Agent Code Output Verification Rubric
Score agent-produced code changes against correctness, safety, test coverage, and convention adherence — and get a weighted merge verdict before anything reaches your main branch.
A 4-step agentic workflow pack for coding built to run with ChatGPT, Claude, and Gemini. Open the Markdown files, fill the variables, and paste into your model. Most buyers get a reviewable result in about 10 minutes.
- Rate every agent change on correctness against the original task intent with explicit 1–5 criteria
- Catch boundary violations, unintended side effects, and security issues before they merge
- Score test coverage and code-convention adherence on a calibrated, team-shareable rubric
- Produce a weighted aggregate score and a clear merge / revise / reject verdict in seconds
- Standardize your team's acceptance bar so agent output quality is consistent across reviewers
Prompt Customization Service — optional help adapting variables and output to your brand voice. Choose your tier at checkout (not tied to this prompt's price).
This pack is $8 on its own. Buying every pack separately costs $935. The Lifetime Bundle is $149 one-time — you save $786 (84% off) and unlock every future pack free.
Get the Lifetime Bundle — $149Paste the license key from your receipt. It must match this prompt pack.
What ships with your purchase
Prompt files
Plain Markdown files with `{{variables}}` you fill in, ready to paste into ChatGPT, Claude, or Gemini. No setup, no tooling required.
Usage guide
Variable reference, model compatibility, examples, and customization tips so you can adapt the pack to your brand voice.
Lifetime updates
When we improve the pack, you get the new version automatically. Email support included with every purchase.
Models tested: ChatGPT, Claude, Gemini.
The workflow inside this pack
4 composable prompts you run in order — each one picks up where the last left off.
- Step 1
Correctness Scoring
Paste the diff and the original task intent and get a scored correctness table: each criterion rated 1–5 with the specific evidence from the diff that drove the score.
- Step 2 · optional
Safety and Scope Scoring
Submit the diff and task scope and receive a safety and scope scoring table with boundary adherence, unintended-side-effect detection, and security surface ratings.
- Step 3 · optional
Test and Convention Scoring
Provide the diff, a description of your test expectations, and your key conventions to get a scored table covering test adequacy, naming, structure, and style alignment.
- Step 4 · optional
Merge Recommendation
Feed in the three individual scores and your weight preferences and get a weighted aggregate, a pass/fail verdict against your threshold, and a one-paragraph rationale.
Perpetual (lifetime) use license
Your one-time purchase includes an ongoing right to use this prompt pack with the AI tools and models you control for your own and your clients' work — not for resale or public redistribution of the files as a product.
We keep the copyright
The prompt files, guides, examples, and bundled assets stay our copyrighted works (or our licensors'). Payment grants the limited license in our Terms only — it does not transfer ownership.
Need help adapting this prompt to your team? Add Prompt Customization Service at checkout.