Friday, February 13, 2026

Retrospec: Reverse Engineering High-Level Specification Prompts from Git Commits Using Iterative Copilot SDK and Similarity Scoring

Unlocking Code Insights with Retrospec

Retrospec streamlines the process of understanding coding decisions like never before. This innovative CLI tool answers a pivotal question: What high-level specification could have inspired a specific code commit?

Key Features:

  • Iterative Search: Utilizes GitHub Copilot SDK to explore repositories and pinpoint the best prompt for your target commit.
  • Spec Generation: Turns historical code changes into reusable task specifications, enhancing team alignment.
  • Quality Assessment: Scores candidate prompts on two axes—Technical Similarity and Spec Realism.

How It Works:

  • Clone the repository to a workspace.
  • Compute the target patch.
  • Generate specs iteratively while adhering to strict no-code rules.
  • Evaluate and save the highest scoring suggestion as a structured markdown prompt.

Join the conversation on how AI can revolutionize software development. Discover more about Retrospec and enhance your coding practices today!

👉 Share your thoughts and let’s innovate together!

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