
knowledge-search
by blueraai
Local knowledge search for AI coding agents. Index repos, docs, and files with semantic + full-text search. Claude Code plugin & MCP server for fast, offline answers without web lookups or rate limits.
SKILL.md
name: knowledge-search description: Teaches how to use Bluera Knowledge for accessing library sources and reference material. Explains two approaches - vector search via MCP/slash commands for discovery, or direct Grep/Read access to cloned repos for precision. Shows when to use each method and example workflows for querying library internals.
Using Bluera Knowledge (BK)
BK provides access to definitive library sources for your project dependencies.
The Rule: Query BK for External Code
Any question about libraries, dependencies, or indexed reference material should query BK.
BK is:
- Cheap: ~100ms response, unlimited queries, no rate limits
- Authoritative: Actual source code, not blog posts or training data
- Complete: Includes tests, examples, internal APIs, configuration
Always Query BK For:
Library implementation:
- "How does Express handle middleware errors?"
- "What does React's useEffect cleanup actually do?"
- "How is Pydantic validation implemented?"
API signatures and options:
- "What parameters does axios.create() accept?"
- "What options can I pass to hono.use()?"
- "What's the signature of zod.object()?"
Error handling:
- "What errors can this library throw?"
- "Why might this function return undefined?"
- "What validation does Zod perform?"
Version-specific behavior:
- "What changed in React 18?"
- "Is this deprecated in Express 5?"
- "Does my version support this?"
Configuration:
- "What config options exist for Vite?"
- "What are the default values?"
- "What environment variables does this use?"
Testing:
- "How do the library authors test this?"
- "How should I mock this in tests?"
- "What edge cases do the tests cover?"
Performance:
- "Is this cached internally?"
- "What's the complexity of this operation?"
- "Does this run async or sync?"
Security:
- "How does this validate input?"
- "Is this safe against injection?"
- "How are credentials handled?"
Integration:
- "How do I integrate X with Y?"
- "What's the idiomatic usage pattern?"
- "How do examples in the library do this?"
Two Ways to Access Library Sources
1. Vector Search (Discovery)
Find concepts and patterns across indexed content:
search("vue reactivity system")
/bluera-knowledge:search "pydantic custom validators"
2. Direct File Access (Precision)
Precise lookups in cloned library source:
Grep: pattern="defineReactive" path=".bluera/bluera-knowledge/repos/vue/"
Read: .bluera/bluera-knowledge/repos/pydantic/pydantic/validators.py
Both are valid! Use vector search for discovery, Grep/Read for specific functions.
DO NOT Query BK For:
- Your project code → Use Grep/Read directly
- General concepts → Use training data ("What is a closure?")
- Breaking news → Use web search ("Latest React release")
Example Workflow
User: "How does Vue's computed properties work internally?"
Claude:
- Check stores:
list_storesMCP tool → vue store exists - Vector search:
search("vue computed properties")→ finds computed.ts - Read file:
.bluera/bluera-knowledge/repos/vue/packages/reactivity/src/computed.ts - Grep for implementation: pattern="class ComputedRefImpl"
- Explain with authoritative source code examples
Quick Reference
[library] question → Query BK
[your code] question → Grep/Read directly
[concept] question → Training data
[news/updates] question → Web search
BK is cheap and fast. Query it liberally for library questions.
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