brainstorming
Structured design dialogue that validates ideas before implementation begins.
docs-sources
Knowledge of documentation platforms and fetching strategies. Use when adding new documentation sources, determining fetch strategy for a docs site, detecting doc frameworks, or configuring the docs registry.
Full skill instructions
Understand documentation platforms and how to efficiently fetch content from each. Supports 20+ platforms and frameworks.
| Variable | Default | Description |
|---|---|---|
| PREFER_LLMSTXT | true | Check for llms.txt before other strategies |
| PREFER_GITHUB | true | Prefer raw GitHub over web crawling |
| BROWSER_FALLBACK | true | Use browser automation when curl fails |
| DEFAULT_STRATEGY | web_crawl | Fallback when detection fails |
MANDATORY - Follow the Workflow steps below when adding or analyzing documentation sources.
If you're about to:
STOP -> Read the appropriate cookbook file -> Follow detection order -> Then proceed
What documentation are you adding?
│
├─ Has /llms.txt? ──────────────────────► llmstxt-strategy.md
│
├─ GitHub repo available?
│ └─ Has docs.yml/mint.json/mkdocs.yml? ► github-strategy.md
│
├─ Has /openapi.json or /asyncapi.yaml? ─► openapi-strategy.md
│
├─ Has /sitemap.xml? ───────────────────► sitemap-strategy.md
│
├─ Curl returns <1KB? (JS-rendered) ────► browser-strategy.md
│
└─ Nothing else works? ─────────────────► sitemap-strategy.md (crawl mode)
| Priority | Signal | Strategy | Cookbook |
|---|---|---|---|
| 1 | /llms.txt exists | llmstxt | cookbook/llmstxt-strategy.md |
| 2 | GitHub repo available | github_raw | cookbook/github-strategy.md |
| 3 | OpenAPI/AsyncAPI spec | openapi | cookbook/openapi-strategy.md |
| 4 | /sitemap.xml exists | web_sitemap | cookbook/sitemap-strategy.md |
| 5 | JS-rendered / curl fails | browser_crawl | cookbook/browser-strategy.md |
| 6 | Nothing else works | web_crawl | cookbook/sitemap-strategy.md |
/llms.txt or /llms-full.txtcookbook/llmstxt-strategy.mdcurl -sI {url}/llms.txt | head -1cookbook/github-strategy.md/openapi.json, /asyncapi.yaml, /graphql)cookbook/openapi-strategy.md/sitemap.xml or need to crawlcookbook/sitemap-strategy.mdcookbook/browser-strategy.mdbrowser-discovery skill for IDE browser tools# Check for llms.txt
curl -sI "https://docs.viperjuice.dev/llms.txt" | head -1
# Check for sitemap
curl -sI "https://docs.viperjuice.dev/sitemap.xml" | head -1
# Check for OpenAPI
curl -sI "https://api.viperjuice.dev/openapi.json" | head -1
# Test curl response size (detect JS-rendered)
curl -s "https://docs.viperjuice.dev" | wc -c
# If < 1000 bytes, likely JS-rendered -> use browser
| Framework | Config File | Typical Location |
|---|---|---|
| Fern | docs.yml | fern/docs.yml |
| Docusaurus | docusaurus.config.js | repo root |
| MkDocs | mkdocs.yml | repo root |
| Mintlify | mint.json | repo root |
| Sphinx | conf.py | docs/conf.py |
| Nextra | _meta.json | pages/_meta.json |
| Starlight | astro.config.mjs | repo root |
| Antora | antora.yml | repo root |
| GitBook | SUMMARY.md | repo root |
See reference/framework-detection.md for detailed patterns.
See reference/registry-examples.md for configuration templates.
Basic structure:
{
"source-id": {
"name": "Display Name",
"strategy": "strategy_name",
"paths": {
"homepage": "https://..."
}
}
}
When used with the library-detection skill, automatically suggest documentation sources based on detected dependencies.
library-detection skillai-docs/libraries/_registry.json/ai-dev-kit:docs-add commands for missing sources| Library | Documentation URL | Strategy |
|---|---|---|
| react | https://react.dev | llmstxt |
| next | https://nextjs.org/docs | github_raw |
| vue | https://vuejs.org/guide | github_raw |
| nuxt | https://nuxt.com/docs | github_raw |
| svelte | https://svelte.dev/docs | github_raw |
| fastapi | https://fastapi.tiangolo.com | github_raw |
| django | https://docs.djangoproject.com | web_sitemap |
| flask | https://flask.palletsprojects.com | web_sitemap |
| express | https://expressjs.com | web_sitemap |
| prisma | https://www.prisma.io/docs | llmstxt |
| drizzle | https://orm.drizzle.team/docs | github_raw |
| vitest | https://vitest.dev | github_raw |
| playwright | https://playwright.dev/docs | github_raw |
| tailwindcss | https://tailwindcss.com/docs | llmstxt |
| trpc | https://trpc.io/docs | github_raw |
| zod | https://zod.dev | llmstxt |
When /ai-dev-kit:quickstart-codebase or manual request:
# Get detected frameworks
FRAMEWORKS=$(library-detection --output json | jq -r '.frameworks[].name')
# For each framework, check if docs exist
for fw in $FRAMEWORKS; do
if ! grep -q "\"$fw\"" ai-docs/libraries/_registry.json; then
echo "Missing docs for: $fw"
echo "Suggest: /ai-dev-kit:docs-add <url> $fw"
fi
done
Returns list of:
{
"already_tracked": ["react", "typescript"],
"missing": [
{"library": "fastapi", "url": "https://fastapi.tiangolo.com", "command": "/ai-dev-kit:docs-add https://fastapi.tiangolo.com fastapi"}
],
"unknown": ["custom-internal-lib"]
}
After adding a source, verify:
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