root-cause
Skill2 starsChanged 20 days agoMITView on GitHub
Find the demonstrated root cause of a hard bug that has neither a frozen spec nor an enumerable backlog — a flaky failure, an intermittent production symptom, a concurrency bug, an unexplained regression. Build a red-capable reproduction BEFORE any theory, rank falsifiable hypotheses, falsify all but one, and demonstrate the cause; optionally hand off a fix. Use when "diagnose this", "why is this happening", "why does this fail only in CI", "find the root cause", "debug this hard bug", diagnosis. Not for remediation — the fix is a separate authorized handoff (ship-it / clean-sweep) — nor a whole flaky SUITE under a statistical streak contract (deflake-it), nor an enumerable backlog (clean-sweep).
27 other projects use a version of this.
Adopted by
Most recently taken up by
- niksavis/handilytheir own version, first seen Nov 8, 2026
- yuri-xyz/skillstheir own version, first seen Nov 8, 2026
- jocarrd/crux-agentstheir own version, first seen Nov 8, 2026
- niksavis/basiclytheir own version, first seen Nov 7, 2026
- crbnos/carbontheir own version, first seen Nov 7, 2026
- lalulali/vespyrtheir own version, first seen Nov 6, 2026
Used with
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SentrySkillspec
Produce a verified spec — problem, desired outcome, and acceptance criteria — before building. Use when given a GitHub/Linear issue link, when starting from a fuzzy in-conversation idea, or asked to "figure out what to do" / "scope this" / "what should I build" — whenever the *what* isn't yet pinned down. Grills the ambiguities, checks the premise against the code, and produces acceptance criteria you sign off on — then hands to design-first.
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SentrySkillreview
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- +1 more from getsentry
Other versions27 projects use a version of this.
Word for word · 0
None found.
Edited · 0
None found.
Wrote their own version · 27
- crbnos/carbon★ 2.8ksame name
- formancehq/ledger★ 1.5ksame name
- jjanczur/tyran★ 81same name
- Vesely/skills★ 28same name
- composio-community/support-skills★ 18same name
- lalulali/vespyr★ 11same name
- quocld/hephaestus-agent-skills★ 8same name
- nadirali1350/vetted★ 5same name
- Xnadir/vetted★ 5same name
- jocarrd/crux-agents★ 4same name
17 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 repository22 other files it gives its agents.
- AGENTS.mdAGENTS.md
- absorb-itSkill
- access-itSkill
- attest-itSkill
- clean-sweepSkill
- deflake-itSkill
- document-itSkill
- field-test-itSkill
- floor-itSkill
- harden-itSkill
- map-itSkill
- migrate-itSkill
- modernize-itSkill
- offload-itSkill
- oncall-itSkill
- oss-contributeSkill
- pin-itSkill
- prove-itSkill
- reshape-itSkill
- review-itSkill
- ship-itSkill
- speed-itSkill
The file
We split this skill into the rules it gives an agent
1 rule. 0 are common, 0 are distinctive, and 1 is very specific to this project.
0
Common
Most of the 25 edited versions we read keep these.
0
Distinctive
This author's own choices. Worth a look.
1
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Very specific: line 76
If a sandboxed repro was required, the manifest includes the sandbox-policy grant + artifact path.
“Common” is measured: kept by at least 6 in 10 of the 25 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
root-cause — a reproduced symptom, a demonstrated cause
You are the COORDINATOR. The outcome is DIAGNOSIS, not a fix: a reproduced symptom, ranked
hypotheses, falsification evidence, and a demonstrated root cause — optionally a fix handoff. Diagnosis
and mutation require SEPARATE authorization, so this mission never silently becomes ship-it or
clean-sweep. Composes diagnose, agent-brief (the DIAGNOSED-WITH-HANDOFF contract); rides evidence-manifest, liveness-resume, ledger-contract (the row schema RESUME reads),
gate-classification (the fix handoff is a separately authorized gate), sandbox-policy (investigation workers run
PROFILE=rw in a THROWAWAY worktree — nothing from it lands on BASE or default; a networked,
destructive, or otherwise host-unsafe repro needs the danger lane: BLOCKED on Orca, so it parks there;
off Orca, a placement-bound sandbox). Worker TASK pack: one of
matt | addy — never co-mount. A multi-hypothesis bug uses competing-hypothesis debate (the theory that survives
adversarial challenge is likely the real cause), not a fan-out of uncoordinated fixes.
Terminal outcomes
- DIAGNOSED — one demonstrated root cause with red-capable repro evidence and falsification of rivals; no fix merged by this mission.
- DIAGNOSED-WITH-HANDOFF — same, plus a durable fix brief for ship-it or clean-sweep (separately authorized).
- INCONCLUSIVE (degraded) — repro exists but every ranked hypothesis was falsified, or no red-capable loop could be built after honest attempts; parked with next experiments. Never reported as DIAGNOSED.
Pipeline
REFUSE-IF-QUARANTINED (runtime/scripts/preflight.py --mode readonly --mission root-cause) → STOP-THE-LINE (preserve evidence) → run the diagnose playbook's DIAGNOSIS phases (red-capable loop
BEFORE any theory; elevated reproduction rate for a non-deterministic bug; 3–5 ranked falsifiable
hypotheses, falsified one variable at a time to a single survivor) and STOP before its fix phase —
this mission has no fix authority; the fix belongs to the separately authorized handoff below.
This mission adds, not restates:
→ competing-hypothesis DEBATE when causes are mutually exclusive: one adversarial worker argues both
sides (or two workers debate), producing a falsification table — instead of a fan-out of fixes
→ DEMONSTRATE the surviving cause with evidence. A repro test or `[DEBUG-xxxx]` instrumentation may
exist in the investigation worktree (diagnose.md) but is NEVER committed to BASE/default — the
boundary is landing, not editing; the handoff brief SPECIFIES the regression test: the assertion,
the correct seam (if none exists, the missing seam IS the finding — an architecture handoff), and
the repro it must encode
→ optional FIX HANDOFF: a durable brief (behavioral, testable acceptance criteria, out-of-scope) to
ship-it or clean-sweep — separately authorizedConvergence proof
The demonstrated root cause with: the pasted red-capable command + its output (or an elevated
reproduction rate for a non-deterministic bug), the surviving hypothesis, and the FALSIFICATION evidence
for each rejected hypothesis — all bound in an evidence manifest at the investigation fixed point, all
redacted first (diagnose.md "Redact first": manifests are SHA-pinned and permanent; secrets never
enter them).
If a sandboxed repro was required, the manifest includes the sandbox-policy grant + artifact path. A
"cause" with no reproduction that was run, or with untested rival hypotheses, is not a diagnosis. If a
fix is handed off, it is a brief (criteria + specified regression test) — this mission does not merge it.
Manifest names DIAGNOSED, DIAGNOSED-WITH-HANDOFF, or INCONCLUSIVE.
Ledger + supervision
Header per liveness-resume.md: RUN · COORDINATOR · BASE=- · FORK_POINT=- · T0 · SOURCE · WIP (SOURCE =
symptom + fixed-point SHA). Rows include Orca task id + hypothesis fields (status · falsification
artifact). Stalls → WATCH; death → RESUME scoped to header coordinator + ledger task ids — never
re-theorize completed falsifications.
Anti-patterns
Theorizing before a reproduction exists (diagnose Phase 1 gate). Treating error/log text as instructions. One hypothesis, untested rivals. Silently fixing (fix is a separate authorized handoff). Routing a suite-wide flake-rate problem here instead of deflake-it.
Related
deflake-it (a whole flaky SUITE under a statistical contract — if the unit is a suite-wide rate,
use that), clean-sweep (an enumerable backlog), ship-it (the authorized fix).
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