Workflow triage
Manual-invoke orchestration gate. Use ONLY when the user explicitly asks how a task should be executed — e.g. "triage this", "should this be a workflow?", "inline or subagents?", "how should I run this?". Returns a structured verdict (inline / few-subagents / dynamic-workflow / loop / hybrid / do-not-automate) plus execution shape — never a script, never a launch. Does NOT scan proactively or run on a loop.From its SKILL.md
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SKILL.md
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Workflow Triage
Purpose
This is an assessment gate, not an execution tool. You hand it a chunk of work; it returns a structured verdict on how that work should be executed — and stops there.
Its value is choosing the lightest credible execution mode, especially knowing when not to orchestrate. A triage that recommends heavy machinery most of the time is worse than no triage: it burns tokens and removes human judgment from work that needed it. Bias toward the lighter mode; make the heavier mode earn its place.
When to invoke
Invoke only when the user explicitly asks to triage a specific, named chunk of work ("triage this", "should this be a workflow?", "inline or subagents?").
Do NOT:
- Volunteer this skill or suggest it unprompted.
- Scan projects hunting for workflow opportunities. If asked "what could be a workflow?", decline to scan and ask the user to name the specific task to triage.
- Run on a schedule or loop.
- Generate a runnable script or launch anything (see Hard boundaries).
Decision procedure
Reach the verdict in two ordered steps. Gates first.
- Apply the hard gates (below). If any gate trips, return the gate-appropriate
verdict — usually
do-not-automate,inline, orhybrid. Gates are resolved before any execution-mode comparison. - If no gate trips, score the five dimensions and choose the lightest credible mode
from the ladder:
inline → few-subagents → loop / dynamic-workflow → hybrid.
The six verdicts
inline— small, sequential, low-risk work; one context handles it.few-subagents— small multi-perspective pass (2–4 angles), merged once.dynamic-workflow— breadth (5+ independent units), repeatable per-unit stages, deterministic orchestration, or enforced verification. One-shot fan-out now.loop— task depends on external state changing over time; it must wake up later (CI, deploy, queue, webhook, prices, inbox).hybrid— a sequenced mode: one mode must safely unlock another. Not inherently the heaviest — often the safer choice because it inserts a human gate before fan-out. (e.g. scope-lock → workflow; manual reality-check → fan-out; read-only analysis → human approval → controlled execution; loop until state changes → then workflow or summary.)do-not-automate— a protection verdict, not an execution mode. Decision-heavy, risky, production-sensitive, financial, or taste-led work where the human judgment is the work. "Stop and decide."
Five-dimension rubric (scores inform, gates decide)
Score each 0–5.
| # | Dimension | Question |
|---|---|---|
| 1 | Breadth | Are there 5+ genuinely independent units? |
| 2 | Stage depth | Does each unit pass through repeatable stages? |
| 3 | Verification need | Would adversarial review materially improve quality? |
| 4 | External-state dependency | Does the task need to wake up later? |
| 5 | Human judgment sensitivity | Are there decisions that should stay with the human? |
Anti-signal gates
Gates override scores. A high breadth score does not earn a workflow if a gate trips. Each gate: name → what it caps/forces → why.
- Single-file / small scope → caps at
inline(orfew-subagentsfor review) → fan-out buys nothing. - Mostly sequential → blocks
dynamic-workflow→ no independent units to parallelise. - Unclear goal / undefined "done" → forces
do-not-automate→ scope must be resolved first (real next step is often brainstorm/scope). - Production mutation risk → blocks autonomous writing fan-out → downgrade to read-only workflow + human apply, or
do-not-automate. - Financial decision-making → forces
do-not-automatefor the decision → research may be a workflow, the decision stays human. - Strategy / taste decision → forces
do-not-automate→ human judgment is the work. - Exploratory / unbounded scope → blocks
dynamic-workflow→ no possible stop rule. - Orchestration-to-dodge-a-decision → forces
do-not-automate→ make the hard call first.
When a gate trips, name it in "Why" and describe the lighter path (or the human decision that must come first) in "Recommended Execution Shape".
Gates override scores + restraint tie-break
- Gates decide when tripped; scores only inform. Resolve gates before comparing modes.
- Burden of proof is on the heavier mode. A workflow must be justified by a concrete breadth/stage/verification need a lighter mode cannot meet — not merely permitted by the scores.
- Under Low confidence between a lighter and heavier mode, default to the lighter and state in "Next Step" what evidence would justify escalating.
do-not-automateis not on the execution ladder. It is a stop-and-decide outcome, reached via a gate — never chosen as "the lightest way to execute".hybridsits last in the ladder only because it composes other modes, not because it costs most. Reach for it when a human gate makes fan-out safe that otherwise would not be.
Output template
Always respond in exactly this structure:
# Workflow Triage Verdict
## Verdict
[inline / few-subagents / dynamic-workflow / loop / hybrid / do-not-automate]
## Confidence
[High / Medium / Low]
## Why
* Reason 1
* Reason 2
* Reason 3
## Fit Scores
| Dimension | Score / 5 | Notes |
| -------------------------- | --------: | ----- |
| Breadth | | |
| Stage depth | | |
| Verification need | | |
| External-state dependency | | |
| Human judgment sensitivity | | |
## Recommended Execution Shape
Plain-English structure only. No script yet.
## Human Checkpoints
* What the user needs to decide
* What needs approval
* What risk needs review
## Token / Complexity Estimate
* Expected agent count
* Expected stages
* Cost level: Low / Medium / High
* Why the cost is or is not justified
## Stop Rule
When the system should stop instead of continuing.
## Next Step
The single next action.
Hard boundaries
This skill never:
- Generates a runnable workflow script. Script generation is a separate, later, user-triggered step that happens only after a verdict is approved.
- Launches, spawns, or starts anything — no agents, no workflow, no loop.
- Scans projects proactively or hunts for opportunities.
- Runs on a schedule or loop.
If asked to "just build it too", return the verdict and execution shape only, and state that script generation is the next, separate step the user can trigger.
Reference
For scoring anchors (what 0 vs 5 looks like), gate reasoning, tie-break logic
(inline-vs-few-subagents, few-subagents-vs-workflow, workflow-vs-loop, hybrid detection,
do-not-automate as protection), and worked eval examples with filled scorecards, see
REFERENCE.md.
What ships with it: 5 files
21.7 KB alongside SKILL.md
- CHANGELOG.md654 B
- .gitignore93 B
- LICENSE1.0 KB
- README.md3.7 KB
- REFERENCE.md16.3 KB
Gives 0 of the 12 instructions most debug triage skills give in ~1.6k tokens
Counted across 839 of the 1,149 authors here whose files we hold, read 2026-08-07
- Investigate root cause before proposing any fixin 102 of 839, across 67 files
- Read error messages completelyin 89 of 839, across 49 files
- Create a failing test case before fixingin 84 of 839, across 46 files
- Reproduce the issue consistentlyin 82 of 839, across 41 files
- Change one variable at a timein 82 of 839, across 42 files
- Check recent changesin 74 of 839, across 36 files
- Write the regression test before fixingin 74 of 839, across 40 files
- Fix the root cause not the symptomin 60 of 839, across 45 files
- Implement a single fix at a timein 59 of 839, across 20 files
- Trace data flow backward to the sourcein 50 of 839, across 20 files
- Remove all debug instrumentationin 49 of 839, across 13 files
- Form a single hypothesisin 48 of 839, across 18 files
Said here and by no other author read
- invoke only when asked to triage a specific task
- apply hard gates before comparing execution modes
- choose the lightest credible execution mode
- bias toward the lighter mode
- force do-not-automate for unclear goals or taste decisions
- block dynamic-workflow for mostly sequential tasks
Grouped from the skills themselves: near-identical wordings counted once, and counted by distinct author, so one author publishing three of these counts once. Length counted with cl100k_base; the agent that loads this file may tokenize it differently.