query · neolabhq — Claude Code skill: search the FPF knowledge base
Searches hypotheses and decisions under .fpf/ and shows each one with its layer, dependencies and R_eff score.
npx skills add NeoLabHQ/context-engineering-kit --skill query -a claude-codeWhat query does
The skill walks .fpf/knowledge/ and .fpf/decisions/, matches your query and prints a table: hypothesis name, layer (L0, L1, L2 or invalid), kind and R_eff. For anything at L1 or above it reads the audit section and breaks down how the score was reached, weakest link included.
When a hypothesis has dependencies, you get a tree with R scores and congruence levels. You can search by keyword, by a specific ID, by layer, or across decision records. Evidence files are listed alongside.
It only works where a .fpf/ structure already exists and holds content. Point it at an empty directory and the table comes back empty, so check that the knowledge base is populated first.
What it helps with
- find a hypothesis by keyword in the knowledge base
- see how an R_eff score was assembled
- trace the dependency tree of a hypothesis
- filter records by layer L0, L1 or L2
- list decision records and what they rejected
Example prompts for the agent
- /fpf:query caching
- /fpf:query redis-caching
- /fpf:query L2
How to install query
1Skills CLI (Vercel)
npx skills add NeoLabHQ/context-engineering-kit --skill query -a claude-code2Manually: put the files in place
~/.claude/skills/query/SKILL.mdCopy the whole skill folder; for one project use .claude/skills/query/
1Skills CLI (Vercel)
npx skills add NeoLabHQ/context-engineering-kit --skill query -a codex2Manually: put the files in place
.agents/skills/query/SKILL.mdFor all projects use ~/.agents/skills/
1Skills CLI (Vercel)
npx skills add NeoLabHQ/context-engineering-kit --skill query -a cursor2Manually: put the files in place
.cursor/skills/query/SKILL.mdCursor also reads .agents/skills/ and .claude/skills/
1GitHub CLI
gh skill install NeoLabHQ/context-engineering-kit query2Manually: put the files in place
.github/skills/query/SKILL.md1Skills CLI (Vercel)
npx skills add NeoLabHQ/context-engineering-kit --skill query -a gemini-cli2Platform CLI
gemini skills install https://github.com/NeoLabHQ/context-engineering-kit --path skills/queryManually: put the files in place
.devin/skills/query/SKILL.mdThe legacy .windsurf/skills/ path still works
Skills CLI (Vercel)
npx skills add NeoLabHQ/context-engineering-kit --skill query -a opencodeClaude.ai
Zip the folder and upload it in Settings → Capabilities → Skills
Step by step, with commands for each platform: How to install skills in Claude Code: five ways
Questions about query
How do I install query in Claude?
Run npx skills add NeoLabHQ/context-engineering-kit --skill query -a claude-code. The skill file then lands at ~/.claude/skills/query/SKILL.md.
What does the query skill do?
It searches hypotheses and decision records in .fpf/knowledge/ and .fpf/decisions/, then presents them in a table with layer, kind and R_eff.
What does the search need to find anything?
A populated .fpf/ structure with hypothesis, decision and evidence files. Without it the skill returns an empty list.
Similar skills
All skills for Agent setup: memory, context, orchestration →query by other authors comes first.
