mcpbeat

Reference Searcher

arabelatso/reference-searcher

Systematic 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.

1k tokens
context cost
the whole folder, loaded on every use
1
files
instructions only
0
copies elsewhere
how many repositories repackaged it
141
stars on the repo
on the repository, not the skill itself

Install

one command, takes just this skill from the repository
npx skills add https://github.com/ArabelaTso/Skills-4-SE --skill reference-searcher

The instruction itself

12 sections, as written by the author

Reference Searcher

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-limit with Redis store, sliding window algorithm, with specific config example

Inspired by: oh-my-opencode Librarian agent

How to use it

Copy the folder

Take arabelatso/reference-searcher from the repository into ~/.claude/skills for personal use, or into .claude/skills inside a project.

Check the name does not clash

The agent identifies a skill by the name field in its header. Two skills with the same name cannot sit side by side — one of them will be ignored.