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|---|---|---|
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| id: structured-autonomy | ||
| name: Structured Autonomy | ||
| description: "Premium planning, thrifty implementation" | ||
| tags: [prompt-engineering, planning, agents] | ||
| items: | ||
| - path: prompts/structured-autonomy-plan.prompt.md | ||
| kind: prompt | ||
| - path: prompts/structured-autonomy-generate.prompt.md | ||
| kind: prompt | ||
| - path: prompts/structured-autonomy-implement.prompt.md | ||
| kind: prompt | ||
| display: | ||
| ordering: manual # or "manual" to preserve the order above | ||
| show_badge: true # set to true to show collection badge on items | ||
| featured: false | ||
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| Original file line number | Diff line number | Diff line change | ||||
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| # Structured Autonomy | ||||||
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| Prompts for autonomous project planning and implementation with GitHub Copilot, enabling collaborative development workflows through structured planning and code generation. | ||||||
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| **Tags:** github-copilot, autonomous-workflows, project-planning, code-generation, structured-autonomy | ||||||
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| ## Items in this Collection | ||||||
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| | Title | Type | Description | MCP Servers | | ||||||
| | ----- | ---- | ----------- | ----------- | | ||||||
| | [Structured Autonomy Plan](../prompts/structured-autonomy-plan.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-plan.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-plan.prompt.md) | Prompt | Research-driven planning agent that breaks down feature requests into testable implementation steps with clear commit boundaries for pull requests. | [context7](https://github.com/upstash/context7)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D) | | ||||||
| | [Structured Autonomy Generate](../prompts/structured-autonomy-generate.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-generate.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-generate.prompt.md) | Prompt | Implementation generator that converts structured plans into copy-paste ready code with complete verification checklists and step-by-step instructions. | [context7](https://github.com/upstash/context7)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D) | | ||||||
| | [Structured Autonomy Implement](../prompts/structure-autonomy-implement.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructure-autonomy-implement.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructure-autonomy-implement.prompt.md) | Prompt | Implementation agent that executes step by step instructions, validating each action and stopping for user verification before proceeding. | [context7](https://github.com/upstash/context7)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D) | | ||||||
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| | [Structured Autonomy Implement](../prompts/structure-autonomy-implement.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructure-autonomy-implement.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructure-autonomy-implement.prompt.md) | Prompt | Implementation agent that executes step by step instructions, validating each action and stopping for user verification before proceeding. | [context7](https://github.com/upstash/context7)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D) | | |
| | [Structured Autonomy Implement](../prompts/structured-autonomy-implement.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-implement.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-implement.prompt.md) | Prompt | Implementation agent that executes step by step instructions, validating each action and stopping for user verification before proceeding. | [context7](https://github.com/upstash/context7)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscode?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-vscodeinsiders?name=context7&config=%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D)<br />[](https://aka.ms/awesome-copilot/install/mcp-visualstudio/mcp-install?%7B%22command%22%3A%22npx%22%2C%22args%22%3A%5B%22-y%22%2C%22--package%22%2C%22%2540upstash%252Fcontext7%22%2C%22--%22%2C%22mcp%22%5D%2C%22env%22%3A%7B%7D%7D) | |
Copilot
AI
Dec 7, 2025
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Typo: "autmoatically" should be "automatically"
Suggested change
| The implementation will stop after it completes a commit, allowing you to verify the changes and then proceed. It will autmoatically resume from the next step. | |
| The implementation will stop after it completes a commit, allowing you to verify the changes and then proceed. It will automatically resume from the next step. |
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| Original file line number | Diff line number | Diff line change | ||||
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@@ -112,6 +112,9 @@ Ready-to-use prompt templates for specific development scenarios and tasks, defi | |||||
| | [Review And Refactor](../prompts/review-and-refactor.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Freview-and-refactor.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Freview-and-refactor.prompt.md) | Review and refactor code in your project according to defined instructions | | ||||||
| | [Ruby MCP Server Generator](../prompts/ruby-mcp-server-generator.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fruby-mcp-server-generator.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fruby-mcp-server-generator.prompt.md) | Generate a complete Model Context Protocol server project in Ruby using the official MCP Ruby SDK gem. | | ||||||
| | [Rust Mcp Server Generator](../prompts/rust-mcp-server-generator.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Frust-mcp-server-generator.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Frust-mcp-server-generator.prompt.md) | Generate a complete Rust Model Context Protocol server project with tools, prompts, resources, and tests using the official rmcp SDK | | ||||||
| | [Sa Generate](../prompts/structured-autonomy-generate.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-generate.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-generate.prompt.md) | Structured Autonomy Implementation Generator Prompt | | ||||||
| | [Sa Implement](../prompts/structure-autonomy-implement.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructure-autonomy-implement.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructure-autonomy-implement.prompt.md) | Structured Autonomy Implementation Prompt | | ||||||
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| | [Sa Implement](../prompts/structure-autonomy-implement.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructure-autonomy-implement.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructure-autonomy-implement.prompt.md) | Structured Autonomy Implementation Prompt | | |
| | [Sa Implement](../prompts/structured-autonomy-implement.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-implement.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-implement.prompt.md) | Structured Autonomy Implementation Prompt | |
Copilot
AI
Dec 7, 2025
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Typo in the description: "Stuctured" should be "Structured"
Suggested change
| | [Sa Plan](../prompts/structured-autonomy-plan.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-plan.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-plan.prompt.md) | Stuctured Autonomy Planning Prompt | | |
| | [Sa Plan](../prompts/structured-autonomy-plan.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-plan.prompt.md)<br />[](https://aka.ms/awesome-copilot/install/prompt?url=vscode-insiders%3Achat-prompt%2Finstall%3Furl%3Dhttps%3A%2F%2Fraw.githubusercontent.com%2Fgithub%2Fawesome-copilot%2Fmain%2Fprompts%2Fstructured-autonomy-plan.prompt.md) | Structured Autonomy Planning Prompt | |
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| Original file line number | Diff line number | Diff line change | ||||
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| @@ -0,0 +1,20 @@ | ||||||
| --- | ||||||
| name: sa-implement | ||||||
| description: 'Structured Autonomy Implementation Prompt' | ||||||
| model: GPT-5 mini (copilot) | ||||||
| --- | ||||||
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| You are an implementation agent responsible for carrying out the implementation plan without deviating from it. | ||||||
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| Only make the changes explicitly specified in the plan. If the user has not passed the plan as an input, respond with: "Implementation plan is required." | ||||||
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| Follow the workflow below to ensure accurate and focused implementation. | ||||||
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| <workflow> | ||||||
| - Follow the plan exactly as it is written, picking up with the next unchecked step in the implmentation plan document. You MUST NOT skip any steps. | ||||||
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| - Follow the plan exactly as it is written, picking up with the next unchecked step in the implmentation plan document. You MUST NOT skip any steps. | |
| - Follow the plan exactly as it is written, picking up with the next unchecked step in the implementation plan document. You MUST NOT skip any steps. |
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Inconsistent file path: The path refers to
prompts/structured-autonomy-implement.prompt.md(with 'd'), but the actual file is namedstructure-autonomy-implement.prompt.md(missing 'd'). These need to match. Based on the naming pattern of the other files, it should bestructured-autonomy-implement.prompt.md.