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SKILL.md
Bug Hunt Swarm
When to Use
Use this skill when you need parallel read-only multi-agent root-cause investigation for bugs, regressions, crashes, flaky behavior, or unexplained failures. Use when the user asks to investigate a bug, find the root cause, trace a regression, understand why something broke, or wants a ranked diagnosis with the...
Investigate a bug with four read-only sub-agents in parallel, then have the main agent rank the likely causes and recommend the fastest path to prove or fix the issue. This skill is diagnosis-first: do not edit files or implement fixes as part of this workflow.
Step 1: Build the Bug Packet
Start by collecting the smallest useful investigation packet:
Symptom
Expected behavior
Actual behavior
Reproduction steps, if known
Scope of impact
Relevant evidence, such as logs, stack traces, failing tests, screenshots, recent diffs, or environment details
Prefer this source order:
Direct user description
Explicit files, stack traces, logs, tests, or screenshots provided by the user
Current git changes or recent repo history when the bug appears regression-like
The smallest relevant code path or subsystem surrounding the failure
If the bug report is underspecified, infer a minimal problem statement and say what is still unknown.
Before launching sub-agents, read the closest project instructions and relevant docs for the touched area, such as:
AGENTS.md
repo workflow docs
architecture, state, routing, schema, or runtime docs for the affected subsystem
Step 2: Bound the Investigation
Write a short investigation brief for the swarm:
What appears broken
What is not yet proven
What part of the system is most likely involved
What evidence already exists
What kind of proof would count as confirmation
Use read-only evidence gathering where useful:
rg, git diff, git log, git show
reading logs, crash traces, and config
existing test runs or the smallest safe reproduction command
Do not edit files, inject new instrumentation, or implement fixes as part of this skill.
Step 3: Launch Four Read-Only Investigators in Parallel
Launch four sub-agents when the problem is large or ambiguous enough that parallel investigation helps. For a tiny and obvious issue, it is acceptable to investigate locally instead.
For every sub-agent:
give the same bug packet and investigation brief
state that the sub-agent is read-only
do not let the sub-agent edit files, run apply_patch, stage changes, commit, or perform any other state-mutating action
tell the sub-agent to avoid generic code quality feedback, nits, or speculative guesses without evidence
tell the sub-agent to send findings back to the main agent only
Use these four investigation roles.
Sub-Agent 1: Reproduction and Scope Investigation
Clarify the exact failure shape and its boundaries.
Check for:
The narrowest reliable trigger
Conditions that make the bug appear or disappear
Expected versus actual behavior at the failure boundary
Whether the impact is local, cross-cutting, deterministic, or flaky
This sub-agent is read-only. It must not edit files, apply patches, or make any other workspace changes.
Recommended sub-agent role: reviewer
Sub-Agent 2: Code Path and Failure Seam Investigation
Trace the most likely execution path and identify the seam where behavior diverges.
Check for:
State transitions, lifecycle edges, or ordering problems
Mismatched assumptions between caller and callee
Data-flow or control-flow breaks
The smallest code region most likely responsible for the failure
This sub-agent is read-only. It must not edit files, apply patches, or make any other workspace changes.
Recommended sub-agent role: explorer for broad tracing, or reviewer when a stronger local reasoning pass is more useful
Sub-Agent 3: Recent Change and Regression Investigation
Look for likely regressors in nearby history or changed contracts.
Check for:
Recent diffs that correlate with the symptom
Config, flag, dependency, schema, or migration drift
Partial updates where several entry points should have changed together
Behavior changes that fit the timing of the bug report
This sub-agent is read-only. It must not edit files, apply patches, or make any other workspace changes.
Recommended sub-agent role: reviewer
Sub-Agent 4: Proof Plan and Observability Investigation
Determine the fastest way to confirm or reject the leading hypotheses.
Check for:
The smallest existing test or reproduction that should fail
The most useful current logs, traces, metrics, or assertions
A minimal non-mutating command that could raise confidence quickly
What evidence is missing and how to collect it without broad churn
This sub-agent is read-only. It must not edit files, apply patches, or make any other workspace changes.
Recommended sub-agent role: reviewer
Report only hypotheses that materially improve the odds of finding the real cause. It is better to return two evidence-backed theories than six vague guesses.
Step 4: Synthesize Ranked Hypotheses
The main agent owns synthesis. Treat sub-agent output as raw investigation input, not final output.
Merge and rank the hypotheses:
combine duplicates
discard weak speculation
prefer evidence over elegance
separate likely root causes from mere contributing factors
keep alternate theories only when they remain plausible
Normalize the surviving hypotheses into this shape:
Hypothesis
Supporting evidence
Missing or conflicting evidence
Smallest proof step
Confidence: high, medium, or low
If the evidence is too weak for a real ranking, say so directly and present the leading open questions instead.
Step 5: Output a Clear Diagnosis Path
Present the result in this order:
Most likely root cause
Plausible alternate causes, if any
Fastest proof step
Recommended fix path
Open questions or blockers
When the fix is not yet clear, recommend the next proving step instead of pretending the diagnosis is complete.
When helpful, group actions into:
prove now
fix next
follow up later
Do not implement fixes as part of this skill. The output is a read-only diagnosis with a prioritized path forward.
Limitations
Use this skill only when the task clearly matches its upstream source and local project context.
Verify commands, generated code, dependencies, credentials, and external service behavior before applying changes.
Do not treat examples as a substitute for environment-specific tests, security review, or user approval for destructive or costly actions.