Agent skill
when-to-query
When to use BK vs Grep/Read for current project
Install this agent skill to your Project
npx add-skill https://github.com/blueraai/bluera-knowledge/tree/main/skills/when-to-query
SKILL.md
When to Query Bluera Knowledge
The Rule: BK First for External Code
When the question involves libraries, dependencies, or reference material, query BK first.
BK provides authoritative source code from the actual libraries. This is:
- More accurate than training data (which may be outdated)
- Faster than web search (~100ms vs 2-5 seconds)
- More complete than documentation sites (includes tests, examples, internal APIs)
- Zero rate limits (local, unlimited queries)
ALWAYS Query BK For:
Library Implementation Questions
- "How does Express handle middleware errors?"
- "What does
useEffectcleanup actually do internally?" - "How is Pydantic validation implemented?"
- "What happens when lodash
debounceis called?" - "How does React's reconciliation work?"
API and Method Questions
- "What parameters does
axios.create()accept?" - "What's the signature of
zod.object()?" - "What options can I pass to
hono.use()?" - "What events does EventEmitter emit?"
- "What methods are available on
prisma.client?"
Error and Exception Handling
- "What errors can this library throw?"
- "How do I catch validation errors in Zod?"
- "What does this error code mean in library X?"
- "Why might this function return undefined?"
- "What validation does this library perform?"
Version-Specific Behavior
- "What changed in React 18's concurrent mode?"
- "How does this work in Express 4 vs 5?"
- "Is this method deprecated in the latest version?"
- "What's the migration path from v2 to v3?"
- "Does my version support this feature?"
Configuration and Options
- "What configuration options exist for Vite?"
- "What are the default values for these options?"
- "How do I customize the behavior of X?"
- "What environment variables does this library use?"
- "What's the full schema for this config?"
Testing Patterns
- "How do the library authors test this feature?"
- "How should I mock this library in tests?"
- "What fixtures do I need for testing this integration?"
- "What edge cases does the library's test suite cover?"
Performance and Internals
- "Is this operation cached internally?"
- "What's the time complexity of this method?"
- "How is this optimized in the library?"
- "Does this run synchronously or asynchronously?"
- "What's the memory footprint of this?"
Security and Validation
- "How does this library validate input?"
- "What sanitization is applied?"
- "How are credentials handled internally?"
- "Is this safe against injection attacks?"
Integration and Patterns
- "How do I integrate library X with library Y?"
- "What's the idiomatic way to use this API?"
- "How do examples in the library do this?"
- "What patterns does this library use?"
- "What's the recommended project structure?"
Reference Material
- "What does the API spec say about X?"
- "What are the project requirements for Y?"
- "How does the architecture doc describe Z?"
- "What coding standards apply here?"
DO NOT Query BK For:
Current Project Code
Use Grep/Read directly:
- "Where is the authentication middleware in THIS project?"
- "Show me OUR database models"
- "Find all API endpoints WE defined"
General Concepts
Use training data (no tool needed):
- "What is a closure in JavaScript?"
- "Explain dependency injection"
- "What is REST?"
Current Events
Use web search:
- "What's new in Next.js 15?"
- "Latest release notes for TypeScript"
- "Security advisory for npm packages"
Setup: Index Your Dependencies
BK only knows what you've indexed. Add your key dependencies:
# Get suggestions based on package.json
/bluera-knowledge:suggest
# Add important libraries
/bluera-knowledge:add-repo https://github.com/expressjs/express
/bluera-knowledge:add-repo https://github.com/honojs/hono
# Index local docs
/bluera-knowledge:add-folder ./docs --name=project-docs
# Verify what's indexed
/bluera-knowledge:stores
Quick Reference
| Question Pattern | Use |
|---|---|
| "How does [library] work..." | BK |
| "What does [library function] do..." | BK |
| "What options/params does [library] accept..." | BK |
| "What errors can [library] throw..." | BK |
| "How should I use [library API]..." | BK |
| "What changed in [library version]..." | BK |
| "How do I integrate [library]..." | BK |
| "Where is [thing] in OUR code..." | Grep/Read |
| "What is [general concept]..." | Training data |
| "What's new in [library] today..." | Web search |
Mental Model
External Code (libraries, deps, specs) → Query BK
Your Project Code → Grep/Read directly
General Knowledge → Use training data
Breaking News → Web search
BK is cheap, fast, and authoritative. When in doubt about a library, query BK.
Recommended Agent Skills
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ui
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stores
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index
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test-plugin
Run comprehensive plugin validation test suite
search-optimization
Optimize BK search with intent, detail level, and store filtering
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