用 Codex 或 Claude 帮你安装 复制这段 Prompt,粘贴到 Codex、Claude 或其他助手里,让它检查 Skill 页面并帮你完成安装。
直接命令不会经过审查 Prompt;运行前请先检查来源。
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[Architecture] Use when designing solution architecture across backend, frontend, deployment, monitoring, testing, and code quality.
[Utilities] Use when you need to answer technical and architectural questions.
[Content] Use when you need to brainstorm as a PO/BA — structured ideation for problem-solving, new product creation, or feature enhancement.
正在显示 SKILL.md
基于 SOC 职业分类
| name | scout |
| version | 1.1.0 |
| description | [Investigation] Use when quickly locating relevant files and affected areas across a large codebase. |
| execution-mode | subagent |
| context-budget | medium |
[BLOCKING] Execute skill steps in declared order. NEVER skip, reorder, or merge steps without explicit user approval. [BLOCKING] Before each step or sub-skill call, update task tracking: set
in_progresswhen step starts, setcompletedwhen step ends. [BLOCKING] Every completed/skipped step MUST include brief evidence or explicit skip reason. [BLOCKING] If Task tools are unavailable, create and maintain an equivalent step-by-step plan tracker with the same status transitions.
Goal: Deliver a complete, prioritized map of every file relevant to the task via fast, parallel codebase discovery — grep + graph combined — so downstream work starts with full coverage and zero blind spots.
Summary:
.code-graph/graph.db exists and is the step that finds what grep can't.investigate's job.Workflow:
Key Rules:
.code-graph/graph.db exists--ext / --engine=external switches the search engine to the scout-external agent (gemini/opencode CLIs); default is internal subagentsBefore spawning agents, classify request:
| Scope | Detection | Agent Strategy |
|---|---|---|
| Backend-only | server-side class names, domain entities, API handlers | Agents 1+2, skip Agent 3 |
| Frontend-only | component names, client-side source, UI features | Agent 3 only |
| Full-stack | Feature name spanning both layers | All 3 agents |
| Unknown | Ambiguous prompt | Default all 3 agents |
Think: Prompt mention specific layer? Entity exist in backend, frontend, or both? Adjust agent count — avoid spawning unnecessary agents.
NOT for: Deep code analysis (use investigate), debugging (use debug-investigate), implementation (use workflow-feature).
Extract from USER_PROMPT:
Spawn SCALE number of scout subagents in parallel via Agent tool (subagent_type: "scout").
WHY scout not Explore: Custom scout agents read .claude/agents/scout.md — includes graph CLI knowledge + Bash access. Built-in Explore agents have NO graph awareness.
--ext / --engine=external)Detect the engine flag in args (default: internal):
subagent_type: "scout" — the parallel grep/glob/graph search described below.--ext or --engine=external): spawn subagent_type: "scout-external" instead. That agent (.claude/agents/scout-external.md) owns the gemini/opencode CLI dispatch, the Explore fallback, and the install prompt when those CLIs are absent.Flag only switches which subagent runs. Orchestration identical for both engines: Phase 0 classify, Step 3 graph-expand (run by you, main agent), low-result check, synthesize. Output contract (numbered, prioritized file list) same.
{module-source-root}/ domain folder + command folder + query folder (per the project's structure reference){module-source-root}/ event-handler folder + controllers + background-jobs folder (per the project's structure reference){frontend-apps-dir}/, {frontend-libs-dir}/{domain-lib}/, {frontend-libs-dir}/{common-lib}/Per agent: 3-minute timeout. Return file paths only — no content analysis. Use Glob (patterns), Grep (content), Bash (graph CLI).
YOU (main agent) MUST ATTENTION run graph commands YOURSELF after sub-agents return. NOT optional — without graph, results are incomplete. Sub-agents cannot use graph — only main agent can.
# Check graph exists
ls .code-graph/graph.db 2>/dev/null && echo "GRAPH_AVAILABLE" || echo "NO_GRAPH"
If GRAPH_AVAILABLE, pick 2-3 key files from sub-agent results (entities, commands, bus messages):
# Full dependency network of key file
python .claude/scripts/code_graph connections <key_file> --json
# All callers of key command/handler
python .claude/scripts/code_graph query callers_of <FunctionName> --json
# All importers of bus message class
python .claude/scripts/code_graph query importers_of <file_path> --json
# Batch query multiple files (most efficient)
python .claude/scripts/code_graph batch-query <file1> <file2> <file3> --json
# If graph returns "ambiguous" — disambiguate first
python .claude/scripts/code_graph search <keyword> --kind Function --json
# Trace shortest path between two nodes
python .claude/scripts/code_graph find-path <source_qn> <target_qn> --json
# Filter by service, limit results
python .claude/scripts/code_graph query callers_of <name> --limit 5 --filter "ServiceName" --json
Grep-First Discovery (semantic queries): When prompt describes behavior/flow (not specific file), grep key terms FIRST to discover entry files, then use those as graph input:
connections, batch-query, or tracetrace --direction both on middle files (controllers, commands) for full upstream + downstreamGraph results get HIGHER priority than grep — structural relationships > text matches. After graph expansion, grep again to verify content in discovered files.
Post-Grep Trace Trigger: whenever a grep/glob surfaces an important entry-point file — an entity, command, query, event/command handler, controller, bus message/consumer, component, store, or api-service — immediately run a graph trace on it before concluding. The trace reveals callers, consumers, bus messages, event chains, and tests that grep CANNOT find: python .claude/scripts/code_graph trace <key-entry-file> --direction both --json. Pattern: grep finds files → graph trace reveals full system flow → grep verifies specific details.
If total files found <5 after Steps 2-3:
python .claude/scripts/code_graph search <keyword> --json to find nodes by nameCombine grep + graph into numbered, prioritized file list (see Results Format).
Substitute folder names + file globs from the project's structure reference /
docs/project-config.json.{backend-source-glob}/{frontend-source-glob}are the per-stack source extensions.
# HIGH PRIORITY - Core Logic
**/{entity-folder}/**/*{keyword}*.{backend-source-glob}
**/{command-folder}/**/*{keyword}*.{backend-source-glob}
**/{query-folder}/**/*{keyword}*.{backend-source-glob}
**/{event-handler-folder}/**/*{keyword}*.{backend-source-glob}
**/*{keyword}*{component-suffix}.{frontend-source-glob}
**/*{keyword}*{store-suffix}.{frontend-source-glob}
# MEDIUM PRIORITY - Infrastructure
**/{controllers-folder}/**/*{keyword}*.{backend-source-glob}
**/{background-jobs-folder}/**/*{keyword}*.{backend-source-glob}
**/*Consumer*{keyword}*.{backend-source-glob}
**/*{keyword}*{api-service-suffix}.{frontend-source-glob}
# LOW PRIORITY - Supporting
**/*{keyword}*Helper*.{backend-source-glob}
**/*{keyword}*Service*.{backend-source-glob}
**/*{keyword}*{markup-glob}
## Scout Results: {USER_PROMPT}
### High Priority - Core Logic
1. `{module-source-root}/{entity-folder}/{Entity}` — domain entity
2. `{module-source-root}/{command-folder}/{Feature}/Save{Entity}Command` — mutating command
...
### Medium Priority - Infrastructure
10. `{module-source-root}/{controllers-folder}/{Entity}Controller` — endpoint
11. `{module-source-root}/{event-handler-folder}/{Feature}/SendNotificationOn{Entity}CreatedEventHandler` — event handler
...
### Low Priority - Supporting
20. `{module-source-root}/{helpers-folder}/{Entity}Helper` — supporting helper
...
### Frontend Files
30. `{frontend-libs-dir}/{domain-lib}/{configured-feature-path}/{feature}-list.component`
...
**Total Files Found:** {count}
**Search Completed In:** {time}
### Suggested Starting Points
1. `{most relevant file}` - {reason}
2. `{second most relevant}` - {reason}
### End-to-Start Trace Candidates
| Role | Candidate files | Why relevant | Evidence |
| ------------------------------ | --------------- | ------------------------------------------------------ | -------------------------------- |
| Observed final output / reader | `{files}` | `{reader, renderer, assertion, query, aggregate, log}` | `{file:line or search evidence}` |
| Storage / projection / cache | `{files}` | `{state consumed by reader}` | `{file:line or search evidence}` |
| Writer / updater | `{files}` | `{writes final state}` | `{file:line or search evidence}` |
| Consumer / handler / job | `{files}` | `{transforms or schedules writes}` | `{file:line or search evidence}` |
| Producer / origin trigger | `{files}` | `{upstream source of input}` | `{file:line or search evidence}` |
**Feeder-path scan:** list every producer/caller/event/job candidate that may write the same final state. Mark unknown paths explicitly instead of hiding them.
### Unresolved Questions
- {any questions that need clarification}
| Standard | Expectation |
|---|---|
| Speed | Complete in 3-5 minutes |
| Accuracy | Return only relevant files |
| Coverage | Search all likely directories |
| Efficiency | Minimize tool calls |
| Structure | Always use numbered, prioritized lists |
MANDATORY MUST ATTENTION — NO EXCEPTIONS: If NOT already in workflow, MUST ATTENTION use
AskUserQuestionto ask user:
- Activate
investigationworkflow (Recommended) — scout → investigate- Execute
/scoutdirectly — run this skill standalone
MANDATORY MUST ATTENTION — NO EXCEPTIONS after completing, MUST ATTENTION use AskUserQuestion to present:
[IMPORTANT] Use
TaskCreateto break ALL work into small tasks BEFORE starting — including tasks for each file read. This prevents context loss from long files. For simple tasks, AI MUST ATTENTION ask user whether to skip.
docs/project-reference/domain-entities-reference.md — Domain entity catalog, relationships, cross-service sync (read when task involves business entities/models)External Memory: Complex/lengthy work → write findings incrementally to
plans/reports/. Prevents context loss.
Evidence Gate: MANDATORY MUST ATTENTION — every claim, finding, recommendation requires
file:lineproof with confidence % (>80% act, <80% verify first).
Graph-Assisted Investigation — MANDATORY when
.code-graph/graph.dbexists.HARD-GATE: MUST ATTENTION run at least ONE graph command on key files before concluding any investigation.
Pattern: Grep finds files →
trace --direction bothreveals full system flow → Grep verifies details
Task Minimum Graph Action Investigation/Scout trace --direction bothon 2-3 entry filesFix/Debug callers_ofon buggy function +tests_forFeature/Enhancement connectionson files to be modifiedCode Review tests_foron changed functionsBlast Radius trace --direction downstreamCLI:
python .claude/scripts/code_graph {command} --json. Use--node-mode filefirst (10-30x less noise), then--node-mode functionfor detail.
Incremental Result Persistence — MANDATORY for all sub-agents or heavy inline steps processing >3 files.
- Before starting: Create report file
plans/reports/{skill}-{date}-{slug}.md- After each file/section reviewed: Append findings to report immediately — never hold in memory
- Return to main agent: Summary only (per SYNC:subagent-return-contract) with
Full report:path- Main agent: Reads report file only when resolving specific blockers
Why: Context cutoff mid-execution loses ALL in-memory findings. Each disk write survives compaction. Partial results are better than no results.
Report naming:
plans/reports/{skill-name}-{YYMMDD}-{HHmm}-{slug}.md
Sub-Agent Return Contract — When this skill spawns a sub-agent, the sub-agent MUST return ONLY this structure. Main agent reads only this summary — NEVER requests full sub-agent output inline.
## Sub-Agent Result: [skill-name] Status: ✅ PASS | ⚠️ PARTIAL | ❌ FAIL Confidence: [0-100]% ### Findings (Critical/High only — max 10 bullets) - [severity] [file:line] [finding] ### Actions Taken - [file changed] [what changed] ### Blockers (if any) - [blocker description] Full report: plans/reports/[skill-name]-[date]-[slug].mdMain agent reads
Full reportfile ONLY when: (a) resolving a specific blocker, or (b) building a fix plan. Sub-agent writes full report incrementally (per SYNC:incremental-persistence) — not held in memory.Context budget — the return payload is a SUMMARY, not a transcript: ≤10 finding bullets, no raw file contents / full diffs / verbatim logs inline, no re-pasted source. Everything beyond the summary lives in the
Full reporton disk. A sub-agent that would exceed the summary shape MUST write the detail to its report and return only the pointer — the orchestrator's context is the scarce resource the whole map-reduce protects.
Nested Task Expansion Contract — For workflow-step invocation, the
[Workflow] ...row is only a parent container; the child skill still creates visible phase tasks.
- Call
TaskListfirst. If a matching active parent workflow row exists, setnested=trueand recordparentTaskId; otherwise run standalone.- Create one task per declared phase before phase work. When nested, prefix subjects
[N.M] $skill-name — phase.- When nested, link the parent with
TaskUpdate(parentTaskId, addBlockedBy: [childIds]).- Orchestrators must pre-expand a child skill's phase list and link the workflow row before invoking that child skill or sub-agent.
- Mark exactly one child
in_progressbefore work andcompletedimmediately after evidence is written.- Complete the parent only after all child tasks are completed or explicitly cancelled with reason.
Blocked until:
TaskListdone, child phases created, parent linked when nested, first child markedin_progress.
Project Reference Docs Gate — Run after task-tracking bootstrap and before target/source file reads, grep, edits, or analysis. Project docs override generic framework assumptions.
- Identify scope: file types, domain area, and operation.
- Required docs by trigger: always
docs/project-reference/lessons.md; doc lookupdocs-index-reference.md; reviewcode-review-rules.md; backend/CQRS/APIbackend-patterns-reference.md; domain/entitydomain-entities-reference.md; frontend/UIfrontend-patterns-reference.md; styles/designscss-styling-guide.md+design-system/design-system-canonical.md; integration testsintegration-test-reference.md; E2Ee2e-test-reference.md; feature docs/specsfeature-spec-reference.md+spec-system-reference.md+spec-principles.md; behavior/public-contract/spec-test-code syncworkflow-spec-test-code-cycle-reference.md; derived spec index/ERD/reimplementation guidesspec-system-reference.md+ source Feature Specs underdocs/specs/; architecture/new areaproject-structure-reference.md.- Read every required doc. If
docs/project-config.json, the docs index,lessons.md,CLAUDE.md,AGENTS.md, or any task-required reference doc is missing or stale, auto-run/project-initor the narrow lower-level route (/project-config,/docs-init,/scan-all,/scan --target=<key>,/claude-md-init) before ordinary project-specific work. If Codex mirrors orAGENTS.mdare missing/stale, ask the user to run/sync-codex; do not auto-run it.- Before target work, state:
Reference docs read: ... | Not applicable: ....Ready when: scope evaluated, required docs checked/read or setup route completed,
lessons.mdconfirmed, citation emitted.
Task Tracking & External Report Persistence — Bootstrap this before execution; then run project-reference doc prefetch before target/source work.
- Create a small task breakdown before target file reads, grep, edits, or analysis. On context loss, inspect the current task list first.
- Mark one task
in_progressbefore work andcompletedimmediately after evidence; never batch transitions.- For plan/review work, create
plans/reports/{skill}-{YYMMDD}-{HHmm}-{slug}.mdbefore first finding.- Append findings after each file/section/decision and synthesize from the report file at the end.
- Final output cites
Full report: plans/reports/{filename}.Blocked until: task breakdown exists, report path declared for plan/review work, first finding persisted before the next finding.
Critical Thinking Mindset — Apply critical thinking, sequential thinking. Every claim needs traced proof, confidence >80% to act. Anti-hallucination: Never present guess as fact — cite sources for every claim, admit uncertainty freely, self-check output for errors, cross-reference independently, stay skeptical of own confidence — certainty without evidence root of all hallucination.
Evidence-Based Reasoning — Speculation is FORBIDDEN. Every claim needs proof.
- Cite
file:line, grep results, or framework docs for EVERY claim- Declare confidence: >80% act freely, 60-80% verify first, <60% DO NOT recommend
- Cross-service validation required for architectural changes
- "I don't have enough evidence" is valid and expected output
BLOCKED until:
- [ ]Evidence file path (file:line)- [ ]Grep search performed- [ ]3+ similar patterns found- [ ]Confidence level statedForbidden without proof: "obviously", "I think", "should be", "probably", "this is because" If incomplete → output:
"Insufficient evidence. Verified: [...]. Not verified: [...]."
Cross-Service Check — Microservices/event-driven: MANDATORY before concluding investigation, plan, spec, or feature doc. Missing downstream consumer = silent regression.
Boundary Grep terms Event producers Publish,Dispatch,Send,emit,EventBus,outbox,IntegrationEventEvent consumers Consumer,EventHandler,Subscribe,@EventListener,inboxSagas/orchestration Saga,ProcessManager,Choreography,Workflow,OrchestratorSync service calls HTTP/gRPC calls to/from other services Shared contracts OpenAPI spec, proto, shared DTO — flag breaking changes Data ownership Other service reads/writes same table/collection → Shared-DB anti-pattern Per touchpoint: owner service · message name · consumers · risk (NONE / ADDITIVE / BREAKING).
BLOCKED until: Producers scanned · Consumers scanned · Sagas checked · Contracts reviewed · Breaking-change risk flagged
Rationalization Prevention — AI skips steps via these evasions. Recognize and reject:
Evasion Rebuttal "Too simple for a plan" Simple + wrong assumptions = wasted time. Plan anyway. "I'll test after" RED before GREEN. Write/verify test first. "Already searched" Show grep evidence with file:line. No proof = no search."Just do it" Still need TaskCreate. Skip depth, never skip tracking. "Just a small fix" Small fix in wrong location cascades. Verify file:line first. "Code is self-explanatory" Future readers need evidence trail. Document anyway. "Combine steps to save time" Combined steps dilute focus. Each step has distinct purpose.
AI Mistake Prevention — Failure modes to avoid on every task:
Re-read files after context changes. Context compaction, resume, or long-running work can make memory stale; verify current files before acting. Verify generated content against source evidence. AI hallucinates APIs, names, claims, and document facts. Check the relevant source before documenting or referencing. Check downstream references before deleting or renaming. Removing an artifact can stale docs, generated mirrors, configs, and callers; map references first. Trace the full impact chain after edits. Changing a definition can miss derived outputs and consumers. Follow the affected chain before declaring done. Verify ALL affected outputs, not just the first. One green check is not all green checks; validate every output surface the change can affect. Assume existing values are intentional — ask WHY before changing. Before changing a constant, limit, flag, wording, or pattern, read nearby context and history. Surface ambiguity before acting — don't pick silently. Multiple valid interpretations require an explicit question or stated assumption with risk. Keep shared guidance role-relevant. Universal guidance must help every receiving skill or agent; code-specific obligations belong only in code-specific protocols.
MUST ATTENTION cite file:line evidence for every claim. Confidence >80% to act, <60% = do NOT recommend.
MUST ATTENTION never skip steps via evasions. Plan anyway. Test first. Show grep evidence with file:line.
MUST ATTENTION run at least ONE graph command on key files before concluding when .code-graph/graph.db exists.
MUST ATTENTION apply critical + sequential thinking — every claim needs appropriate traced evidence (file:line for repo/code claims; source URL or artifact section for research, product, content, and docs claims); confidence >80% to act, <60% DO NOT recommend. Anti-hallucination: never present guess as fact, admit uncertainty freely, cross-reference independently, stay skeptical of own confidence.
MUST ATTENTION apply AI mistake prevention — verify generated content against evidence, trace downstream references before deleting or renaming, verify all affected outputs, re-read files after context loss, and surface ambiguity before acting.
plans/reports/ incrementally and synthesize from disk.Reference docs read: ....lessons.md; project conventions override generic defaults./project-init or the narrow lower-level route before ordinary project-specific work.[N.M] $skill-name — phase prefixes and one-in_progress discipline.IMPORTANT MUST ATTENTION follow declared step order for this skill; NEVER skip, reorder, or merge steps without explicit user approval
IMPORTANT MUST ATTENTION for every step/sub-skill call: set in_progress before execution, set completed after execution
IMPORTANT MUST ATTENTION every skipped step MUST include explicit reason; every completed step MUST include concise evidence
IMPORTANT MUST ATTENTION if Task tools unavailable, maintain an equivalent step-by-step plan tracker with synchronized statuses
IMPORTANT MUST ATTENTION Goal: Deliver a complete, prioritized map of every file relevant to the task — grep + graph combined — so downstream work starts with full coverage and zero blind spots.
IMPORTANT MUST ATTENTION — Protocols in force (concise digest of the SYNC/shared blocks this skill carries; each is a signpost to its canonical body above):
file:line; speculation forbidden, <60% do not recommend.MUST ATTENTION every protocol above is in force for this scout — honor its canonical body, not just the digest line.
IMPORTANT MUST ATTENTION run Phase 0 classification BEFORE spawning agents — scope (backend/frontend/full-stack) determines agent count; never spawn the default 3 when the prompt names one layer — why: extra agents waste budget and dilute focus
IMPORTANT MUST ATTENTION graph expand is the MANDATORY step that finds what grep cannot — run at least ONE graph command (connections/callers_of/trace --direction both) on 2-3 key files when .code-graph/graph.db exists; NEVER skip it — why: structural relationships > text matches, and sub-agents cannot run graph — only you can
IMPORTANT MUST ATTENTION cite file:line evidence for every claim. Confidence >80% to act, <60% = DO NOT recommend — why: speculation seeds blind spots downstream work inherits
MUST ATTENTION stay in DISCOVERY lane — return prioritized file paths fast (3-5 min), no content deep-dives; that is investigate's job — why: scope creep into analysis breaks the 3-5 min budget and duplicates the next step
MUST ATTENTION if <5 files found, re-examine keywords and run a second pass with broader synonyms BEFORE synthesizing — why: a thin result is an under-searched result, not a small surface
MUST ATTENTION run a post-grep graph trace whenever grep surfaces an entry-point file (entity, command, query, handler, controller, bus message, component, store, api-service) — trace reveals callers/consumers/event chains/tests grep cannot find — why: missing a downstream consumer = silent regression for the next step
MUST ATTENTION spawn scout/scout-external subagents — NOT built-in Explore — why: only the custom agents carry graph CLI knowledge + Bash access
MUST ATTENTION sub-agents return a SUMMARY only (≤10 finding bullets + Full report: path), writing full findings incrementally to plans/reports/ — NEVER hold all results in memory or request full sub-agent output inline — why: context cutoff mid-run loses every in-memory finding; disk writes survive compaction
MUST ATTENTION bootstrap task tracking BEFORE target work — TaskList first on context loss, one task in_progress at a time, expand child phases when nested under a workflow row — why: compaction wipes prior-work memory; resume from state, never duplicate
MUST ATTENTION read required project-reference docs (always lessons.md; domain-entities-reference.md for business entities) BEFORE searching — project conventions override generic framework assumptions
use after completing (investigation workflow vs standalone, then /investigate vs /plan vs skip) — NEVER auto-proceed to the next step — why: the user owns scope; assuming standalone skips the workflow they wanted
for non-trivial bug/regression scouts, surface End-to-Start trace candidates (reader → storage → writer → consumer → producer) and enumerate every feeder path — why: starting at the first suspicious file collapses multiple producers into one false "flow"
Anti-Rationalization:
| Evasion | Rebuttal |
|---|---|
| "Graph step too slow, skip it" | Graph finds what 50 greps miss. NEVER skip when graph.db exists. |
| "Only 2 files, no need for report" | Incremental write costs nothing. Skip = context loss risk. |
| "Scope obvious, skip Phase 0" | Wrong agent set = missed files. Classify scope first, every time. |
| "Already searched, results complete" | Show grep + graph evidence with file:line. No proof = incomplete. |
| "Use Explore, it's a built-in" | Explore has NO graph awareness. Spawn scout/scout-external only. |
| "<5 files, surface is just small" | Thin result = under-searched. Broaden synonyms and re-pass before synth. |
| "I'll deep-dive these files now" | Discovery only — paths fast, no analysis. Deep-dive is investigate's job. |
| "Simple scout, skip workflow question" | User decides scope. NEVER assume standalone is acceptable. |
IMPORTANT MUST ATTENTION Phase 0 classify first · graph expand is MANDATORY (never skip when graph.db exists) · cite file:line with confidence >80% — these three survive any long context, anchored top and bottom.
[TASK-PLANNING] Before acting, analyze task scope and systematically break it into small todo tasks and sub-tasks using TaskCreate.
AskUserQuestion