qa-iteration
Skill3 starsChanged 24 days agoApache-2.0View on GitHub
Assess and improve Primr output quality. Use when the user asks to review, grade, refine, or troubleshoot a report or strategy document.
1 other project uses a version of this.
Adopted by
Most recently taken up by
- pueo-labs/primrword for word, first seen Nov 1, 2026
Other versions1 project uses a version of this.
Word for word · 1
- pueo-labs/primr★ 3100% same
Edited · 0
None found.
Wrote their own version · 0
None found.
How matches are found. Word for word: the exact same text. Edited: shares passages with this file (“99% same” means 99% of its five-word phrases also appear here; 10% or more counts). Their own version: similar meaning, or, weakest, the same name. We can’t tell which project had it first. Projects are counted among the 200 most-starred candidates, and mentions are links to the repository we found, up to 50 per site, so both counts are a floor.
In this repository8 other files it gives its agents.
- AGENTS.mdAGENTS.md
- CLAUDE.mdCLAUDE.md
- primr-zeroSkill
- primrSkill
- primr-zeroSkill
- company-researchSkill
- hypothesis-trackingSkill
- scrape-strategySkill
The file
We split this skill into the rules it gives an agent
7 rules. About 0 are common, 4 are distinctive, and 3 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈4
Distinctive · estimate
This author's own choices. Worth a look.
3
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 35
Use this skill after research or strategy generation to evaluate output quality and identify the next corrective action.
- Very specific: line 43
Read primr://output/latest when the user does not specify a path.
- Very specific: line 45
Run run_qa on the concrete report path.
- Very specific: line 49
If the user wants a different deliverable rather than a rewrite, read primr://strategies/available, call estimate_strategy, and get …
- Distinctive: line 57
Treat QA as a decision aid, not a final verdict.
- Distinctive: line 61
Do not recommend regeneration until you can explain what is weak.
- Distinctive: line 63
Keep the follow-up action specific: rerun research, generate a strategy, or revise the report.
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
QA Iteration
Purpose
Use this skill after research or strategy generation to evaluate output quality and identify the next corrective action.
Workflow
- Read
primr://output/latestwhen the user does not specify a path. - Run
run_qaon the concrete report path. - Summarize the weakest sections first.
- If the user wants a different deliverable rather than a rewrite, read
primr://strategies/available, callestimate_strategy, and get approval beforegenerate_strategy.
Operating Rules
- Treat QA as a decision aid, not a final verdict.
- Prioritize factual gaps, missing citations, and thin strategic interpretation.
- Do not recommend regeneration until you can explain what is weak.
- Keep the follow-up action specific: rerun research, generate a strategy, or revise the report.
Example
run_qa(report_path="output/exampleco/report.md")
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
Files you open will collect here, so you can find them again.
Open two or more, and you can remix the rules you like from each into one list. Kept in this browser only.
Now do this for your own.
Bring your CLAUDE.md, AGENTS.md or skills. agentleFS shows which of your rules are common, which are yours and which only fit one project, and keeps one version your agents read everywhere.

