quality
Skill84 starsChanged 13 days agoMITView on GitHub
Use to see which checks failed or warned, what was quarantined, how fresh the tables are, and whether each table is safe to use today.
12 other projects use a version of this.
Adopted by
Most recently taken up by
- ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tooltheir own version, first seen Nov 8, 2026
- menot-you/n-soultheir own version, first seen Nov 1, 2026
- ansvisor/ansvisortheir own version, first seen Nov 1, 2026
- tam159/next-roletheir own version, first seen Nov 1, 2026
- google-gemini/gemini-clitheir own version, first seen Oct 13, 2026
- boostsecurityio/poutinetheir own version, first seen Oct 8, 2026
Used with
Projects with it also use tasks, analyze and 4 more.
Other files people use alongside this one.
Files found in the same public projects as a version of this one, more often than they turn up anywhere else. Each project counts once, large collections count for less, and this file's own repository is left out.
genomewalkerSkilltasks
Browse and resume tasks, threads, and background jobs across sessions
Also in 3 projects that use this
AnthropicSkillanalyze
Answer data questions -- from quick lookups to full analyses. Use when looking up a single metric, investigating what's driving a trend or drop, comparing segments over time, or preparing a formal data report for stakeholders.
Also in 3 projects that use this
MicrosoftSkillreport
Turn an exploration (threads, findings, charts) into a single Markdown report — note, blog post, executive summary, KPI dashboard, slide brief, or multi-section analytical report, with embedded charts.
Also in 3 projects that use this
AnthropicSkilldebug
Structured debugging session — reproduce, isolate, diagnose, and fix. Trigger with an error message or stack trace, "this works in staging but not prod", "something broke after the deploy", or when behavior diverges from expected and the cause isn't obvious.
Also in 4 projects that use this
SentrySkillreview
Fixture review skill.
Also in 5 projects that use this
BlockSkillplan
Draft a TDD, PRD, or lightweight plan in the conversation without committing it.
Also in 3 projects that use this
Other versions12 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 12
- google-gemini/gemini-cli★ 109ksame name
- H-mmer/pentest-agents★ 815same name
- boostsecurityio/poutine★ 533same name
- ai-search-guru/getcito-worlds-first-open-source-aio-aeo-or-geo-tool★ 432same name
- ansvisor/ansvisor★ 233same name
- tam159/next-role★ 67same name
- ariaxhan/kernel-claude★ 15same name
- stevehansen/eidet★ 4same name
- websublime/mister-anderson★ 3same name
- GlamgarOnDiscord/claude-saas-blueprint★ 2same name
2 more not listed
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 repository16 other files it gives its agents.
- CLAUDE.mdCLAUDE.md
- big-reviewSkill
- contractSkill
- cost-reviewSkill
- data-productSkill
- docsSkill
- impactSkill
- incidentSkill
- knowledge-refreshSkill
- metadataSkill
- migrationSkill
- profileSkill
- pr-reviewSkill
- reconcileSkill
- test-dataSkill
- toolkitSkill
The file
We split this skill into the rules it gives an agent
2 rules. 0 are common, 2 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 10 edited versions we read keep these.
2
Distinctive
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 16
Every check, layer by layer: passed, warned or failed, with the table and the rows it affects.
- Distinctive: line 39
Never changes a check, never reruns a job, never releases a quarantined row.
“Common” is measured: kept by at least 6 in 10 of the 10 edited versions of this file we could read. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Quality
The job: say what the checks stopped and why, and whether each table can be trusted today. It reads, it never changes a check.
Input: a date or a period, the last month by default.
Steps
- The status of the runs: succeeded or failed, the check that failed a run, and the tasks that were skipped.
- Every check, layer by layer: passed, warned or failed, with the table and the rows it affects.
- The quarantine: every stopped file and row, with the rule it broke.
- Freshness: when every table the consumers read was last rebuilt, against its service level.
- The reconciliation with the source, when the project has one: the counts and the totals on both sides.
- The checks that fail most, and the ones that warn every day and nobody looks at anymore.
- The checks that never failed: when each one was last tested with bad data, so you know it still works.
- The verdict per table: safe to use, use with care, or do not use, with the reason.
- Give the result as one web page.
Output
One HTML file, like references/quality.html: the numbers of the period, the verdict per table, when the data was ready, every check on every day, the checks that failed most, the quarantine per day and the stale tables. Read it for the layout before you write the page.
Reads
- the run records, the check results, the quarantine, the reconciliation
Writes
- the web page only
Never
- Never changes a check, never reruns a job, never releases a quarantined row.
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.

