recipe-reverse-engineer
Skill39 starsChanged 10 days agoMITView on GitHub
Generate PRD and Design Docs from existing codebase through discovery, generation, verification, and review.
1 other project uses a version of this, 1 of them edited.
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Most recently taken up by
- shinpr/claude-code-workflowsedited, first seen Mar 23, 2026
Other versions1 project uses a version of this.
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Edited · 1
- shinpr/claude-code-workflows★ 71219% same
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How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository30 other files it gives its agents.
- ai-development-guideSkill
- coding-rulesSkill
- documentation-criteriaSkill
- external-resource-contextSkill
- implementation-approachSkill
- integration-e2e-testingSkill
- llm-friendly-contextSkill
- recipe-add-integration-testsSkill
- recipe-buildSkill
- recipe-designSkill
- recipe-diagnoseSkill
- recipe-front-adjustSkill
- recipe-front-buildSkill
- recipe-front-designSkill
- recipe-front-planSkill
- recipe-front-reviewSkill
- recipe-fullstack-buildSkill
- recipe-fullstack-implementSkill
- recipe-implementSkill
- recipe-outcome-watchSkill
- recipe-planSkill
- recipe-prepare-implementationSkill
- recipe-quality-profileSkill
- recipe-reviewSkill
- recipe-update-docSkill
- requirement-convergenceSkill
- reviewee-judgmentSkill
- subagent-delegationSkill
- subagents-orchestration-guideSkill
- testingSkill
The file
Show its rules and text
We split this skill into the rules it gives an agent
17 rules. About 0 are common, 7 are distinctive, and 10 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈7
Distinctive · estimate
This author's own choices. Worth a look.
10
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 8
Before loading required skills, use wc -c to size the files and set both exec_command.max_output_tokens and the outer // @exec: …
- Very specific: line 15
Invocation rule: Start each named agent with spawn_agent and fork_turns="none".
- Distinctive: line 42
Verify directories exist, create if needed
- Distinctive: line 70
No units discovered -> ask user for hints
- Very specific: line 75
[STOP — BLOCKING]: If human review is enabled, present $STEP_1_OUTPUT.prdUnits with their source unit mapping and proceed after the user …
- Very specific: line 107
If verdict.decision is rejected, apply Orchestrator Escalation Resolution.
- Very specific: line 111
If verdict.decision is needs_revision, apply Review Resolution with prd-creator, then retain the review of the updated artifact as the …
- Distinctive: line 112
After the applicable revision bullets complete, proceed to the next unit.
- Very specific: line 126
No additional discovery required: Use $STEP_1_OUTPUT.discoveredUnits (implementation-granularity units) for technical profiles.
- Distinctive: line 130
Only split one PRD unit into multiple Design Doc units when BOTH are true:
- Distinctive: line 134
If the split conditions are not clearly met, keep 1 PRD unit -> 1 Design Doc unit.
- Very specific: line 172
Every PRD unit appears in at least one $STEP_6_OUTPUT item
- Very specific: line 173
Every $STEP_6_OUTPUT item references only discovered units from its parent PRD unit
- Very specific: line 174
Every $STEP_6_OUTPUT.unitInventory is the union of routes, testFiles, and publicExports from all of its sourceUnits
- Distinctive: line 183
Scope: Document current architecture as-is.
- Very specific: line 207
If verdict.decision is needs_revision, apply Review Resolution with technical-designer, then retain the review of the updated artifact as …
- Distinctive: line 208
After the applicable revision bullets complete, proceed to the next unit.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Required Skills [LOAD BEFORE EXECUTION]
Before loading required skills, use wc -c to size the files and set both exec_command.max_output_tokens and the outer // @exec: {"max_output_tokens": N} budget to accommodate their contents, including the combined output of batched reads. Split oversized reads upfront; recover any truncated content before proceeding.
- [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
Invocation rule: Start each named agent with spawn_agent and fork_turns="none". When invoking the same named agent again within this flow, use followup_task on its existing instance with the inputs specified for the current invocation.
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_OUTPUTas-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
Resolve the target path and requested document depth from $ARGUMENTS. Ask only for either value that remains ambiguous. Use reference_architecture: none unless the user supplied an architecture hint. Enable human review when requested; otherwise continue autonomously.
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
Invoke 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.prdUnitsexists- All
sourceUnitsacrossprdUnits(flattened, deduplicated) match the set ofdiscoveredUnitsIDs — no unit missing, no unit duplicated - Each discovered unit's
unitInventoryrecords observed entries and any material coverage limitation; an evidence-backed empty category is valid
[STOP — BLOCKING] If human review is enabled, present $STEP_1_OUTPUT.prdUnits with their source unit mapping and proceed after the 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.
Invoke 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
Review reception: Record the Review Resolution disposition before assigning document corrections. Consider no change, removal of unsupported claims, and reuse of existing evidence first. Preserve faithful as-is coverage: this recipe does not authorize code changes or omission of observed behavior to simplify the design. Apply this to each review or verification result that could generate work.
Prerequisite: $STEP_2_OUTPUT (PRD path from Step 2)
Invoke 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."
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)
Invoke 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.decisionisneeds_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, proceed to the next unit. After all units, continue to 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 FilestechnicalProfile.publicInterfaces-> Public Interfacesdependencies-> DependenciesrelatedFiles-> Scope boundary- the category-wise deduplicated union of
unitInventoryfrom all resolvedsourceUnits-> 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_OUTPUTitem - Every
$STEP_6_OUTPUTitem references only discovered units from its parent PRD unit - Every
$STEP_6_OUTPUT.unitInventoryis the union ofroutes,testFiles, andpublicExportsfrom all of itssourceUnits mappingRationaleexplicitly 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.
Invoke 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
Invoke 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."
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)
Invoke 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.decisionisneeds_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, proceed to the next unit. After all units, continue to 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 | Continue independent units and report the failed unit and reason in the final 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
- Target path and document depth were resolved; any requested architecture hint or human review was applied
- 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
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