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npx skills add ...
Documentation
SKILL.md
npx skills add neolabhq/context-engineering-kit --skill query
Search the FPF knowledge base and display hypothesis details with assurance information
npx skills add neolabhq/context-engineering-kit --skill query
Search the FPF knowledge base and display hypothesis details with assurance information.
.fpf/knowledge/ and .fpf/decisions/ by user query.| Location | Contents |
|---|---|
.fpf/knowledge/L0/ | Proposed hypotheses |
.fpf/knowledge/L1/ | Verified hypotheses |
.fpf/knowledge/L2/ | Validated hypotheses |
.fpf/knowledge/invalid/ | Rejected hypotheses |
.fpf/decisions/ | Design Rationale Records |
.fpf/evidence/ | Evidence and audit files |
[redis-caching R:0.85] └── (no dependencies)
Search file contents for matching text:
Look up a specific hypothesis:
Filter by knowledge layer:
Search decision records:
For L1+ hypotheses, read the audit section and display:
If hypothesis has depends_on, show the tree:
Legend:
R:X.XX = R_eff scoreCL:N = Congruence Level (1-3)Search by keyword:
Query specific hypothesis:
Query decisions:
**Evidence**:
- ev-benchmark-redis-caching-2025-01-15 (internal, PASS)
### cdn-edge (L2)
**Title**: Use CDN Edge Cache
**Kind**: system
**Scope**: Static content delivery
**R_eff**: 0.72
**Weakest Link**: external docs (CL1 penalty)
**Evidence**:
- ev-research-cdn-2025-01-10 (external, PASS)/fpf:query caching
-> Finds all hypotheses with "caching" in title or content/fpf:query redis-caching
-> Shows full details for redis-caching
-> Displays dependency tree
-> Shows R_eff breakdown/fpf:query L2
-> Lists all L2 hypotheses with R_eff scores/fpf:query DRR
-> Lists all Design Rationale Records
-> Shows what each DRR selected/rejected**R_eff Breakdown**:
- Self Score: 1.00
- Weakest Link: ev-research-redis (0.90)
- Dependency Penalty: none
- **Final R_eff**: 0.85[api-gateway R:0.80]
└──(CL:3)── [auth-module R:0.85]
└──(CL:2)── [rate-limiter R:0.90]User: /fpf:query caching
Results:
| Hypothesis | Layer | R_eff |
|------------|-------|-------|
| redis-caching | L2 | 0.85 |
| cdn-edge-cache | L2 | 0.72 |
| lru-cache | invalid | N/A |User: /fpf:query redis-caching
# redis-caching (L2)
Title: Use Redis for Caching
Kind: system
Scope: High-load systems
R_eff: 0.85
Evidence: 2 filesUser: /fpf:query DRR
# Design Rationale Records
| DRR | Date | Winner | Rejected |
|-----|------|--------|----------|
| DRR-2025-01-15-caching | 2025-01-15 | redis-caching | cdn-edge |