
Recipe Reverse Engineer
- 1 installs
- Updated April 28, 2026
- davidqmora/claude-code-workflows
Reverse engineers recipes and cooking workflows into structured data.
About
Skill for analyzing recipes and extracting structured ingredients and steps. Food data processing.
- Recipe parsing
- Ingredient extraction
Recipe Reverse Engineer by the numbers
- 1 all-time installs (skills.sh)
- Ranked #14,102 of 16,546 AI & Agent Building skills by installs in the Skillselion catalog
- Data as of Jul 8, 2026 (Skillselion catalog sync)
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| Installs | 1 |
|---|---|
| Last updated | April 28, 2026 |
| Repository | davidqmora/claude-code-workflows ↗ |
What it does
Reverse engineers recipes and cooking workflows into structured data.
Files
Context: Reverse engineering workflow to create documentation from existing code
Target: $ARGUMENTS
Orchestrator Definition
Core Identity: "I am an orchestrator."
Execution Protocol: 1. Delegate all work through Agent tool — invoke sub-agents, pass deliverable paths between them, and report results (permitted tools: see subagents-orchestration-guide "Orchestrator's Permitted Tools") 2. Process one step at a time: Execute steps sequentially within each unit (2 → 3 → 4 → 5). Each step's output is the required input for the next step. Complete all steps for one unit before starting the next 3. Pass `$STEP_N_OUTPUT` as-is to sub-agents — the orchestrator bridges data without processing or filtering it
Task Registration: Register phases first using TaskCreate, then steps within each phase as you enter it. Update status using TaskUpdate.
Step 0: Initial Configuration
0.1 Scope Confirmation
Use AskUserQuestion to confirm: 1. Target path: Which directory/module to document 2. Depth: PRD only, or PRD + Design Docs 3. Reference Architecture: layered / mvc / clean / hexagonal / none 4. Human review: Yes (recommended) / No (fully autonomous) 5. Fullstack design: Yes / No
- Yes: For each functional unit, generate service/backend + UI/client Design Docs
- Note: Requires both agents (technical-designer, technical-designer-frontend)
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)
※ fullstack=Yes: each unit produces service/backend + UI/client Design DocsPhase 1: PRD Generation
Register using TaskCreate:
- Step 1: PRD Scope Discovery
- Per-unit processing (Steps 2-5 for each unit)
Step 1: PRD Scope Discovery
Agent tool invocation:
subagent_type: dev-workflows:scope-discoverer
description: "Discover functional scope"
prompt: |
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.prdUnitsexists- All
sourceUnitsacrossprdUnits(flattened, deduplicated) match the set ofdiscoveredUnitsIDs — no unit missing, no unit duplicated - Each discovered unit's
unitInventoryhas at least one non-empty category (routes, testFiles, or publicExports). Units with all three empty indicate incomplete discovery — re-run scope-discoverer with focus on that unit's relatedFiles
Human Review Point (if enabled): Present $STEP_1_OUTPUT.prdUnits with their source unit mapping. The user confirms, adjusts grouping, or excludes units from scope. This is the most important review point — incorrect grouping cascades into all downstream documents.
Step 2-5: Per-Unit Processing
FOR each unit in $STEP_1_OUTPUT.prdUnits (sequential, one unit at a time):
Step 2: PRD Generation
Agent tool invocation:
subagent_type: dev-workflows:prd-creator
description: "Generate PRD"
prompt: |
Create reverse-engineered PRD for the following feature.
Operation Mode: reverse-engineer
External Scope Provided: true
Feature: $PRD_UNIT_NAME (from $STEP_1_OUTPUT)
Description: $PRD_UNIT_DESCRIPTION
Related Files: $PRD_UNIT_COMBINED_RELATED_FILES
Entry Points: $PRD_UNIT_COMBINED_ENTRY_POINTS
Use provided scope as investigation starting point.
If tracing entry points reveals 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)
Agent tool invocation:
subagent_type: dev-workflows:code-verifier
description: "Verify PRD consistency"
prompt: |
Verify consistency between PRD and code implementation.
doc_type: prd
document_path: $STEP_2_OUTPUT
verbose: falseNote: Omit code_paths — the verifier independently discovers code scope from the document, ensuring independent verification not constrained by scope-discoverer's output.
Store output as: $STEP_3_OUTPUT
Quality Gate:
- consistencyScore >= 70 AND verifiableClaimCount >= 20 → proceed to review
- consistencyScore >= 70 BUT verifiableClaimCount < 20 → re-run verifier (investigation too shallow)
- consistencyScore < 70 → flag for detailed review
Step 4: Review
Required Input: $STEP_3_OUTPUT (verification JSON from Step 3)
Agent tool invocation:
subagent_type: dev-workflows:document-reviewer
description: "Review PRD"
prompt: |
Review the following PRD considering code verification findings.
doc_type: PRD
target: $STEP_2_OUTPUT
mode: composite
code_verification: $STEP_3_OUTPUT
## Additional Review Focus
- Alignment between PRD claims and verification evidence
- Resolution recommendations for each discrepancy
- Completeness of undocumented feature coverageStore output as: $STEP_4_OUTPUT
Step 5: Revision (conditional)
Trigger Conditions (any one of the following):
- Review status is "Needs Revision" or "Rejected"
- Critical discrepancies exist in
$STEP_3_OUTPUT - consistencyScore < 70
Agent tool invocation:
subagent_type: dev-workflows:prd-creator
description: "Revise PRD"
prompt: |
Update PRD based on review feedback and code verification results.
Operation Mode: update
Existing PRD: $STEP_2_OUTPUT
## Review Feedback
$STEP_4_OUTPUT
## Code Verification Results
$STEP_3_OUTPUT
Address discrepancies by severity. Critical and major items require correction.
Minor items: correct if straightforward, otherwise leave as-is with rationale.Loop Control: Maximum 2 revision cycles. After 2 cycles, flag for human review regardless of status.
Unit Completion
- [ ] Review status is "Approved" or "Approved with Conditions"
- [ ] Human review passed (if enabled in Step 0)
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
Register using TaskCreate:
- Step 6: Design Doc Scope Mapping
- Per-unit processing (Steps 7-10 for each unit)
Step 6: Design Doc Scope Mapping
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.
Each PRD unit from Phase 1 maps to Design Doc unit(s):
- Standard mode (fullstack=No): 1 PRD unit → 1 Design Doc (using technical-designer)
- Fullstack mode (fullstack=Yes): 1 PRD unit → 2 Design Docs (technical-designer + technical-designer-frontend)
Map $STEP_1_OUTPUT units to Design Doc generation targets, carrying forward:
technicalProfile.primaryModules→ Primary FilestechnicalProfile.publicInterfaces→ Public Interfacesdependencies→ DependenciesrelatedFiles→ Scope boundaryunitInventory→ Unit Inventory (routes, test files, public exports)
Store output as: $STEP_6_OUTPUT
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 the current architecture exactly as implemented in code.
Standard mode (fullstack=No):
Agent tool invocation:
subagent_type: dev-workflows:technical-designer
description: "Generate Design Doc"
prompt: |
Create Design Doc for the following feature based on existing code.
Operation Mode: reverse-engineer
Feature: $UNIT_NAME (from $STEP_6_OUTPUT)
Description: $UNIT_DESCRIPTION
Primary Files: $UNIT_PRIMARY_MODULES
Public Interfaces: $UNIT_PUBLIC_INTERFACES
Dependencies: $UNIT_DEPENDENCIES
Unit Inventory: $UNIT_INVENTORY (routes, test files, public exports from scope discovery)
Parent PRD: $APPROVED_PRD_PATH
Document current architecture as-is. Use Unit Inventory as a completeness baseline — all routes and exports should be accounted for in the Design Doc.Store output as: $STEP_7_OUTPUT
Fullstack mode (fullstack=Yes):
For each unit, invoke 7a then 7b sequentially (7b depends on 7a output):
7a. Service/Backend Design Doc:
subagent_type: dev-workflows:technical-designer
description: "Generate service/backend Design Doc"
prompt: |
Create a service/backend Design Doc for the following feature based on existing code.
Operation Mode: reverse-engineer
Feature: $UNIT_NAME (from $STEP_6_OUTPUT)
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
Focus on: API contracts, data layer, business logic, service architecture.
Document current architecture as-is. Use Unit Inventory as completeness baseline.Store output as: $STEP_7a_OUTPUT
7b. UI/Client Design Doc:
subagent_type: dev-workflows-frontend:technical-designer-frontend
description: "Generate UI/client Design Doc"
prompt: |
Create a UI/client Design Doc for the following feature based on existing code.
Operation Mode: reverse-engineer
Feature: $UNIT_NAME (from $STEP_6_OUTPUT)
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
Service/Backend Design Doc: $STEP_7a_OUTPUT
Reference service/backend Design Doc for API contracts.
Focus on: page/component hierarchy, state management, UI interactions, data fetching.
Document current architecture as-is. Use Unit Inventory as completeness baseline.Store output as: $STEP_7b_OUTPUT
Step 8: Code Verification
Standard mode: Verify $STEP_7_OUTPUT.
Fullstack mode: Verify each Design Doc separately.
Agent tool invocation (per Design Doc):
subagent_type: dev-workflows:code-verifier
description: "Verify Design Doc consistency"
prompt: |
Verify consistency between Design Doc and code implementation.
doc_type: design-doc
document_path: $STEP_7_OUTPUT (or $STEP_7a_OUTPUT / $STEP_7b_OUTPUT)
verbose: falseNote: Omit code_paths — the verifier independently discovers code scope from the document.
Store output as: $STEP_8_OUTPUT
Step 9: Review
Required Input: $STEP_8_OUTPUT (verification JSON from Step 8)
Agent tool invocation (per Design Doc):
subagent_type: dev-workflows:document-reviewer
description: "Review Design Doc"
prompt: |
Review the following Design Doc considering code verification findings.
doc_type: DesignDoc
target: $STEP_7_OUTPUT (or $STEP_7a_OUTPUT / $STEP_7b_OUTPUT)
mode: composite
code_verification: $STEP_8_OUTPUT
## Parent PRD
$APPROVED_PRD_PATH
## Additional Review Focus
- Technical accuracy of documented interfaces
- Consistency with parent PRD scope
- Completeness of unit boundary definitionsStore output as: $STEP_9_OUTPUT
Step 10: Revision (conditional)
Trigger Conditions (same as Step 5):
- Review status is "Needs Revision" or "Rejected"
- Critical discrepancies exist in
$STEP_8_OUTPUT - consistencyScore < 70
Agent tool invocation (per Design Doc):
subagent_type: dev-workflows:technical-designer (or dev-workflows-frontend:technical-designer-frontend for UI/client Design Docs)
description: "Revise Design Doc"
prompt: |
Update Design Doc based on review feedback and code verification results.
Operation Mode: update
Existing Design Doc: $STEP_7_OUTPUT (or $STEP_7a_OUTPUT / $STEP_7b_OUTPUT)
## Review Feedback
$STEP_9_OUTPUT
## Code Verification Results
$STEP_8_OUTPUT
Address discrepancies by severity. Critical and major items require correction.
Minor items: correct if straightforward, otherwise leave as-is with rationale.Loop Control: Maximum 2 revision cycles. After 2 cycles, flag for human review regardless of status.
Unit Completion
- [ ] Review status is "Approved" or "Approved with Conditions"
- [ ] Human review passed (if enabled in Step 0)
Next: Proceed to next unit. After all units → Final Report.
Final Report
Output summary including:
- Generated documents table (Type, Name, Consistency Score, Review Status)
- Action items (critical discrepancies, undocumented features, flagged items)
- 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 |
| consistencyScore < 50 | Flag for mandatory human review — require explicit human approval |
| Review rejects after 2 revisions | Stop loop, flag for human intervention |