Skills github awesome-copilot Structured Autonomy
structured-autonomy-generate
- Use it when:
- You have a plan.md from structured-autonomy-plan and want every step written out as code before anyone implements it.
- It does:
- Has a subagent research the project's stack, conventions, patterns and library docs once, then writes each step with complete code for named files.
- You get:
- plans/{feature-name}/implementation.md, with checkboxes, a verification checklist and a STOP & COMMIT point after each step.
- Next:
- structured-autonomy-implement follows that file one step at a time.
Skill 2 of 3 in the Structured Autonomy bundle, after structured-autonomy-plan and before structured-autonomy-implement.
Only works inside its bundle: Needs the plans/{feature-name}/plan.md that structured-autonomy-plan saves, and takes the feature name, branch, steps and each step's files from it. Install Structured Autonomy instead.
TL;DR
The middle step of Structured Autonomy. It reads plans/{feature-name}/plan.md for the feature name, branch, steps and affected files, then runs one research pass through a subagent, without pausing: the project's type, stack and versions, folder layout, naming conventions, build and test commands, existing error-handling, logging and helper patterns, how components interact, and the official docs of its major libraries, with version details and known gotchas. From that it writes plans/{feature-name}/implementation.md, meant to leave nothing to decide. It opens with the goal and a prerequisite to be on the feature branch, created from main if missing. Each step then gets checkbox instructions with complete code to paste into named files, with no placeholders or TODO comments, a verification checklist such as no build errors and UI checks, and a STOP & COMMIT point where the agent waits for you to test, stage and commit.
Summarizes the skill at 797337f.
npx skills add https://github.com/github/awesome-copilot --skill structured-autonomy-generate skills.sh pageSource on GitHubAll skills from github/awesome-copilot
- Total Downloads
- 8,700 on skills.sh, Nov 9, 2026
- Repo stars
- 40,943 github/awesome-copilot
- First seen
- Feb 25, 2026 on skills.sh
Weekly values
| Week to | Installs |
|---|---|
| Sep 21 | 8 |
| Sep 28 | 14 |
| Oct 5 | 13 |
| Oct 12 | 2 |
| Oct 19 | 0 |
| Oct 26 | 1 |
| Nov 2 | 2 |
| Nov 9 | 1 |
| Category |
Make the agent question you and write the plan down before it writes code. Everything for building software: planning, coding, debugging, design, frameworks, cloud, agents and skills. |
|---|---|
| Type |
A multi-step process the agent follows: interview, debug, run a TDD loop, review. |
| Effect |
Its own steps create or change files, git state or local tools. |
| Needs |
Relies on the agent being able to spawn subagents. |
| Publisher |
A verified publisher on skills.sh, or the company or maintainer behind the product the skill operates. |
| Topics |
SKILL.md
From github/awesome-copilot at 797337f. Checked daily, last changed Nov 6, 2026.
Frontmatter
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:
- 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
Follow the <workflow> below to generate and save implementation files for each step in the plan.
<workflow>
Step 1: Parse Plan & Research Codebase
- 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
- Feature name and branch (determines root folder:
- Run comprehensive research ONE TIME using <research_task>. Use
runSubagentto execute. Do NOT pause. - 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:
-
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
-
Code Patterns Library:
- Collect all existing code patterns
- Document error handling patterns
- Record logging/debugging approaches
- Identify utility/helper patterns
- Note configuration approaches
-
Architecture Documentation:
- How components interact
- Data flow patterns
- API conventions
- State management (if applicable)
- Testing strategies
-
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}:
{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>