| name | recipe-reverse-engineer |
| description | Generate PRD and Design Docs from existing codebase through discovery, generation, verification, and review. |
Required Skills [LOAD BEFORE EXECUTION]
- [LOAD IF NOT ACTIVE]
documentation-criteria — document creation rules and templates
- [LOAD IF NOT ACTIVE]
ai-development-guide — evidence and completeness discipline
- [LOAD IF NOT ACTIVE]
subagents-orchestration-guide — agent coordination and review resolution
- [LOAD IF NOT ACTIVE]
llm-friendly-context — generated document handoffs
Spawn rule: every spawn_agent call uses fork_turns="none" so the subagent receives only the task message and explicitly provided context.
Context: Reverse engineering workflow to create documentation from existing code
Target: $ARGUMENTS
Orchestrator Definition
Core Identity: Coordinate reverse engineering, perform lightweight artifact routing directly, and invoke specialists for discovery, document generation, and semantic review.
Execution Protocol:
- Invoke the named specialists for discovery, generation, and semantic review; perform artifact selection, routing, deterministic transformations, and status updates directly
- Process one step at a time: Execute steps sequentially within each unit (2 -> 3 -> 4 -> 5). Each step's output is the required input for the next step. Complete all steps for one unit before starting the next
- Pass
$STEP_N_OUTPUT as-is to sub-agents -- the orchestrator bridges data without processing or filtering it, except for steps that explicitly define a deterministic transformation with an input schema, output schema, and mapping rules
Execution Plan: Reuse the active execution plan. When the workflow has multiple dependent actions and no plan exists, create one that tracks them through final verification.
Step 0: Initial Configuration
0.1 Scope Confirmation
Ask the user to confirm:
- Target path: Which directory/module to document
- Depth: PRD only, or PRD + Design Docs
- Reference Architecture: layered / mvc / clean / hexagonal / none
- Human review: Yes (recommended) / No (fully autonomous)
0.2 Output Configuration
- PRD output:
docs/prd/ or existing PRD directory
- Design Doc output:
docs/design/ or existing design directory
- Verify directories exist, create if needed
Workflow Overview
Phase 1: PRD Generation
Step 1: Scope Discovery (unified, single pass -> group into PRD units -> human review)
Step 2-5: Per-unit loop (Generation -> Verification -> Review -> Revision)
Phase 2: Design Doc Generation (if requested)
Step 6: Design Doc Scope Mapping (reuse Step 1 results, no re-discovery)
Step 7-10: Per-unit loop (Generation -> Verification -> Review -> Revision)
Phase 1: PRD Generation
Confirm these steps are present in the plan:
- Step 1: PRD Scope Discovery
- Per-unit processing (Steps 2-5 for each unit)
Step 1: PRD Scope Discovery
Spawn scope-discoverer agent: "Discover functional scope targets in the codebase. target_path: $USER_TARGET_PATH. reference_architecture: $USER_RA_CHOICE. focus_area: $USER_FOCUS_AREA (if specified)."
Store output as: $STEP_1_OUTPUT
Quality Gate:
- At least one unit discovered -> proceed
- No units discovered -> ask user for hints
$STEP_1_OUTPUT.prdUnits exists
- All
sourceUnits across prdUnits (flattened, deduplicated) match the set of discoveredUnits IDs — no unit missing, no unit duplicated
- Each discovered unit's
unitInventory has at least one non-empty category. If all categories are empty, re-run discovery with focus on that unit
[STOP — BLOCKING] If human review enabled: Present $STEP_1_OUTPUT.prdUnits with their source unit mapping to user for confirmation.
CANNOT proceed until user explicitly confirms.
Step 2-5: Per-Unit Processing
FOR each unit in $STEP_1_OUTPUT.prdUnits (sequential, one unit at a time):
Step 2: PRD Generation
Set $PRD_UNIT_INVENTORY to the category-wise deduplicated union of unitInventory from the $STEP_1_OUTPUT.discoveredUnits named by $PRD_UNIT_SOURCE_UNITS, preserving its routes, testFiles, and publicExports arrays.
Spawn prd-creator agent: "Create reverse-engineered PRD for the following feature. Operation Mode: reverse-engineer. External Scope Provided: true. Feature: $PRD_UNIT_NAME. Description: $PRD_UNIT_DESCRIPTION. Related Files: $PRD_UNIT_COMBINED_RELATED_FILES. Entry Points: $PRD_UNIT_COMBINED_ENTRY_POINTS. Source Units: $PRD_UNIT_SOURCE_UNITS. Unit Inventory: $PRD_UNIT_INVENTORY. Use provided scope as an investigation starting point. If tracing entry points reveals directly connected files outside this scope, include them. Create final version PRD based on thorough code investigation."
Store output as: $STEP_2_OUTPUT (PRD path)
Step 3: Code Verification
Prerequisite: $STEP_2_OUTPUT (PRD path from Step 2)
Spawn code-verifier agent: "Verify consistency between PRD and code implementation. doc_type: prd. document_path: $STEP_2_OUTPUT. code_paths: $PRD_UNIT_COMBINED_RELATED_FILES. unit_inventory: $PRD_UNIT_INVENTORY. verbose: false."
Apply Review Resolution to every discrepancy. Pass the apply discrepancies to prd-creator in update mode, rerun code-verifier, and store the resolved summary, declines with reasons, and material limitations as $STEP_3_RESOLUTION after the apply set becomes empty. A blocked or unusable result enters Orchestrator Escalation Resolution.
Step 4: Review
Required Input: $STEP_3_RESOLUTION (resolved verification evidence from Step 3)
Spawn document-reviewer agent: "Review the following PRD. doc_type: PRD. target: $STEP_2_OUTPUT. verification_resolution: $STEP_3_RESOLUTION. Review alignment between PRD claims, resolved verification evidence, and in-scope inventory coverage."
Store output as: $STEP_4_OUTPUT
If verdict.decision is rejected, apply Orchestrator Escalation Resolution. Continue after an evidence-based self-resolution; ask the user only when that procedure reaches a user-decision condition.
Step 5: Revision (conditional)
- If
verdict.decision is needs_revision, apply Review Resolution with prd-creator, then retain the review of the updated artifact as the current review.
- After the applicable revision bullets complete, continue to Unit Completion.
Unit Completion
Next: Proceed to next unit. After all units -> Phase 2.
Phase 2: Design Doc Generation
Execute only if Design Docs were requested in Step 0
Confirm these steps are present in the plan:
- Step 6: Design Doc Scope Mapping
- Per-unit processing (Steps 7-10 for each unit)
Step 6: Design Doc Scope Mapping
Step type: Deterministic transformation step executed by the orchestrator.
No additional discovery required. Use $STEP_1_OUTPUT.discoveredUnits (implementation-granularity units) for technical profiles. Use $STEP_1_OUTPUT.prdUnits[].sourceUnits to trace which discovered units belong to each PRD unit.
Default mapping rule: Each PRD unit maps to exactly 1 Design Doc unit.
Only split one PRD unit into multiple Design Doc units when BOTH are true:
- The source units contain clearly separate technical boundaries with low shared-file overlap
- Separate Design Docs would improve verification clarity (different public interfaces, dependencies, or module groups)
If the split conditions are not clearly met, keep 1 PRD unit -> 1 Design Doc unit.
Transform $STEP_1_OUTPUT into $STEP_6_OUTPUT using only the mapping rules in this step.
Map PRD units to Design Doc generation targets by resolving each PRD unit's sourceUnits back to $STEP_1_OUTPUT.discoveredUnits, carrying forward:
technicalProfile.primaryModules -> Primary Files
technicalProfile.publicInterfaces -> Public Interfaces
dependencies -> Dependencies
relatedFiles -> Scope boundary
- the category-wise deduplicated union of
unitInventory from all resolved sourceUnits -> Unit Inventory
Store output as: $STEP_6_OUTPUT
$STEP_6_OUTPUT MUST be a JSON array of Design Doc generation targets in the following shape:
[
{
"unitId": "DD-001",
"parentPrdUnitId": "PRD-001",
"unitName": "Authentication",
"unitDescription": "Current implementation for sign-in and session management",
"sourceUnits": ["UNIT-001", "UNIT-002"],
"primaryModules": ["src/auth/service.ts", "src/auth/controller.ts"],
"publicInterfaces": ["AuthService.login()", "AuthController.handleLogin()"],
"dependencies": ["UNIT-003"],
"scopeBoundary": ["src/auth/*"],
"unitInventory":
Quality Gate:
- Every PRD unit appears in at least one
$STEP_6_OUTPUT item
- Every
$STEP_6_OUTPUT item references only discovered units from its parent PRD unit
- Every
$STEP_6_OUTPUT.unitInventory is the union of routes, testFiles, and publicExports from all of its sourceUnits
mappingRationale explicitly states whether the mapping is default 1:1 or an intentional split
Step 7-10: Per-Unit Processing
FOR each unit in $STEP_6_OUTPUT (sequential, one unit at a time):
Step 7: Design Doc Generation
Scope: Document current architecture as-is. This is a documentation task, not a design improvement task.
Spawn technical-designer agent: "Create Design Doc for the following feature based on existing code. Operation Mode: reverse-engineer. Feature: $UNIT_NAME. Description: $UNIT_DESCRIPTION. Primary Files: $UNIT_PRIMARY_MODULES. Public Interfaces: $UNIT_PUBLIC_INTERFACES. Dependencies: $UNIT_DEPENDENCIES. Unit Inventory: $UNIT_INVENTORY. Parent PRD: $APPROVED_PRD_PATH. Document current architecture as-is. Use Unit Inventory as the completeness baseline."
Store output as: $STEP_7_OUTPUT
Step 8: Code Verification
Spawn code-verifier agent: "Verify consistency between Design Doc and code implementation. doc_type: design-doc. document_path: $STEP_7_OUTPUT. code_paths: $UNIT_SCOPE_BOUNDARY. unit_inventory: $UNIT_INVENTORY. verbose: false."
Apply Review Resolution to every discrepancy. Pass the apply discrepancies to technical-designer in update mode, rerun code-verifier, and store the resolved summary, declines with reasons, and material limitations as $STEP_8_RESOLUTION after the apply set becomes empty. A blocked or unusable result enters Orchestrator Escalation Resolution.
Step 9: Review
Required Input: $STEP_8_RESOLUTION (resolved verification evidence from Step 8)
Spawn document-reviewer agent: "Review the following Design Doc. doc_type: DesignDoc. review_context: as-is. target: $STEP_7_OUTPUT. verification_resolution: $STEP_8_RESOLUTION. Parent PRD: $APPROVED_PRD_PATH. Review technical accuracy, parent PRD scope, and in-scope unit boundary coverage."
Store output as: $STEP_9_OUTPUT
If verdict.decision is rejected, apply Orchestrator Escalation Resolution. Continue after an evidence-based self-resolution; ask the user only when that procedure reaches a user-decision condition.
Step 10: Revision (conditional)
- If
verdict.decision is needs_revision, apply Review Resolution with technical-designer, then retain the review of the updated artifact as the current review.
- After the applicable revision bullets complete, continue to Unit Completion.
Unit Completion
Next: Proceed to next unit. After all units -> Final Report.
Final Report
Output summary including:
- Generated documents table (Type, Name, Verification Status, Review Status)
- Remaining issues requiring manual intervention, with source ID and effect
- Next steps checklist
Error Handling
| Error | Action |
|---|
| Discovery finds nothing | Ask user for project structure hints |
| Generation fails | Log failure, continue with other units, report in summary |
| Code verification is blocked or unusable | Apply Orchestrator Escalation Resolution with the exact input or evidence problem |
| Review Resolution requires a user-owned decision | Apply Orchestrator Escalation Resolution |
Completion Criteria