Crumb — Multi-Agent Game Prototyping Skill (v0.1)
Multi-agent collaboration tool for the Bagelcode new-IP team (mobile casual). One natural-language pitch and Planner Lead → Builder → qa_check effect → Verifier (CourtEval) collaborate to ship a Phaser 3.80 multi-file PWA under artifacts/game/ plus spec.md + DESIGN.md + tuning.json.
3-layer separation (wiki/synthesis/bagelcode-host-harness-decision.md):
- NL interface = Claude Code (this skill's host) — top of the multi-host 4-entry list
- NL → backend routing = this SKILL.md +
agents/*.md sandwiches + 5 procedural skills (skills/*.md)
- Orchestration control plane =
src/{transcript,reducer,validator,adapter,dispatcher,loop}/
v0.1 highlights (wiki/concepts/bagelcode-system-architecture-v0.1.md):
- Engineering Lead → builder + verifier actor split (true cross-provider boundary)
--cross-provider flag → --preset <name> (named preset, BYO)
- 38 kind → 39 kind (+
qa.result deterministic effect)
- scores → D1-D6 source-of-truth matrix (reducer-auto / qa-check-effect / verifier-llm — single origin per dim; D3/D5 split into LLM + auto components combined deterministically in code)
- Multi-host 4-entry (Claude Code / Codex CLI / Gemini CLI / headless) + ambient fallback
- MCP Provider (cross-host fan-in) + auth-manager (
crumb doctor) + persistence boost (crumb resume)
When to trigger
NL trigger recognition:
- "60초 매치-3 게임 만들어줘", "make a swipe-to-merge game", "build a 30s clicker" — casual game pitches
- Explicit command: "/crumb <pitch>", "crumb start <pitch>"
- Preset intent: "키 없이 돌려봐" →
mock, "video research" / "YouTube 영상 분석" → video-research, "cross-vendor verifier" / "Codex 빌더" → per-actor --bind flags (no named cross-3way preset since 2026-05-07; explain the binding override path)
- Mid-flight follow-up (right after the SessionStart hook surfaces an in-flight session): "지금 어디까지 갔어?", "진행 상황", "이거 끝났어?", "what's the status?" → route to
mcp__crumb__crumb_status + mcp__crumb__crumb_suggest instead of spawning a new session
Do NOT activate on:
- Code review / debugging / library questions
- Non-casual games (3D / FPS / MMO etc. — Phaser single-file fit ❌)
- Generic multi-agent system design discussion (refer to
wiki/ only)
In-flight session branching
The Claude Code SessionStart hook (.claude/hooks/session-start.cjs) scans ~/.crumb/projects/<id>/sessions/*/meta.json at startup and injects ULIDs + goals + last kinds for any session with status ∈ {running, paused} into the system context. When the user's utterance is ambiguous between a new game pitch and a follow-up:
- Context has an in-flight ULID AND the user uses "진행" / "상황" / "어디까지" / "끝났어" / "next" vocabulary → respond with
mcp__crumb__crumb_status + mcp__crumb__crumb_suggest (or guide the user to the /crumb-watch <ulid> slash command).
- The user explicitly states a new game pitch → spawn a fresh
mcp__crumb__crumb_run regardless of existing sessions (concurrent sessions are fine).
- Otherwise, ask the user once.
Additionally, the Stop hook (.claude/hooks/stop.cjs) emits one line per turn: [crumb] <ulid> · <last_kind> · agg=N verdict=X into the system context — keeps progress visibility inline without requiring the user to ask.
How to run
1. Extract pitch + preset
From the user's utterance:
- goal string — strip
/crumb prefix, Korean particles, sentence-ending markers like "만들어줘".
- preset — only use what the user explicitly named. Otherwise ambient (follow the entry host; Crumb does NOT force a default).
- Only when the user asks "어떤 preset 있어?" / "추천해줘" → run
crumb doctor and show the preset list, then defer the choice.
- When the user names a preset ("video-research", "mock") → pass it through verbatim. The
cross-3way named preset was retired 2026-05-07 — if user types it, recommend per-actor --bind flags instead (e.g. --bind builder=codex --bind verifier=gemini-cli:gemini-3.1-pro-preview).
- When user intent ("키 없이 돌려봐") and an explicit name conflict, the explicit name wins.
→ Core principle: provider × harness × model is the user's call. Crumb is a helper, never a default-setter (Anthropic 2026-03 "wrong tradeoff" lesson).
2. Start a Crumb session — mcp__crumb__crumb_run (preferred)
mcp__crumb__crumb_run({
goal: "<extracted goal>",
preset: "<name>" ,
})
→ The MCP tool spawns crumb run as a detached subprocess and immediately returns { session_id, session_dir, log_path }. The host CLI is never blocked. Report the session ULID to the user and announce the next step.
Bash fallback — for environments where the MCP server is not active (use the installed crumb bin or npx tsx):
crumb run --goal "$GOAL" ${PRESET:+--preset "$PRESET"}
npx tsx "$CLAUDE_PROJECT_DIR/src/index.ts" run --goal "$GOAL"
Prefer mcp__crumb__crumb_run whenever possible — no permission prompt, one shot.
Environment doctor — when the user asks "어떤 preset 가능?" or you suspect the environment is incomplete:
npx tsx src/index.ts doctor
Outputs 4 host entries × adapter health × installed/authenticated preset matrix. The user picks — Crumb only surfaces the runnable options.
3. Streaming the transcript
While the session runs, surface only meaningful events to the user:
tail -f sessions/<ulid>/transcript.jsonl | jq -r '
select(.kind | IN("goal","question.socratic","spec","build","qa.result","judge.score","done","error","handoff.requested")) |
"[\(.ts | split("T")[1] | split(".")[0])] \(.from)\t\(.kind)\t\(.body // (.data | tostring) | .[0:120])"
'
Skip these kinds: ack, audit, tool.call, tool.result, agent.thought_summary. Surface these: the 4 sub-steps of step.judge (grader/critic/defender/regrader) + qa.result (the v0.1 deterministic ground truth).
4. User natural-language intervention (mid-flight)
While the session runs, user intervention lands on the same transcript line regardless of which of the 5 surfaces is used — routing is source-agnostic (agents/coordinator.md Routing Rules).
Preference order (on top of Claude Code):
mcp__crumb__crumb_intervene MCP tool — direct call from NL. One permission prompt and done.
- Slash commands —
/crumb-approve <ulid>, /crumb-veto <ulid> <reason>, /crumb-redo <ulid>, /crumb-pause <ulid> [@actor], /crumb-resume <ulid> [@actor], /crumb-watch <ulid>, /crumb-cancel <ulid>. Each is a thin wrapper around the MCP tool above.
- Append directly to
inbox.txt (headless / other host).
crumb event CLI — direct JSON event input (low-level).
crumb tui slash bar (only when the user has a separate terminal open).
Surface 1 — mcp__crumb__crumb_intervene (Claude Code preferred)
mcp__crumb__crumb_intervene({
session: "<ulid>",
action: "approve" | "veto" | "pause" | "resume" | "redo" | "goto" | "append" | "note" | "reset_circuit" | "swap" | "free",
body?: "<reason or free text>",
target_actor?: "builder" | "verifier" | ...,
swap_to?: "<adapter>" ,
})
→ Internally appends one line to sessions/<ulid>/inbox.txt. The watcher (500 ms tick) parses it into a transcript event. Grammar matches src/inbox/parser.ts.
Surface 2 — inbox.txt (other hosts / fallback)
SESSION_ID="<active ulid>"
echo "@builder use red/green palette only" >> sessions/$SESSION_ID/inbox.txt
The 500 ms watcher parses each line and appends it to the transcript. This skill should map natural-language user input like "빌더한테 빨강/초록만 쓰라고 해" into the slash-bar grammar above and append to the inbox.
Surface 3 — TUI slash bar (only when the user has crumb tui open)
/approve /veto <id> /pause [@<a>] [reason]
/resume [@<a>] /goto <a> [body] /swap <from>=<adapter>
/reset-circuit <a|all> /append [@<a>] <text>
/note <text> /redo [body] /q /quit
@<a> <body> (free text mention)
The TUI and inbox.txt share one grammar (src/inbox/parser.ts). Bidirectional muscle-memory compatible.
Surface 4 — JSON event directly (low-level)
SESSION_ID="<active ulid>"
echo '{"from":"user","kind":"user.intervene","body":"<original text>","data":{"target_actor":"builder","sandwich_append":"phaser 3.80 only"}}' \
| CRUMB_TRANSCRIPT_PATH="sessions/$SESSION_ID/transcript.jsonl" \
CRUMB_SESSION_ID="$SESSION_ID" \
CRUMB_SESSION_DIR="sessions/$SESSION_ID" \
crumb event
data field semantics (shared by all 5 user.* events)
data.<key> | Effect (reducer handling) |
|---|
target_actor: <actor> | Fact tagged @<actor> — surfaced in the next <actor> spawn's sandwich (no routing change). |
goto: <actor> | next_speaker = <actor> forced + immediate spawn (LangGraph Command(goto)). |
swap: { from: <a>, to: <adapter> } | progress_ledger.adapter_override[a] = <adapter> (Paperclip BYO swap). |
reset_circuit: <a> | true | Clears circuit_breaker[<a>] (or all when true). |
sandwich_append: <text> | Adds a fact with category='sandwich_append' — the dispatcher concatenates it onto every subsequent matching spawn's system prompt (v0.2.0 G4). |
actor: <actor> (only on user.pause / user.resume) | Pause/resume that single actor instead of the whole session. |
Frontier mapping: LangGraph Command(goto/update={...}) 53/60 + Paperclip BYO swap 38/60 + Codex APPEND_SYSTEM.md 38/60. Background: wiki/synthesis/bagelcode-user-intervention-frontier-2026-05-02.md.
The reducer applies it and updates progress.next_speaker (typically falls back to planner-lead and emits spec.update; if data.goto is set, jumps directly to the named actor).
5. Surface the result
When kind=done arrives:
✅ session complete — sessions/<ulid>/
▸ artifacts/game/ (multi-file PWA — open game/index.html)
▸ artifacts/spec.md (acceptance criteria + rule book)
▸ artifacts/DESIGN.md (color / mechanics / motion)
▸ artifacts/tuning.json (balance numbers)
▸ transcript.jsonl (replay-deterministic, 40 kind × 11 field × 8 from)
▸ judge.score (D1-D6) (source-of-truth matrix: reducer-auto / qa-check-effect / verifier-llm)
If the user says "열어줘" / "play":
open sessions/<ulid>/artifacts/game/index.html
6. Resume after an interrupt (v0.1 persistence boost)
If the session is Ctrl-C'd or crashes mid-run:
npx tsx src/index.ts resume <session-id>
Reads the adapter-native session id (Claude Code --resume / Codex --thread) from metadata and restores host-harness state, preserving cache_carry_over.
Preset options (user choice, Crumb only recommends)
provider × harness × model is the user's call. Crumb only surfaces what crumb doctor says is runnable; it does not force a default.
| Preset | Composition | Install / auth required | Use case |
|---|
| (no preset) ambient ★ | Every actor follows the entry host (Claude Code → Opus 4.7) — Crumb does NOT decide bindings | One auth on the entry host | Recommended default — strongest model your env offers across every actor. |
video-research | researcher=gemini-sdk (Gemini 3.1 Pro video Part) / rest=ambient | claude + GEMINI_API_KEY | Use case — video evidence path: gameplay clip → mechanic extraction. |
mock | All actors = mock adapter, deterministic | 0 | Use case — CI / evaluator env: works without keys, replay-deterministic |
→ Detailed preset format: .crumb/presets/*.toml. The user picks. Crumb does not guess or force.