When should I use the Goal-Driven skill?

Use this skill at the start of any task where you want to maximize autonomy, especially for complex features, bug fixes, or performance tuning where the outcome is testable.

Does this skill require existing tests?

While it works best with existing tests, the skill encourages the AI to create new tests as part of the verification process to prove that all success criteria are met.

What is the difference between imperative and declarative prompts?

Imperative prompts tell the AI exactly how to do a task step-by-step, whereas declarative prompts define what the end result should be, allowing the AI to determine the best path to success.

How does defining success criteria help the AI?

Specific success criteria provide a clear 'definition of done' that the AI can use to test its own code, iterate on failures, and verify completion without human intervention.

Goal-Driven Development

Name: Goal-Driven Development
Author: rahulsub

byrahulsub

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Productivity & Workflow

Enables autonomous AI iteration by defining testable success criteria and declarative goals instead of manual step-by-step instructions.

The Goal-Driven Development skill empowers developers to maximize Claude Code's potential by shifting from imperative commands to declarative success criteria. By defining what 'done' looks like through specific requirements, constraints, and verification steps, this skill enables the AI to autonomously iterate, self-correct, and verify its own work. This approach leverages the LLM's natural strength in iteration to reduce manual course corrections and back-and-forth communication, making it highly effective for complex feature implementation, refactoring, and performance optimization tasks.

Key Features

01Standardized Goal Templates

02Automated Success Verification

031 GitHub stars

04Declarative Task Specification

05Constraint-Based Development

06Autonomous Iterative Loops

Use Cases

01Refactoring legacy code where behavior must be verified against strict criteria

02Implementing complex features with specific performance and security constraints

03Automating multi-step coding tasks that require self-correction and validation

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add rahulsub/code-practices-plugin goal-driven

For use in Claude.ai and ChatGPT

Download Skill