Reference Searcher
SkillDocs & knowledgeSystematic external reference searching across documentation, open-source repositories, and web resources. Use when working with unfamiliar libraries, APIs, or when needing production-quality implementation examples.
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Then ask your AI: use the Reference Searcher skill
What this skill tells your AI
The instructions your AI receives, as published by arabelatso/skills-4-se in skills/reference-searcher/SKILL.md and read by ahel’s review.
Structured methodology for searching external references — official docs, open-source implementations, and web resources — to inform development decisions.
When to Use This Skill
- Working with unfamiliar libraries or frameworks
- Needing production-quality implementation examples
- Debugging unexpected behavior from external dependencies
- Finding best practices for specific patterns (auth, caching, etc.)
- Evaluating library choices with real-world usage data
What This Skill Does
Search Strategy: Three Layers
Layer 1: Official Documentation
Search official docs for the specific library using web search:
# Search official docs directly
# e.g., "next.js middleware authentication site:nextjs.org"
# Or use documentation MCP tools if available (e.g., Context7)
Best for: API signatures, configuration options, migration guides, official patterns.
Layer 2: Open-Source Implementation Examples (GitHub)
Search real codebases for production patterns:
# Search GitHub for code patterns via grep.app or GitHub search
# e.g., https://grep.app/search?q=getServerSession%28&filter[lang][0]=TypeScript
# Or use GitHub code search: gh search code "getServerSession(" --language=TypeScript
Best for: How established projects (1000+ stars) handle specific patterns, battle-tested error handling, real-world integration examples.
Search tips:
- Search for actual code patterns, not keywords
- Use
(?s)prefix for multi-line regex patterns - Filter by language and file path for precision
- Look for repos with 1000+ stars for production quality
Layer 3: Web Search (Current Information)
Search the web for recent articles, discussions, and guides:
# Web search for current information
# e.g., "OWASP JWT security best practices 2024"
Best for: Security advisories, recent breaking changes, community discussions, performance benchmarks, "why does X behave this way" questions.
Search Workflow
- Start with official docs — fastest, most authoritative
- If docs insufficient — search GitHub for real implementations
- If pattern unclear — web search for community knowledge
- Synthesize — combine findings into actionable guidance
Result Evaluation
For each source found, assess:
| Criterion | Check |
|---|---|
| Recency | Is this from the current major version? |
| Authority | Official docs > popular repos > blog posts |
| Completeness | Does it cover error handling and edge cases? |
| Applicability | Does it match our tech stack and constraints? |
Output Format
## Research: [Topic]
### Official Documentation
- [Finding 1 with link]
- [Finding 2 with link]
### Production Examples
- [Repo/file]: [What pattern they use and why]
- [Repo/file]: [Alternative approach]
### Recommendation
Based on [sources], the recommended approach is [X] because [reasons].
### Caveats
- [Known limitation or gotcha]
Anti-Patterns
- Searching for keywords instead of actual code patterns on GitHub
- Trusting blog posts over official documentation
- Using examples from outdated library versions
- Skipping error handling patterns in reference code
- Over-researching — stop when you have enough to proceed confidently
Example
User: "How should I implement rate limiting in Express?"
Output:
- Official docs: express-rate-limit documentation — configuration options, store adapters
- GitHub: 3 production repos showing Redis-backed rate limiting with sliding window
- Web: OWASP rate limiting guidelines, comparison of token bucket vs sliding window
- Recommendation: Use
express-rate-limitwith Redis store, sliding window algorithm, with specific config example
Inspired by: oh-my-opencode Librarian agent
Signals
- GitHub stars
- 252
- Forks
- 23
- Last commit
- Aug 2026
Advanced
- Catalog kind
- skill
- Gateway key
reference-searcher- Source
- github.com/arabelatso/skills-4-se