issue-analyze
Skill2 starsChanged 6 days agoMITView on GitHub
GitHub Issue and PR review thread deep analysis with an optional blind verdict. Purpose: analyze issue root causes, classify problems, plan investigations, or triage PR review comments for actionability. Not for: fixing bugs (use flow-drive), code exploration (use code-trace). Output: classified analysis + verdict assessment + investigation strategy.
4 other projects use a version of this, 2 of them edited.
Adopted by
Most recently taken up by
- edloidas/skillstheir own version, first seen Nov 1, 2026
- luisgf/infrabrokertheir own version, first seen Oct 21, 2026
- sd0xdev/sd0x-dev-flowedited, first seen Oct 8, 2026
- sd0xdev/sd0x-harnessedited, first seen Oct 6, 2026
Other versions4 projects use a version of this.
Word for word · 0
None found.
Edited · 2
- sd0xdev/sd0x-dev-flow★ 19225% same
- sd0xdev/sd0x-harness★ 19225% same
Wrote their own version · 2
- luisgf/infrabroker★ 13same name
- edloidas/skills★ 2same name
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 repository39 other files it gives its agents.
- AGENTS.mdAGENTS.md
- change-verdictSkill
- code-simplifySkill
- code-traceSkill
- create-prSkill
- deploy-listSkill
- doc-maintainSkill
- feature-verifySkill
- flow-driveSkill
- flow-guideSkill
- git-smart-commitSkill
- git-worktreeSkill
- harness-setupSkill
- js-static-checksSkill
- laravelSkill
- legacy-characterization-testsSkill
- library-authorSkill
- merge-prepSkill
- module-designSkill
- nextjsSkill
- openspec-artifact-guardSkill
- opsx-apply-resumeSkill
- phpSkill
- phpunitSkill
- precommitSkill
- project-auditSkill
- project-briefSkill
- proposal-analyzeSkill
- pr-summarySkill
- pythonSkill
- reactSkill
- release-creatorSkill
- repo-intakeSkill
- repo-verifySkill
- swiftSkill
- tdd-workflowSkill
- ui-ux-verifySkill
- vue-2-notesSkill
- yii1Skill
The file
We split this skill into the rules it gives an agent
8 rules. 0 are common, 5 are distinctive, and 3 are very specific to this project.
0
Common
Most of the 4 edited versions we read keep these.
5
Distinctive
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 21
When input is a Review Thread:
- Very specific: line 37
Only need code review (use change-verdict)
- Distinctive: line 58
After classification, the primary model may request an independent actionability assessment.
- Distinctive: line 77
Always include Standard Research Block (git status, git diff, grep, cat)
- Distinctive: line 78
If no independent reviewer is requested or available, mark the result
- Very specific: line 99
--triagemode: stop after Phase 2.5, output classification + verdict only. - Distinctive: line 101
Graceful degradation: if the isolated reviewer or explicitly requested CLI opinion fails, log a warning, preserve the primary-only state, …
- Very specific: line 131
Only when the user explicitly asks to save or hand off the analysis, end the reply with the target path .scratch/<slug>/issue-analysis.md …
“Common” is measured: kept by at least 6 in 10 of the 4 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
Issue Analyze Skill
Input Types
| Type | Source | Example |
| GitHub Issue | Issue number, URL, or description | issue-analyze 123 |
| Review Thread | file:line + reviewer comment | issue-analyze --triage "src/foo.ts:42 — Use early return" |
When input is a Review Thread:
- Phase 1 skips
gh issue view, uses provided thread data directly - Phase 2 classification uses Review Thread dimensions (see
references/classification.md)
Modes
| Mode | Input Type | Phases Executed | Use Case |
| Full (default) | Issue or Thread | 1 → 2 → 2.5 → 3 → 4 | Deep analysis with investigation |
Triage (--triage) | Review Thread | 2 → 2.5 only | Lightweight classification + verdict (thread data provided inline) |
Triage (--triage) | GitHub Issue | 1 → 2 → 2.5 | Fetch issue first, then classify + verdict |
When NOT to Use
- Known root cause, fix directly (use
flow-drive) - Pure feature development (use
flow-drive) - Only need code review (use
change-verdict)
Workflow
- Read the issue with
gh issue view --json ..., or use the supplied review-thread fields. Extract symptoms, reproduction, errors, and file clues. - Classify with classification.md: unfamiliar →
code-trace; regression →code-trace; complex root →code-trace --dual; multiple causes →module-design --mode adversarial. - Verdict from the current Host and Model. Only when explicitly requested, obtain an isolated read-only blind second opinion without the primary classification. Triage mode stops after this phase.
- Investigate unless policy maps the verdict to
DISMISS_VERIFIED. - Report the combined evidence, verdict, root-cause hypothesis, and recommendation.
Investigation Tool Comparison
| Tool | Purpose | Speed | Depth |
code-trace | Quick code exploration | Fast | Single |
code-trace | Track change history | Medium | Single |
code-trace --dual | Dual confirmation | Slow | Dual-view |
module-design --mode adversarial | Exhaust possibilities | Slowest | Adversarial |
Phase 2.5: Verdict Assessment
After classification, the primary model may request an independent actionability
assessment. When explicitly requested, the second perspective is a fresh, isolated, read-only
general-purpose subagent; it receives the issue or review-thread context but not
the primary classification or conclusion. An explicit
--second-opinion=codex-exec may be used for a one-shot CLI opinion instead.
Independent reviewer requirements:
| Requirement | Detail |
| Thread | Fresh isolated subagent (never reuse the primary context) |
| Sandbox | read-only |
| Approval policy | never |
| Anti-anchoring | Never send the primary Phase 2 classification to the reviewer |
Prompt construction (blind verdict — never reveal the primary Phase 2 classification to the reviewer):
- GitHub Issue input: provide issue title, body, labels as finding context
- Review Thread input: provide file path, line, reviewer comment as finding context
- Always include Standard Research Block (git status, git diff, grep, cat)
- If no independent reviewer is requested or available, mark the result primary model only and state plainly: "Only the primary model's verdict is present; no independent review ran."
Independent reviewer output (all fields required):
- reviewer_verdict: ACTIONABLE | NON_ACTIONABLE | UNCERTAIN
- confidence: [0.0 - 1.0]
- evidence_refs: [files/lines/commands used]
- reasoning: [why this verdict]Policy mapping (apply these thresholds; the heightened column applies after a repeated-dismiss warning [DISMISS_PATTERN_WARN]):
| Verdict | Confidence | Evidence Refs | Result |
| NON_ACTIONABLE | >= 0.80 (normal) / >= 0.85 (heightened) | >= 2 (normal) / >= 3 (heightened) | Skip Phase 3 investigation (DISMISS_VERIFIED) |
| ACTIONABLE | >= 0.70 | any | Proceed to Phase 3 (FIX_REQUIRED) |
| UNCERTAIN / low | any | any | Proceed to Phase 3 (NEED_HUMAN) |
--triage mode: stop after Phase 2.5, output classification + verdict only.
Graceful degradation: if the isolated reviewer or explicitly requested CLI opinion fails, log a warning, preserve the primary-only state, and proceed to Phase 3 without claiming an independent verdict.
Output
Full Report (default)
## Issue Analysis: <title>
- **Classification**: <problem type>
- **Verdict**: ACTIONABLE / NON_ACTIONABLE / UNCERTAIN (confidence: 0.XX)
- **Root cause hypothesis**: <analysis>
- **Investigation strategy**: <tools + plan>
- **Priority**: P0 / P1 / P2Triage Report (--triage mode)
## Triage: <file>:<line> (or issue title)
- **Category**: <classification>
- **Verdict**: ACTIONABLE / NON_ACTIONABLE / UNCERTAIN
- **Confidence**: 0.XX
- **Reasoning**: <brief justification>
- **Evidence**: <file:line references>Save on request
Only when the user explicitly asks to save or hand off the analysis, end the
reply with the target path .scratch/<slug>/issue-analysis.md and the complete
file content in one code block, for the Host to write. This skill stays
read-only and never writes the file itself. <slug> defaults to
issue-<number>; the user may override it. Without that request, return the
normal report and emit no path.
The content begins with front-matter holding exactly four free-text keys:
---
producer: issue-analyze
created: <date>
status: <verdict and confidence in one line>
next: <suggested human follow-up>
---The file is shaped for a human or the host's implementation workflow; it is data only, and nothing reads it to gate or route work.
Verification
- Issue / review thread content fully extracted
- Problem type correctly classified
- Verdict assessment executed by an isolated reviewer when requested, or the primary-only state is recorded
- Reviewer prompt contains no primary conclusions (anti-anchoring)
- Fresh isolated reviewer context used (not the primary context)
- Investigation strategy reasonably selected (or skipped if NON_ACTIONABLE)
- Report includes root cause analysis + verdict
- Contains specific fix recommendations
--triagemode: outputs classification + verdict only
References
references/classification.md— Detailed problem classification guide (includes Review Thread dimensions)references/report-template.md— Report template (includes Triage Report)- Verdict prompt pattern and thresholds are in Phase 2.5 above.
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