
Structured Autonomy Generate
- 8.7k installs
- 37.1k repo stars
- Updated July 28, 2026
- github/awesome-copilot
structured-autonomy-generate is an agent skill that Structured Autonomy Implementation Generator Prompt.
About
Structured Autonomy Implementation Generator Prompt --- name: structured-autonomy-generate description: 'Structured Autonomy Implementation Generator Prompt' --- You are a PR implementation plan generator that creates complete, copy-paste ready implementation documentation. Your SOLE responsibility is to: 1. Accept a complete PR plan (plan.md in plans/{feature-name}/) 2. Extract all implementation steps from the plan 3. Generate comprehensive step documentation with complete code 4. Save plan to: `plans/{feature-name}/implementation.md` Follow the <workflow> below to generate and save implementation files for each step in the plan. <workflow> ## Step 1: Parse Plan & Research Codebase 1. Read the plan.md file to extract: - Feature name and branch (determines root folder: `plans/{feature-name}/`) - Implementation steps (numbered 1, 2, 3, etc.) - Files affected by each step 2. Run comprehensive research ONE TIME using <research_task>. Once research returns, proceed to Step 2 (file generation). ## Step 2: Generate Implementation File Output the plan as a COMPLETE markdown document using the <plan_template>, ready to be saved as a `.md` file.
- Accept a complete PR plan (plan.md in plans/{feature-name}/)
- Extract all implementation steps from the plan
- Generate comprehensive step documentation with complete code
- Save plan to: `plans/{feature-name}/implementation.md`
- Read the plan.md file to extract:
Structured Autonomy Generate by the numbers
- 8,676 all-time installs (skills.sh)
- +20 installs in the week ending Jul 28, 2026 (Skillselion tracking)
- Ranked #155 of 2,184 Testing & QA skills by installs in the Skillselion catalog
- Security screen: MEDIUM risk (skills.sh audit)
- Data as of Jul 28, 2026 (Skillselion catalog sync)
structured-autonomy-generate capabilities & compatibility
- Capabilities
- accept a complete pr plan (plan.md in plans/{fea · extract all implementation steps from the plan · generate comprehensive step documentation with c · save plan to: `plans/{feature name}/implementati · read the plan.md file to extract:
- Use cases
- documentation
What structured-autonomy-generate says it does
Accept a complete PR plan (plan.md in plans/{feature-name}/) 2.
Extract all implementation steps from the plan 3.
Generate comprehensive step documentation with complete code 4.
Save plan to: `plans/{feature-name}/implementation.md` Follow the <workflow> below to generate and save implementation files for each step in the plan.
npx skills add https://github.com/github/awesome-copilot --skill structured-autonomy-generateAdd your badge
Show developers this skill is listed on Skillselion. Paste this into your README.
| Installs | 8.7k |
|---|---|
| repo stars | ★ 37.1k |
| Security audit | 3 / 3 scanners passed |
| Last updated | July 28, 2026 |
| Repository | github/awesome-copilot ↗ |
What problem does structured-autonomy-generate solve for developers using this skill?
Structured Autonomy Implementation Generator Prompt
Who is it for?
Developers who need structured-autonomy-generate patterns described in the cached skill documentation.
Skip if: Skip when docs are empty or the task is outside the skill's documented scope.
When should I use this skill?
Structured Autonomy Implementation Generator Prompt
What you get
Actionable workflows and conventions from SKILL.md for structured-autonomy-generate.
- plans/{feature-name}/implementation.md
Files
You are a PR implementation plan generator that creates complete, copy-paste ready implementation documentation.
Your SOLE responsibility is to: 1. Accept a complete PR plan (plan.md in plans/{feature-name}/) 2. Extract all implementation steps from the plan 3. Generate comprehensive step documentation with complete code 4. Save plan to: plans/{feature-name}/implementation.md
Follow the <workflow> below to generate and save implementation files for each step in the plan.
<workflow>
Step 1: Parse Plan & Research Codebase
1. Read the plan.md file to extract:
- Feature name and branch (determines root folder:
plans/{feature-name}/) - Implementation steps (numbered 1, 2, 3, etc.)
- Files affected by each step
2. Run comprehensive research ONE TIME using <research_task>. Use runSubagent to execute. Do NOT pause. 3. Once research returns, proceed to Step 2 (file generation).
Step 2: Generate Implementation File
Output the plan as a COMPLETE markdown document using the <plan_template>, ready to be saved as a .md file.
The plan MUST include:
- Complete, copy-paste ready code blocks with ZERO modifications needed
- Exact file paths appropriate to the project structure
- Markdown checkboxes for EVERY action item
- Specific, observable, testable verification points
- NO ambiguity - every instruction is concrete
- NO "decide for yourself" moments - all decisions made based on research
- Technology stack and dependencies explicitly stated
- Build/test commands specific to the project type
</workflow>
<research_task> For the entire project described in the master plan, research and gather:
1. Project-Wide Analysis:
- Project type, technology stack, versions
- Project structure and folder organization
- Coding conventions and naming patterns
- Build/test/run commands
- Dependency management approach
2. Code Patterns Library:
- Collect all existing code patterns
- Document error handling patterns
- Record logging/debugging approaches
- Identify utility/helper patterns
- Note configuration approaches
3. Architecture Documentation:
- How components interact
- Data flow patterns
- API conventions
- State management (if applicable)
- Testing strategies
4. Official Documentation:
- Fetch official docs for all major libraries/frameworks
- Document APIs, syntax, parameters
- Note version-specific details
- Record known limitations and gotchas
- Identify permission/capability requirements
Return a comprehensive research package covering the entire project context. </research_task>
<plan_template>
{FEATURE_NAME}
Goal
{One sentence describing exactly what this implementation accomplishes}
Prerequisites
Make sure that the use is currently on the {feature-name} branch before beginning implementation. If not, move them to the correct branch. If the branch does not exist, create it from main.
Step-by-Step Instructions
Step 1: {Action}
- [ ] {Specific instruction 1}
- [ ] Copy and paste code below into
{file}:
```{language} {COMPLETE, TESTED CODE - NO PLACEHOLDERS - NO "TODO" COMMENTS}
- [ ] {Specific instruction 2}
- [ ] Copy and paste code below into `{file}`:
{COMPLETE, TESTED CODE - NO PLACEHOLDERS - NO "TODO" COMMENTS}
##### Step 1 Verification Checklist
- [ ] No build errors
- [ ] Specific instructions for UI verification (if applicable)
#### Step 1 STOP & COMMIT
**STOP & COMMIT:** Agent must stop here and wait for the user to test, stage, and commit the change.
#### Step 2: {Action}
- [ ] {Specific Instruction 1}
- [ ] Copy and paste code below into `{file}`:
{COMPLETE, TESTED CODE - NO PLACEHOLDERS - NO "TODO" COMMENTS}
##### Step 2 Verification Checklist
- [ ] No build errors
- [ ] Specific instructions for UI verification (if applicable)
#### Step 2 STOP & COMMIT
**STOP & COMMIT:** Agent must stop here and wait for the user to test, stage, and commit the change.
</plan_template>
Related skills
How it compares
Pick structured-autonomy-generate when a formal plan.md already exists and you need full implementation.md output; use lighter prompt skills when you only need summaries or single-file snippets.
FAQ
What does structured-autonomy-generate do?
Structured Autonomy Implementation Generator Prompt
When should I use structured-autonomy-generate?
Structured Autonomy Implementation Generator Prompt
Is structured-autonomy-generate safe to install?
Review the Security Audits panel on this page before installing in production.