SECURITY REVIEW
Not yet assessed
Review the original instructions and requested permissions before installing.
No security review is available for this catalog entry yet.
Multi-repository codebase exploration. Research library internals, find code patterns, understand architecture, compare implementations across GitHub/npm/PyPI/crates. Use when needing deep understanding of how libraries work, finding implementations across open source, or exploring remote repository structure.
Review the original instructions and requested permissions before installing.
No security review is available for this catalog entry yet.
How clearly the skill guides your agent, how complete its workflow is, and how you can check the outcome.
No quality assessment is available for this catalog entry yet.
Original instructions from the publisher’s SKILL.md
# Librarian Skill
Deep codebase exploration across remote repositories.
## How to Use This Skill
### Reference Structure
| File | Purpose | When to Read |
|------|---------|--------------|
| `tool-routing.md` | Tool selection decision trees | **Always read first** |
| `opensrc-api.md` | API reference, types | Writing opensrc code |
| `opensrc-examples.md` | JavaScript patterns, workflows | Implementation examples |
| `linking.md` | GitHub URL patterns | Formatting responses |
| `diagrams.md` | Mermaid patterns | Visualizing architecture |
### Reading Order
1. **Start** with `tool-routing.md` → choose tool strategy
2. **If using opensrc:**
- Read `opensrc-api.md` for API details
- Read `opensrc-examples.md` for patterns
3. **Before responding:** `linking.md` + `diagrams.md` for output formatting
## Tool Arsenal
| Tool | Best For | Limitations |
|------|----------|-------------|
| **grep_app** | Find patterns across ALL public GitHub | Literal search only |
| **context7** | Library docs, API examples, usage | Known libraries only |
| **opensrc** | Fetch full source for deep exploration | Must fetch before read |
## Quick Decision Trees
### "How does X work?"
```
Known library?
├─ Yes → context7.resolve-library-id → context7.query-docs
│ └─ Need internals? → opensrc.fetch → read source
└─ No → grep_app search → opensrc.fetch top result
```
### "Find pattern X"
```
Specific repo?
├─ Yes → opensrc.fetch → opensrc.grep → read matches
└─ No → grep_app (broad) → opensrc.fetch interesting repos
```
### "Explore repo structure"
```
1. opensrc.fetch(target)
2. opensrc.tree(source.name) → quick overview
3. opensrc.files(source.name, "**/*.ts") → detailed listing
4. Read: README, package.json, src/index.*
5. Create architecture diagram (see diagrams.md)
```
### "Compare X vs Y"
```
1. opensrc.fetch(["X", "Y"])
2. Use source.name from results for subsequent calls
3. opensrc.grep(pattern, { sources: [nameX, nameY] })
4. Read comparable files, synthesize differences
```
## Critical: Source Naming Convention
**After fetching, always use `source.name` for subsequent calls:**
```javascript
const [{ source }] = await opensrc.fetch("vercel/ai");
const files = await opensrc.files(source.name, "**/*.ts");
```
| Type | Fetch Spec | Source Name |
|------|------------|-------------|
| npm | `"zod"` | `"zod"` |
| npm scoped | `"@tanstack/react-query"` | `"@tanstack/react-query"` |
| pypi | `"pypi:requests"` | `"requests"` |
| crates | `"crates:serde"` | `"serde"` |
| GitHub | `"vercel/ai"` | `"github.com/vercel/ai"` |
| GitLab | `"gitlab:org/repo"` | `"gitlab.com/org/repo"` |
## When NOT to Use opensrc
| Scenario | Use Instead |
|----------|-------------|
| Simple library API questions | context7 |
| Finding examples across many repos | grep_app |
| Very large monorepos (>10GB) | Clone locally |
| Private repositories | Direct access |
## Output Guidelines
1. **Comprehensive final message** - only last message returns to main agent
2. **Parallel tool calls** - maximize efficiency
3. **Link every file reference** - see `linking.md`
4. **Diagram complex relationships** - see `diagrams.md`
5. **Never mention tool names** - say "I'll search" not "I'll use opensrc"
## References
- [Tool Routing Decision Trees](references/tool-routing.md)
- [opensrc API Reference](references/opensrc-api.md)
- [opensrc Code Examples](references/opensrc-examples.md)
- [GitHub Linking Patterns](references/linking.md)
- [Mermaid Diagram Patterns](references/diagrams.md)