recipe-reverse-engineer

SkillMedia

Generate PRD and Design Docs from existing codebase through discovery, generation, verification, and review.

Available today. Use it from your connected AI after setup.

Connect ahel once, and every AI you use reads what you have installed.

Then ask your AI: use the recipe-reverse-engineer skill

What this skill tells your AI

The instructions your AI receives, as published by shinpr/codex-workflows in .agents/skills/recipe-reverse-engineer/SKILL.md and read by ahel’s review.

Required Skills [LOAD BEFORE EXECUTION]

  1. [LOAD IF NOT ACTIVE] documentation-criteria — document creation rules and templates
  2. [LOAD IF NOT ACTIVE] ai-development-guide — evidence and completeness discipline
  3. [LOAD IF NOT ACTIVE] subagents-orchestration-guide — agent coordination and review resolution
  4. [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:

  1. Invoke the named specialists for discovery, generation, and semantic review; perform artifact selection, routing, deterministic transformations, and status updates directly
  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, 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:

  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)

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
  • 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

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:

  1. The source units contain clearly separate technical boundaries with low shared-file overlap
  2. 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": {
      "routes": [],
      "testFiles": [],
      "publicExports": []
    },
    "mappingRationale": "Default 1:1 mapping from PRD unit because technical scope is cohesive"
  }
]

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
  • 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, Verification Status, Review Status)
  • Remaining issues requiring manual intervention, with source ID and effect
  • Next steps checklist

Error Handling

ErrorAction
Discovery finds nothingAsk user for project structure hints
Generation failsLog failure, continue with other units, report in summary
Code verification is blocked or unusableApply Orchestrator Escalation Resolution with the exact input or evidence problem
Review Resolution requires a user-owned decisionApply Orchestrator Escalation Resolution

Completion Criteria

  • Scope confirmed with user (target path, depth, architecture, human review preference)
  • Output directories verified/created
  • Phase 1: All PRD units discovered and processed (generation -> verification -> review -> revision)
  • Phase 2: All Design Doc units processed (if requested)
  • All human review points honored (if enabled)
  • Final report presented with document table, action items, and next steps

Signals

GitHub stars
37
Forks
8
Last commit
Sep 2026
Advanced
Catalog kind
skill
Gateway key
recipe-reverse-engineer-shinpr
Source
github.com/shinpr/codex-workflows