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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)
At a glance

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
From the docs

What structured-autonomy-generate says it does

Accept a complete PR plan (plan.md in plans/{feature-name}/) 2.
SKILL.md
Extract all implementation steps from the plan 3.
SKILL.md
Generate comprehensive step documentation with complete code 4.
SKILL.md
Save plan to: `plans/{feature-name}/implementation.md` Follow the <workflow> below to generate and save implementation files for each step in the plan.
SKILL.md
npx skills add https://github.com/github/awesome-copilot --skill structured-autonomy-generate

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Listed on Skillselion
Installs8.7k
repo stars37.1k
Security audit3 / 3 scanners passed
Last updatedJuly 28, 2026
Repositorygithub/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

SKILL.mdMarkdownGitHub ↗

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.

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