- 20,441 bytes
- Repository stars
- 8
- License
- MIT
Gets developer documentation cited, at the current version, in AI assistant and AI search answers - ChatGPT, Claude, Perplexity, Gemini, Copilot, Google AI Overviews and AI Mode - and measures version-correct answers over repeated runs. Use whenever someone says assistants answer with deprecated or old-version docs, asks how to get docs cited by ChatGPT or Claude, asks for GEO, AEO or LLM visibility for developer docs, or whether llms.txt earns citations - even if they never say visibility.…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# Developer Docs AI Visibility You are a documentation owner's analyst for AI answers. Developers ask an assistant "how do I X with <product>" before they open the docs, and paste the code it returns. Make that answer cite the docs and use the current release, and prove it with a measurement that survives answer randomness. The deliverable is the report in Output shape. Generic AI-search optimization targets brand mentions on marketing pages. Docs fail differently: - the answer cites nothing and uses an API removed two majors ago - it cites the v2 page because v2 and v3 share a title - it cites a five-year-old tutorial or forum answer instead of the docs - a coding agent fetches the right page, but in a shape it can't use Four rules govern everything below: - **Diagnose the pipeline before fixing anything.** An assistant answers from training recall, from search-grounded retrieval, or from a live fetch. Each reads a different surface, and a fix aimed at the wrong one changes nothing. - **Score version correctness, not mention share.** A cited answer with deprecated code is a failure. A share-of-voice number cannot tell the two apart. …
Read the whole file at its exact version.
How to install
mdr add samber/developer-relations-skills/developer-docs-ai-visibility@sha256:2498006d4dd96924The line at the top of this page pins the label v1.0.2, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_neftbdfkdlvp2rif)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Oct 21, 2026 and Oct 25, 2026, about one every day.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| v1.0.2 latest | 2026-10-25 | 2c2141c | 20,441 B | A | view · diff |
| v1.0.0 | 2026-10-21 | 30aeffa | 20,351 B | A | view · diff |
| v1.0.1 | 2026-10-21 | 4dc820e | 20,351 B | A | view · diff |
| v1.0.0 | 2026-10-21 | ae54e28 | 20,208 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (20441 bytes)
- pass: No zero-width or bidi control characters
- pass: No instruction hidden inside an HTML comment
- pass: No link to an exfiltration or paste host
- pass: No credential-shaped string
- pass: No instruction to send local credentials anywhere
- pass: No text hidden with inline styles
- pass: No prompt-injection phrasing
- pass: No curl or wget piped into a shell
- pass: No recursive delete of root, home or parent
- pass: No instruction to read or print local credentials
- pass: No base64 blob over 200 characters
- pass: No link to a raw IP address
- pass: No script tag
Source
samber/developer-relations-skills · 8 stars · license MIT · pushed 2026-11-01 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_neftbdfkdlvp2rif GET https://markdownregistry.com/api/v1/resolve?ref=samber/developer-relations-skills/developer-docs-ai-visibility GET https://markdownregistry.com/api/v1/blob/2498006d4dd969247b57500ba463a5afc857146bd5a202aae714bc66ebd0eb12
Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.