Agent skill · Testing & QA

prompt-set-qa

Gate a prompt universe for schema and provenance completeness, target or campaign contamination, evidence entailment, naturalness, one-concept clarity, architecture consistency, aided status, answer leakage, and semantic duplicates. Use after realistic prompt generation and before human panel selection.

Elvis Sun613★ · +7/wk · 1 repos on radarProfile →
claude-codeMIT
Install
npx skills add elvisun/newsjack --skill prompt-set-qa --agent claude-code

Same command for any agent — swap --agent for codex, cursor, copilot.

Facts
Files in the skill folder: 1
SKILL.md size: 6 KB
Bundled scripts: none
Path: skills/prompt-set-qa/SKILL.md
Open the folder on GitHub →
Where it comes from
Stars: 620 · +7 this week
Language: Go
Read our review of the source →

Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.

From the SKILL.md

# Prompt Set QA Decide `pass`, `revise`, `quarantine`, or `reject`. Do not quietly repair upstream work. This skill inherits the ethical floor from `skills/ETHICS.md`. It enforces anti-hallucination, provenance, blinding, and decay-aware review. Anti-spray and human-send are not applicable. ## Inputs Require: - `prompt_universe.json`; - `prompt_architecture.json`; - evidence excerpts and source metadata; - the versioned contamination register; - deterministic normalization, lexical scan, exact-hash, and similarity-pair results; - optional blind human decisions. Reject inputs that include baseline visibility, current rankings, target performance, answer-derived target pages, or selectors' preferred outcomes. ## Run deterministic checks first Check: 1. schema and provenance completeness; 2. unique IDs and resolved references; 3. target, product, domain, people, slogan, proprietary-category, campaign, flattering-claim, and competitor terms; 4. forbidden answer-derived fields; 5. Unicode normalization, language, length, and one-concept shape; 6. exact normalized hashes; 7. lexical similarity candidate pairs; 8. embedding pairs when a fixed model/version is available; 9. architecture co

What's inside
Steps it walks through
  1. Inputs
  2. Run deterministic checks first
  3. Review semantically
  4. Decision rules
  5. Contamination register
  6. Output
  7. Handoff
More from newsjack
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About this skill
What does the prompt-set-qa skill do?

Gate a prompt universe for schema and provenance completeness, target or campaign contamination, evidence entailment, naturalness, one-concept clarity, architecture consistency, aided status, answer leakage, and semantic duplicates. Use after realistic prompt generation and before human panel selection.

How do I install it?

Run `npx skills add elvisun/newsjack --skill prompt-set-qa --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.

Where does this skill come from?

From elvisun/newsjack, a repository with 620 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.

Is a popular skill a good skill?

Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.

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