fb-41 multi-hop RAG 의 **PR-5** (PR-4 머지 직후). PR-4 의 CLI `--multi-hop`
flag 와 sister surface — agent (Claude Code 등 MCP host) 가 `mcp__kebab__ask`
호출 시 `multi_hop: true` 옵션 사용 가능.
설계: docs/superpowers/specs/2026-05-25-p9-fb-41-multi-hop-rag-design.md
계획: docs/superpowers/plans/2026-05-25-p9-fb-41-multi-hop-rag.md (PR-5 단락)
## MCP surface
- `crates/kebab-mcp/src/tools/ask.rs`:
- `AskInput.multi_hop: Option<bool>` 추가. JsonSchema derive 가 tools/list
에 자동 반영 — agent capability discovery 가 새 필드 인식.
- `handle()` 가 `AskOpts.multi_hop = input.multi_hop.unwrap_or(false)` —
기존 caller (필드 누락 / null) 는 single-pass 그대로.
- `crates/kebab-mcp/src/lib.rs` (tools/list):
- `ask` tool description 에 multi-hop 한 줄 (decompose → retrieve →
synthesize, 2-5× LLM cost, per-hop trace on Answer.hops).
## SKILL.md 안내
- `integrations/claude-code/kebab/SKILL.md` 의 `mcp__kebab__ask` 절:
- Input shape JSON 예제에 `multi_hop: false` 추가.
- Returns 절에 `hops` (multi-hop only) 추가.
- 신규 bullet (p9-fb-41) — opt-in 조건 / 비용 trade-off / 사용 케이스
(compound questions / prereq chains / cross-doc reasoning) /
`Answer.hops` 의 per-hop trace shape / `multi_hop_decompose_failed`
refusal 처리.
## Tests (`tests/tools_call_ask_multi_hop.rs` 신규, 2 Ollama-free pins)
- `ask_tool_routes_multi_hop_true_to_decompose_first`: dispatch
divergence 핀. invalid LLM endpoint (`http://127.0.0.1:1`,
request_timeout_secs=2) 로 force unreachable. multi_hop=true 는
decompose 먼저 호출 → `error.v1` (code=model_unreachable) /
isError=true. multi_hop=false (single-pass) 는 empty KB 에서 retrieve
먼저 → no LLM call → `answer.v1` grounded=false / isError=false. 두
shape 의 분기가 dispatch 가 실제로 다른 path 로 라우팅됨의 증거.
- `ask_input_schema_advertises_multi_hop_field`: AskInput 의 JsonSchema
가 `multi_hop` property 노출 — MCP host capability discovery
(tools/list 의 input schema) 회귀 핀.
기존 `tools_call_ask.rs` 의 AskInput literal 도 `multi_hop: None`
추가 (struct field 추가에 따른 minimal cascade).
## 변경 없음
- `prompt_template_version` (`rag-multi-hop-v1`) — 그대로.
- TUI surface — PR-6 의 책임.
- error.v1 매핑 — PR-4 의 enum reservation 그대로 (no error_wire
promotion).
## 검증
- `cargo test -p kebab-mcp -j 1` — 신규 tools_call_ask_multi_hop 2 +
기존 ask / search / bulk_search / fetch / ingest / schema / doctor /
tools_list / initialize 등 모두 통과 (회귀 없음).
- `cargo clippy -p kebab-mcp --all-targets -j 1 -- -D warnings` clean.
- 단일 crate 직렬 build (16 GB RAM 제약).
## 다음 PR
- PR-6: TUI Ask 패널 multi-hop toggle (F2 / Ctrl-T) + hop trace render +
cheatsheet 갱신.
- v0.18.0 cut (PR-6 머지 후).
Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>
Claude Code integration
Skill packages that let Claude Code call kebab automatically when a question would benefit from the user's local KB.
Available skills
| Skill | Trigger | What it does |
|---|---|---|
kebab |
Internal / org-specific questions, runbooks, indexed-doc lookups | Calls kebab search --json / kebab ask --json and folds the results into the answer with citations |
Install
User-level (every Claude Code session on this machine):
# from a kebab repo checkout
cp -r integrations/claude-code/kebab ~/.claude/skills/
# verify
ls ~/.claude/skills/kebab/SKILL.md
Or symlink so git pull in the repo updates the skill in place:
mkdir -p ~/.claude/skills
ln -s "$(pwd)/integrations/claude-code/kebab" ~/.claude/skills/kebab
Project-level (only loads when Claude Code runs in a specific project):
mkdir -p <project>/.claude/skills
cp -r integrations/claude-code/kebab <project>/.claude/skills/
After install, start a fresh Claude Code session — the skill self-registers from its frontmatter description and is invoked automatically when a matching question shows up. No config edit needed.
Customization
The shipped SKILL.md is generic on purpose — it triggers on any "internal / org-specific" cue. To make Claude Code more eager (or less) for your corpus, edit the frontmatter description of your local copy and add the team / system / acronym keywords that should trigger the skill (e.g. MLOps, DMQ, AiSuite). Don't PR those keywords back into this repo — they're per-user.
A symlink install + a ~/.claude/skills/kebab/SKILL.md.local patch script is one pattern; another is to keep a fork branch with personalized frontmatter and rebase on main.
Update policy
The skill consumes kebab's wire schema v1 (schema_version fields like search_hit.v1, answer.v1). When the wire schema major-bumps to v2, this skill is updated in the same PR — see the project root CLAUDE.md §Wire schema v1.
Other hosts
kebab exposes the same --json contract to any agent host. To add a new integration:
- Drop a directory under
integrations/<host>/mirroring the structure here. - Reference
docs/wire-schema/v1/for the JSON shapes. - Link from this
README.mdtable.
A native MCP server (kebab serve --mcp) and an HTTP wrapper are listed in the root README §외부 AI 통합 as future options.