Query

NeoLabHQ/context-engineering-kit/skills/query

by NeoLabHQ23e2428e809d77717f8acc9659c374a3a1fcb93eNo licenseListed Oct 9, 2026Updated Oct 9, 2026

Search the FPF knowledge base and display hypothesis details with assurance information

Instructions onlyResearch & Analysis

AI-generated overview

Searches a local FPF knowledge base and displays hypothesis details, assurance scores and dependency trees.

What it does: Searches the .fpf/knowledge/ and .fpf/decisions/ directories for hypotheses matching a user query, by keyword, ID, layer or decision record. For each match it presents title, layer, kind, scope, R_eff assurance score, weakest link, dependency graph and evidence summary in table and markdown format. It is an instructions-only skill and produces a formatted report rather than files.
When to use it: Use when you need to look up hypotheses, design rationale records or evidence stored in an FPF knowledge base. It suits queries about a specific hypothesis ID, a knowledge layer such as L2, or a keyword across stored knowledge.
Requirements: Access to a local .fpf/ knowledge base directory containing knowledge, decisions and evidence files. No scripts, packages or network access are required.

Query Knowledge

Search the FPF knowledge base and display hypothesis details with assurance information.

Action (Run-Time)

Search .fpf/knowledge/ and .fpf/decisions/ by user query.
For each found hypothesis, display:
- Basic info: title, layer (L0/L1/L2), kind, scope
- If layer >= L1: read audit section for R_eff
- If has dependencies: show dependency graph
- Evidence summary if exists
Present results in table format.

Search Locations

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

Output Format

markdown

## Search Results for "<query>"
### Hypotheses Found
| Hypothesis | Layer | Kind | R_eff ||------------|-------|------|-------|| redis-caching | L2 | system | 0.85 || cdn-edge | L2 | system | 0.72 |
### redis-caching (L2)
**Title**: Use Redis for Caching**Kind**: system**Scope**: High-load systems, Linux only
**R_eff**: 0.85**Weakest Link**: internal test (0.85)
**Dependencies**:

## Search Results for "<query>"
### Hypotheses Found
| Hypothesis | Layer | Kind | R_eff ||------------|-------|------|-------|| redis-caching | L2 | system | 0.85 || cdn-edge | L2 | system | 0.72 |
### redis-caching (L2)
**Title**: Use Redis for Caching**Kind**: system**Scope**: High-load systems, Linux only
**R_eff**: 0.85**Weakest Link**: internal test (0.85)
**Dependencies**:

[redis-caching R:0.85] └── (no dependencies)


**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)


**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)

Search Methods

By Keyword

Search file contents for matching text:

By Specific ID

Look up a specific hypothesis:

/fpf:query redis-caching-> Shows full details for redis-caching-> Displays dependency tree-> Shows R_eff breakdown

/fpf:query redis-caching-> Shows full details for redis-caching-> Displays dependency tree-> Shows R_eff breakdown

By Layer

Filter by knowledge layer:

By Decision

Search decision records:

R_eff Display

For L1+ hypotheses, read the audit section and display:

markdown

**R_eff Breakdown**:- Self Score: 1.00- Weakest Link: ev-research-redis (0.90)- Dependency Penalty: none- **Final R_eff**: 0.85

**R_eff Breakdown**:- Self Score: 1.00- Weakest Link: ev-research-redis (0.90)- Dependency Penalty: none- **Final R_eff**: 0.85

Dependency Tree Display

If hypothesis has depends_on, show the tree:

[api-gateway R:0.80]  └──(CL:3)── [auth-module R:0.85]  └──(CL:2)── [rate-limiter R:0.90]

[api-gateway R:0.80]  └──(CL:3)── [auth-module R:0.85]  └──(CL:2)── [rate-limiter R:0.90]

Legend:

R:X.XX = R_eff score
CL:N = Congruence Level (1-3)

Examples

Search by keyword:

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 caching
Results:| Hypothesis | Layer | R_eff ||------------|-------|-------|| redis-caching | L2 | 0.85 || cdn-edge-cache | L2 | 0.72 || lru-cache | invalid | N/A |

Query specific hypothesis:

User: /fpf:query redis-caching
# redis-caching (L2)
Title: Use Redis for CachingKind: systemScope: High-load systemsR_eff: 0.85Evidence: 2 files

User: /fpf:query redis-caching
# redis-caching (L2)
Title: Use Redis for CachingKind: systemScope: High-load systemsR_eff: 0.85Evidence: 2 files

Query decisions:

User: /fpf:query DRR
# Design Rationale Records
| DRR | Date | Winner | Rejected ||-----|------|--------|----------|| DRR-2025-01-15-caching | 2025-01-15 | redis-caching | cdn-edge |

User: /fpf:query DRR
# Design Rationale Records
| DRR | Date | Winner | Rejected ||-----|------|--------|----------|| DRR-2025-01-15-caching | 2025-01-15 | redis-caching | cdn-edge |

Source and attribution

Source:NeoLabHQ/context-engineering-kitinskills/queryat commit23e2428

License: No license

Content belongs to its original authors. SourceWeft indexes it from a public repository.

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Query

Query Knowledge

Action (Run-Time)

Search Locations

Output Format

Search Methods

By Keyword

By Specific ID

By Layer

By Decision

R_eff Display

Dependency Tree Display

Examples

Source and attribution

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