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parallel-debugging

Debug complex issues using competing hypotheses with parallel investigation, evidence collection, and root cause arbitration. Use this skill when debugging bugs with multiple potential causes, performing root cause analysis, or organizing parallel investigation workflows.

72

Quality

88%

Does it follow best practices?

Impact

No eval scenarios have been run

SecuritybySnyk

Passed

No known issues

SKILL.md
Quality
Evals
Security

Quality

Content

77%

Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.

The skill body is concise, well-structured, and has a clearly sequenced arbitration workflow with validation checkpoints. Its weaknesses are limited copy-paste executability (instruction-only frameworks) and an orphaned reference file that is never linked from the body.

Suggestions

Add a clearly signaled link to the existing references/hypothesis-testing.md (e.g., a '## Templates & Decision Trees' section pointing to it) so the bundle is discoverable from the body.

Include one or two concrete, copy-paste-ready artifacts (e.g., a ready-to-use investigator prompt or an evidence-report block) to lift actionability from frameworks to executable guidance.

Optionally surface the hypothesis-testing reference's arbitration decision tree inline or via a one-line pointer near the Result Arbitration Protocol so readers reach it at the point of need.

DimensionReasoningScore

Conciseness

The body is lean — tight bullet taxonomies, tables, and one template block with no padding explaining concepts Claude already knows (e.g., it never defines what a race condition is), so every token earns its place.

3 / 3

Actionability

It supplies concrete frameworks — a 6-category hypothesis taxonomy, evidence-strength table, confidence criteria, and a fix-validation checklist — but as an instruction-only skill most guidance is conceptual criteria and templates rather than copy-paste-ready executable artifacts, landing between the 'some concrete guidance' and 'fully executable' anchors.

2 / 3

Workflow Clarity

The Result Arbitration Protocol is explicitly sequenced (Categorize → Compare → Determine Root Cause → Validate Fix) with a validation checklist as an explicit checkpoint, matching the anchor for a clear sequence with feedback loops and checklists.

3 / 3

Progressive Disclosure

The body is well-organized into clear sections and a reference bundle (hypothesis-testing.md) exists, but the body never links to or signals that reference, so navigation is missing rather than well-signaled — fitting the anchor for structure present but references not clearly signaled.

2 / 3

Total

10

/

12

Passed

Description

100%

Based on the skill's description, can an agent find and select it at the right time? Clear, specific descriptions lead to better discovery.

The description is strong across all dimensions: it states concrete capabilities, uses natural trigger terms, explicitly pairs what-and-when guidance in third person, and occupies a distinct niche. It does not over-claim or pad with fluff.

DimensionReasoningScore

Specificity

Names multiple concrete actions — 'parallel investigation, evidence collection, and root cause arbitration' — matching the anchor for listing several specific concrete actions rather than a single domain.

3 / 3

Completeness

Explicitly answers what ('Debug complex issues using competing hypotheses...') and when ('Use this skill when debugging bugs with multiple potential causes, performing root cause analysis, or organizing parallel investigation workflows'), matching the anchor for clearly answering both what AND when.

3 / 3

Trigger Term Quality

Includes natural terms a user would say ('debugging bugs with multiple potential causes', 'root cause analysis') with good coverage across the when-clause, fitting the anchor for good coverage of natural terms.

3 / 3

Distinctiveness Conflict Risk

The competing-hypotheses / parallel-investigation framing carves a clear niche unlikely to trigger for ordinary single-cause debugging, matching the anchor for a clear niche with distinct triggers.

3 / 3

Total

12

/

12

Passed

Validation

93%

Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.

Validation15 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

frontmatter_unknown_keys

Unknown frontmatter key(s) found; consider removing or moving to metadata

Warning

Total

15

/

16

Passed

Repository
wshobson/agents
Reviewed

Table of Contents

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