structured-autonomy-generate Skill (awesome-copilot): What It Does and How to Install It

Turns a feature plan into a full implementation.md with complete code, file paths and checkboxes for each step.

Installs: 8.7K; on skills.sh
Stars: 40.7K; on GitHub
Updated: Oct 2026; last repo commit

This skill reads a plan saved as plans/{feature-name}/plan.md and writes plans/{feature-name}/implementation.md. Each step in that file has complete code, exact file paths, checkboxes and a verification list, and ends with a STOP & COMMIT line.

It does one research pass over your project and the official docs, then writes the file. It bundles no scripts and the SKILL.md names no API key. It is the middle skill of structured-autonomy-plan, generate and implement.

Good for

Developers who plan a feature with a strong model and want a cheaper one to implement it
Teams that want each step of a PR documented and committed one at a time
Anyone using the structured-autonomy plan, generate, implement flow

Install structured-autonomy-generate

Claude Code

Copy this prompt.

Install the structured-autonomy-generate skill in Claude Code. Run this command:

npx skills add https://github.com/github/awesome-copilot --skill structured-autonomy-plan --skill structured-autonomy-generate --skill structured-autonomy-implement

Then check that it loaded and tell me how to use it.

2
Paste it into Claude Code. It shows the change and asks before running it.

Requires Node.js.

Install all three skills together. structured-autonomy-plan writes plans/{feature-name}/plan.md, generate turns it into implementation.md, and implement carries it out. The Copilot plugin route installs the structured-autonomy plugin, which lists the same 3 skills and no agents, hooks or MCP servers. The skill edits project files and runs build commands, so there is no Claude app upload route.

Built from the package data we hold. Not yet tested by us.

What's in the skill

When it loads

Structured Autonomy Implementation Generator Prompt

Sections in SKILL.md

Step 1: Parse Plan & Research Codebase
Step 2: Generate Implementation File
Goal
Prerequisites
Step-by-Step Instructions

Key facts

Author: Awesome Copilot Community (listed as the plugin author)
License: MIT
Installs on skills.sh: 8,739 (Nov 2, 2026)
GitHub stars: 40,666 for the whole github/awesome-copilot repo (Nov 2, 2026)
Last repo commit: Oct 30, 2026
Audits on skills.sh: Gen Agent Trust Hub: pass, Socket: pass, Snyk: pass
What it includes: 1 file including SKILL.md
Part of: Copilot plugin structured-autonomy: 3 skills (plan, generate, implement), described as "Premium planning, thrifty implementation"

What it includes

Reads plan.md, then runs one research pass through a subagent without pausing.
Pulls the feature name and branch, the numbered steps and the files each step affects. The research covers project-wide analysis, code patterns, architecture and official documentation.
Files · Step 1: Parse plan and research
Writes plans/{feature-name}/implementation.md with complete code for every step.
The document must have copy-paste code, exact file paths, a checkbox for every action, testable verification points, no open decisions, the tech stack and the build and test commands.
Write · Step 2: Generate the implementation file
Goal, prerequisites, then per step: checkboxes, code, verification and STOP & COMMIT.
Each step ends with a STOP & COMMIT line that tells the agent to wait while you test, stage and commit.
Plan template
Four areas: project-wide analysis, code patterns, architecture, official documentation.
The last area says to fetch official docs for the major libraries and frameworks.
Network · Research task

From the official docs

Permissions

Low risk

It reads your project and writes one markdown file full of code for you to paste in later. Read implementation.md before anyone follows it.

What it can do

Read your data
Create and change things
Delete things
Read-only mode

Watch out for

It writes code you will later paste in
implementation.md holds complete code for each step. Read it before anyone runs it, because the SKILL.md demands zero modifications needed. github.com
The file tells you to switch branches
The template says to move to the feature branch, or create it from main if it does not exist. Check which branch you are on first. github.com

Technical details

Turning on read-only	No read-only mode. It writes one markdown file, implementation.md.
Scopes	Reads your project files for the research pass Fetches official documentation for the libraries it finds Writes plans/{feature-name}/implementation.md

Questions

What does structured-autonomy-generate do?

It reads a feature plan saved as plans/{feature-name}/plan.md and writes plans/{feature-name}/implementation.md. That file holds complete code, exact file paths and checkboxes for every step, and the SKILL.md says it must leave no "decide for yourself" moments.

Do I need the other structured-autonomy skills?

Its input is a plan.md in plans/{feature-name}/. The sibling skill structured-autonomy-plan saves its plans to that path (its SKILL.md). structured-autonomy-implement carries out an implementation plan. The install box installs all three.

How do I install it?

Use the install box above. In Copilot CLI the structured-autonomy plugin adds all three skills. With the skills CLI the command names all three, because generate expects a plan and implement expects the generated plan.

Does it change my code?

It writes the implementation.md file and does not implement the steps. The SKILL.md has a research task that reads your project. The document it writes tells whoever follows it to switch to the feature branch, or create it from main if it does not exist.

Does it work in Claude Code?

The SKILL.md tells the agent to run its research through runSubagent, a Copilot tool name, and names no other client. The install box has Claude Code folder and skills CLI routes.

Is it safe?

It bundles no scripts and the SKILL.md names no API key. It reads your project, fetches official documentation and writes one markdown file. Read the generated implementation.md before anyone follows it, because it contains code that will be pasted into your project.

Information

updated Nov 2, 2026

Repository: github/awesome-copilot
Folder: skills/structured-autonomy-generate

github/awesome-copilot skills.sh

Sources

Docs, issue trackers and discussions this page is built from.

Show all 5

structured-autonomy-generate SKILL.md · github.com
structured-autonomy-plan SKILL.md · github.com
structured-autonomy plugin.json · github.com
structured-autonomy plugin README · github.com
awesome-copilot README · github.com