interrogate
Skill4 starsChanged 2 days agoMITView on GitHub
Have reviewers from different model families review the same change independently, then reconcile their findings by running code instead of voting. Use for "interrogate this", "adversarial review", "cross-model review", "second opinion from Codex/Claude", "stress test this change", "find what I missed", and before merging security, data, concurrency, parser or money-handling changes.
75 other projects use a version of this.
Adopted by
Most recently taken up by
- mdsmithaustin/pstacktheir own version, first seen Nov 15, 2026
- Yeachan-Heo/oh-my-claude-sisyphustheir own version, first seen Nov 8, 2026
- caidanw/skillstheir own version, first seen Nov 8, 2026
- thensls/nsls-builder-toolkittheir own version, first seen Nov 8, 2026
- Yeachan-Heo/oh-my-claudecodetheir own version, first seen Nov 8, 2026
- endqwerty/endstacktheir own version, first seen Nov 8, 2026
Used with
Projects with it also use ketchup-video, principle-explain-the-number and 10 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.
tristanphvnSkillketchup-video
Catch the user up like /keel:ketchup, with a short silent video of slides for what happened and the waiting calls as text under it. Use for /keel:ketchup-video.
Also in 14 projects that use this
ianclearySkillprinciple-explain-the-number
Apply before you trust, report, or act on a number you measured: a speedup, a regression, a throughput, a latency, or an eval result. Find what limits it, and rule out that it measured something other than the work you think.
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eryzerzSkillmake-bot-ui
Use when building a custom UI (page, dashboard, buttons) that should wake a Grok Bot over a webhook, when the user must provide a webhook sender key, or when exposing that UI on Tailscale.
Also in 20 projects that use this
bnemaSkillsetup-pstack
Configure which Pi models pstack uses per role. Detects available provider/model specs and writes pstack's user configuration. Use for /setup-pstack, "configure pstack models", or changing pstack model choices.
Also in 25 projects that use this
ianclearySkillpoteto-help
Guides users through pstack setup, /poteto-mode, and picking the skill, playbook, or principle for a task. Type /poteto-help with a question.
Also in 14 projects that use this
Xia-AtaraxiaSkillbenchmark-checklist
Vets performance measurements for the limiter, tuning, physical limits, errors, repeatability, relevance, and proof that timed work happened. It applies to 'check this benchmark', 'report this speedup', measured regressions, and choosing a library or configuration from numbers. It reports spread and gaps before drawing a conclusion. Not for general testing policy or choosing test oracles - use principle-testing.
Also in 37 projects that use this
Other versions75 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 75
- Yeachan-Heo/oh-my-claude-sisyphus★ 41ksame name
- Yeachan-Heo/oh-my-claudecode★ 41ksame name
- backnotprop/pstack★ 3.8ksame name
- moeru-ai/xsai★ 667same name
- savannahfeder/agentbox★ 376same name
- jtaroreh/agystack★ 128same name
- uzairansaruzi/p3-stack★ 126same name
- dsebban/skills★ 71same name
- overextended/skills★ 22same name
- TheOnlyFusionCube/potetos-for-everyone★ 21same name
65 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 repository50 other files it gives its agents.
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- ycSkill
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The file
We split this skill into the rules it gives an agent
7 rules. 0 are common, 7 are distinctive, and 0 are very specific to this project.
0
Common
Most of the 75 edited versions we read keep these.
7
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 28
Use two by default and three at most.
- Distinctive: line 36
Use the CLIs you're already logged in to.
- Distinctive: line 37
If only one model family is available, use one reviewer per family you do have, and say in the report that the review isn't cross-family.
- Distinctive: line 53
Don't tell a reviewer what you suspect, and don't show it another reviewer's output.
- Distinctive: line 58
Start every reviewer at once.
- Distinctive: line 94
No reviewer sees another's findings before reconciliation.
- Distinctive: line 95
Every verdict carries evidence: a command and its output, or a quoted line.
“Common” is measured: kept by at least 6 in 10 of the 75 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
Interrogate
One reviewer has blind spots. A second reviewer from the same model family tends to share them. Reviewers from different families, briefed identically and kept apart, miss different things. The lead then treats every finding as a claim to check, not a vote to count.
When it applies
- A non-trivial change that is costly to get wrong: auth, permissions, payments, migrations, storage, concurrency, parsers and sanitizers, anything that deletes.
- A change you wrote yourself and now can't see fresh.
- The user asks for a second opinion.
Skip it for small, low-stakes diffs. One good reviewer is enough there, and this costs at least two full reviews.
Reviewers
Use two by default and three at most. Pick them from different model families:
| You are running in | Reviewer A | Reviewer B |
| Claude Code | a subagent on your strongest Claude model | codex exec with a read-only sandbox |
| Codex | yourself, in a fresh context | claude -p with read-only tools |
| OpenCode or other | a subagent on one provider | a subagent on another provider |
Use the CLIs you're already logged in to. Don't spend a paid API key on this without the user's okay. If only one model family is available, use one reviewer per family you do have, and say in the report that the review isn't cross-family.
Procedure
1. Write one brief and give it to every reviewer, unchanged
Review this change for defects: <diff command or file list, base..head>.
Context: <what the change is for, in two sentences>.
Report only defects you can state as a concrete failure: the input or state, what happens, what
should happen. For each: file:line, severity (critical / high / medium / low), the failure scenario,
and how to reproduce it. No style notes. No praise. If you find nothing, say so.
Write the full report to <path>, and return the path plus a one-line summary.Don't tell a reviewer what you suspect, and don't show it another reviewer's output. A hint anchors it, and the point is independent views.
2. Run them in parallel
Start every reviewer at once. A Codex review from inside Claude Code, for example:
codex exec -s read-only "$(cat brief.md)" > review-codex.md3. Reconcile: each finding is a claim
Merge the reports into one list, deduplicating findings that describe the same failure. Then settle each one:
| Verdict | When |
| CONFIRMED | You reproduced it (a failing test, a script, a request), or you read the code path and it fails exactly as described. |
| REJECTED | You showed it can't happen: quote the guard, the type or the test that rules it out. |
| OPEN | You could neither reproduce nor rule it out. Keep it, with what you tried. |
Found by two reviewers is a strong hint, not a confirmation; found by one isn't a reason to drop it. A finding where the reviewers disagree is the most valuable to settle by running code.
4. Report
Reviewers: <model A>, <model B> Diff: <base..head>
| # | Finding | Found by | Verdict | Evidence |
| 1 | <failure, file:line> | A, B | CONFIRMED | test X fails: <output> |
| 2 | <failure, file:line> | B | REJECTED | guarded at file:line |
| 3 | <failure, file:line> | A | OPEN | tried <...> |
Fix first: <confirmed findings, worst first>Rules
- Same brief for every reviewer, word for word.
- No reviewer sees another's findings before reconciliation.
- Every verdict carries evidence: a command and its output, or a quoted line.
- Fixing the confirmed findings is a separate step. Re-run only the reviewer whose finding you fixed, on the fix, not the whole panel.
- ystack's
review-panelmod picks specialist reviewers by diff;interrogateis the cross-model pass on top, for the changes where that matters.
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.

