query

Name: query
Author: NeoLabHQ

821installs132forks

How to install query?

neolabhq/context-engineering-kit/query

$npx -y skills add NeoLabHQ/context-engineering-kit --skill query

Installs into the current project.

Summary

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

Files · 1

View on GitHub

SKILL.md

1	# Query Knowledge
2
3	Search the FPF knowledge base and display hypothesis details with assurance information.
4
5	## Action (Run-Time)
6
7	1. Search `.fpf/knowledge/` and `.fpf/decisions/` by user query.
8	2. For each found hypothesis, display:
9	- Basic info: title, layer (L0/L1/L2), kind, scope
10	- If layer >= L1: read audit section for R_eff
11	- If has dependencies: show dependency graph
12	- Evidence summary if exists
13	3. Present results in table format.
14
15	## Search Locations
16
17	\| Location \| Contents \|
18	\|----------\|----------\|
19	\| `.fpf/knowledge/L0/` \| Proposed hypotheses \|
20	\| `.fpf/knowledge/L1/` \| Verified hypotheses \|
21	\| `.fpf/knowledge/L2/` \| Validated hypotheses \|
22	\| `.fpf/knowledge/invalid/` \| Rejected hypotheses \|
23	\| `.fpf/decisions/` \| Design Rationale Records \|
24	\| `.fpf/evidence/` \| Evidence and audit files \|
25
26	## Output Format
27
28	```markdown
29	## Search Results for "<query>"
30
31	### Hypotheses Found
32
33	\| Hypothesis \| Layer \| Kind \| R_eff \|
34	\|------------\|-------\|------\|-------\|
35	\| redis-caching \| L2 \| system \| 0.85 \|
36	\| cdn-edge \| L2 \| system \| 0.72 \|
37
38	### redis-caching (L2)
39
40	Title: Use Redis for Caching
41	Kind: system
42	Scope: High-load systems, Linux only
43
44	R_eff: 0.85
45	Weakest Link: internal test (0.85)
46
47	Dependencies:
48	```
49	[redis-caching R:0.85]
50	└── (no dependencies)
51	```
52
53	Evidence:
54	- ev-benchmark-redis-caching-2025-01-15 (internal, PASS)
55
56	### cdn-edge (L2)
57
58	Title: Use CDN Edge Cache
59	Kind: system
60	Scope: Static content delivery
61
62	R_eff: 0.72
63	Weakest Link: external docs (CL1 penalty)
64
65	Evidence:
66	- ev-research-cdn-2025-01-10 (external, PASS)
67	```
68
69	## Search Methods
70
71	### By Keyword
72
73	Search file contents for matching text:
74
75	```
76	/fpf:query caching
77	-> Finds all hypotheses with "caching" in title or content
78	```
79
80	### By Specific ID
81
82	Look up a specific hypothesis:
83
84	```
85	/fpf:query redis-caching
86	-> Shows full details for redis-caching
87	-> Displays dependency tree
88	-> Shows R_eff breakdown
89	```
90
91	### By Layer
92
93	Filter by knowledge layer:
94
95	```
96	/fpf:query L2
97	-> Lists all L2 hypotheses with R_eff scores
98	```
99
100	### By Decision
101
102	Search decision records:
103
104	```
105	/fpf:query DRR
106	-> Lists all Design Rationale Records
107	-> Shows what each DRR selected/rejected
108	```
109
110	## R_eff Display
111
112	For L1+ hypotheses, read the audit section and display:
113
114	```markdown
115	R_eff Breakdown:
116	- Self Score: 1.00
117	- Weakest Link: ev-research-redis (0.90)
118	- Dependency Penalty: none
119	- Final R_eff: 0.85
120	```
121
122	## Dependency Tree Display
123
124	If hypothesis has `depends_on`, show the tree:
125
126	```
127	[api-gateway R:0.80]
128	└──(CL:3)── [auth-module R:0.85]
129	└──(CL:2)── [rate-limiter R:0.90]
130	```
131
132	Legend:
133	- `R:X.XX` = R_eff score
134	- `CL:N` = Congruence Level (1-3)
135
136	## Examples
137
138	Search by keyword:
139	```
140	User: /fpf:query caching
141
142	Results:
143	\| Hypothesis \| Layer \| R_eff \|
144	\|------------\|-------\|-------\|
145	\| redis-caching \| L2 \| 0.85 \|
146	\| cdn-edge-cache \| L2 \| 0.72 \|
147	\| lru-cache \| invalid \| N/A \|
148	```
149
150	Query specific hypothesis:
151	```
152	User: /fpf:query redis-caching
153
154	# redis-caching (L2)
155
156	Title: Use Redis for Caching
157	Kind: system
158	Scope: High-load systems
159	R_eff: 0.85
160	Evidence: 2 files
161	```
162
163	Query decisions:
164	```
165	User: /fpf:query DRR
166
167	# Design Rationale Records
168
169	\| DRR \| Date \| Winner \| Rejected \|
170	\|-----\|------\|--------\|----------\|
171	\| DRR-2025-01-15-caching \| 2025-01-15 \| redis-caching \| cdn-edge \|
172	```

People who liked this also viewed

6 picks

Type

lark-drive飞书云空间（云盘/云存储）：管理 Drive 文件和文件夹，包含上传/下载、创建文件夹、复制/移动/删除、查看元数据、评论/权限/订阅、标题、版本、飞书文档密级标签（secure labels）和本地文件导入。用户需要整理云盘目录、处理云空间资源 URL/token、判断链接类型/真实 token/标题，或导入 Word/Markdown/Excel/CSV/PPTX/.base 为 docx/sSkillsJul 2026382k16k
lark-sharedUse for lark-cli setup/auth tasks: auth login/status/logout, user vs bot identity, business-domain permissions (--domain, including all/docs/drive), missing scopes, revoking authorization, or handlingSkillsJul 2026382k16k
lark-whiteboard飞书画板：查询和编辑飞书云文档中的画板。支持导出画板为预览图片、导出原始节点结构、使用多种格式更新画板内容。当用户需要查看画板内容、导出画板图片、编辑画板时使用此 skill。不负责：飞书云文档内容编辑（lark-doc）、文档内嵌电子表格/Base（lark-sheets / lark-base）。SkillsJul 2026380k16k
lark-task飞书任务：管理任务、清单和任务智能体。创建待办任务、查看和更新任务状态、拆分子任务、组织任务清单、分配协作成员、上传任务附件、注册或注销任务智能体、更新任务智能体的主页数据、写入智能体任务记录。当用户需要创建待办事项、查看任务列表、跟踪任务进度、管理项目清单或给他人分配任务、为任务上传附件文件、注册注销任务智能体、更新智能体主页数据、写入任务记录时使用。SkillsJul 2026380k16k
lark-attendance飞书考勤打卡：查询自己的考勤打卡记录SkillsJul 2026330k16k
lark-apps妙搭（Spark/Miaoda）应用开发与托管：应用创建、本地全栈开发、云端生成迭代、创意设计（UI mockup / 可交互原型 / 线框图 / 落地页 / 仪表盘 / 幻灯片 deck / 视觉探索）、AI相关能力和飞书平台能力或者其他外部能力集成、日志/Trace/监控指标/PV/UV 查询、环境变量管理、应用角色与成员管理、自动化触发器（定时/记录变更/Webhook/飞书审批）。当用户要SkillsJul 2026227k16k

query

821installs132forks

View on GitHub

How to install query?

neolabhq/context-engineering-kit/query

$npx -y skills add NeoLabHQ/context-engineering-kit --skill query

Installs into the current project.

Summary

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

Files · 1

View on GitHub

SKILL.md

1	# Query Knowledge
2
3	Search the FPF knowledge base and display hypothesis details with assurance information.
4
5	## Action (Run-Time)
6
7	1. Search `.fpf/knowledge/` and `.fpf/decisions/` by user query.
8	2. For each found hypothesis, display:
9	- Basic info: title, layer (L0/L1/L2), kind, scope
10	- If layer >= L1: read audit section for R_eff
11	- If has dependencies: show dependency graph
12	- Evidence summary if exists
13	3. Present results in table format.
14
15	## Search Locations
16
17	\| Location \| Contents \|
18	\|----------\|----------\|
19	\| `.fpf/knowledge/L0/` \| Proposed hypotheses \|
20	\| `.fpf/knowledge/L1/` \| Verified hypotheses \|
21	\| `.fpf/knowledge/L2/` \| Validated hypotheses \|
22	\| `.fpf/knowledge/invalid/` \| Rejected hypotheses \|
23	\| `.fpf/decisions/` \| Design Rationale Records \|
24	\| `.fpf/evidence/` \| Evidence and audit files \|
25
26	## Output Format
27
28	```markdown
29	## Search Results for "<query>"
30
31	### Hypotheses Found
32
33	\| Hypothesis \| Layer \| Kind \| R_eff \|
34	\|------------\|-------\|------\|-------\|
35	\| redis-caching \| L2 \| system \| 0.85 \|
36	\| cdn-edge \| L2 \| system \| 0.72 \|
37
38	### redis-caching (L2)
39
40	Title: Use Redis for Caching
41	Kind: system
42	Scope: High-load systems, Linux only
43
44	R_eff: 0.85
45	Weakest Link: internal test (0.85)
46
47	Dependencies:
48	```
49	[redis-caching R:0.85]
50	└── (no dependencies)
51	```
52
53	Evidence:
54	- ev-benchmark-redis-caching-2025-01-15 (internal, PASS)
55
56	### cdn-edge (L2)
57
58	Title: Use CDN Edge Cache
59	Kind: system
60	Scope: Static content delivery
61
62	R_eff: 0.72
63	Weakest Link: external docs (CL1 penalty)
64
65	Evidence:
66	- ev-research-cdn-2025-01-10 (external, PASS)
67	```
68
69	## Search Methods
70
71	### By Keyword
72
73	Search file contents for matching text:
74
75	```
76	/fpf:query caching
77	-> Finds all hypotheses with "caching" in title or content
78	```
79
80	### By Specific ID
81
82	Look up a specific hypothesis:
83
84	```
85	/fpf:query redis-caching
86	-> Shows full details for redis-caching
87	-> Displays dependency tree
88	-> Shows R_eff breakdown
89	```
90
91	### By Layer
92
93	Filter by knowledge layer:
94
95	```
96	/fpf:query L2
97	-> Lists all L2 hypotheses with R_eff scores
98	```
99
100	### By Decision
101
102	Search decision records:
103
104	```
105	/fpf:query DRR
106	-> Lists all Design Rationale Records
107	-> Shows what each DRR selected/rejected
108	```
109
110	## R_eff Display
111
112	For L1+ hypotheses, read the audit section and display:
113
114	```markdown
115	R_eff Breakdown:
116	- Self Score: 1.00
117	- Weakest Link: ev-research-redis (0.90)
118	- Dependency Penalty: none
119	- Final R_eff: 0.85
120	```
121
122	## Dependency Tree Display
123
124	If hypothesis has `depends_on`, show the tree:
125
126	```
127	[api-gateway R:0.80]
128	└──(CL:3)── [auth-module R:0.85]
129	└──(CL:2)── [rate-limiter R:0.90]
130	```
131
132	Legend:
133	- `R:X.XX` = R_eff score
134	- `CL:N` = Congruence Level (1-3)
135
136	## Examples
137
138	Search by keyword:
139	```
140	User: /fpf:query caching
141
142	Results:
143	\| Hypothesis \| Layer \| R_eff \|
144	\|------------\|-------\|-------\|
145	\| redis-caching \| L2 \| 0.85 \|
146	\| cdn-edge-cache \| L2 \| 0.72 \|
147	\| lru-cache \| invalid \| N/A \|
148	```
149
150	Query specific hypothesis:
151	```
152	User: /fpf:query redis-caching
153
154	# redis-caching (L2)
155
156	Title: Use Redis for Caching
157	Kind: system
158	Scope: High-load systems
159	R_eff: 0.85
160	Evidence: 2 files
161	```
162
163	Query decisions:
164	```
165	User: /fpf:query DRR
166
167	# Design Rationale Records
168
169	\| DRR \| Date \| Winner \| Rejected \|
170	\|-----\|------\|--------\|----------\|
171	\| DRR-2025-01-15-caching \| 2025-01-15 \| redis-caching \| cdn-edge \|
172	```

People who liked this also viewed

6 picks

Type