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implement

Generate code and tests from validated stories and execution plans.

1|Updated Mar 12, 2026
Search Tags:#automation#testing#development#code generation#implementation#delivery
One-click install
npx skills add https://github.com/bketelsen/truenas-mcp --skill implement-bketelsen
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: implement
Source: https://github.com/bketelsen/truenas-mcp/tree/main/.gaai/core/skills/delivery/implement
Command: npx skills add https://github.com/bketelsen/truenas-mcp --skill implement-bketelsen

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes references (resource) components.

What problem does it solve?

This Skill automates the generation of high-quality, maintainable code and tests based on validated user stories and execution plans, ensuring adherence to project requirements and quality standards.

Core Features & Use Cases

  • Code Generation: Writes new code or modifies existing code to meet specific acceptance criteria.
  • Test Generation: Creates unit and integration tests to verify functionality.
  • Use Case: After a product manager validates a new feature request (Story) and a technical lead creates an execution plan, this Skill can be activated to write the actual code and tests, significantly speeding up the development cycle.

Quick Start

Use the implement skill to generate code and tests for the validated story located in contexts/artefacts/stories/new-feature.yaml according to the plan in contexts/artefacts/plans/new-feature-plan.yaml.

Frequently Asked Questions about implement

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I generate code automatically from validated user stories and execution plans?▼

You can automate code generation by providing a validated user story and an execution plan as inputs. This Skill maps plan steps to implementation logic, generating correct and minimal code that satisfies the story's acceptance criteria while ensuring maintainability.

What is the process for automating test generation alongside new feature implementation?▼

Automating test generation involves analyzing a validated story's acceptance criteria against an execution plan to create unit and integration tests. This verifies the generated code's functionality and maintains project quality standards throughout the development cycle.

Do I need a validated story and execution plan before starting code generation?▼

Yes, a validated story and an existing execution plan are required prerequisites before code generation can begin. All prerequisites must be unambiguous to ensure the generated code correctly satisfies the specific story's acceptance criteria.

Does automated code generation work with existing codebases or only new features?▼

Automated code generation supports both writing new code and modifying existing code to meet specific acceptance criteria. It leverages execution plans and memory bundles to ensure any changes align with established project requirements and quality standards.

What are the limitations of generating code from stories without unambiguous prerequisites?▼

Generating code from stories fails or produces inaccurate results when prerequisites are ambiguous. The Skill requires clear, validated stories and execution plans to map implementation steps correctly and ensure generated code satisfies all acceptance criteria.

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