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chrome-devtools

Browser automation with Puppeteer CLI scripts. Use for screenshots, performance analysis, network monitoring, web scraping, form automation, or encountering JavaScript debugging, browser automation errors.

81

2.00x
Quality

84%

Does it follow best practices?

Impact

57%

2.00x

Average score across 3 eval scenarios

SecuritybySnyk

Risky

Do not use without reviewing

SKILL.md
Quality
Evals
Security

Quality

Discovery

92%

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

This is a strong description that clearly identifies the tool (Puppeteer), lists specific capabilities, and provides explicit trigger guidance. The main weakness is that some trigger terms like 'JavaScript debugging' and 'performance analysis' are broad enough to potentially conflict with other skills. The phrasing 'or encountering JavaScript debugging, browser automation errors' is slightly awkward grammatically but still conveys the intent.

DimensionReasoningScore

Specificity

Lists multiple specific concrete actions: screenshots, performance analysis, network monitoring, web scraping, form automation, and JavaScript debugging/browser automation errors.

3 / 3

Completeness

Clearly answers 'what' (browser automation with Puppeteer CLI scripts) and 'when' with explicit triggers ('Use for screenshots, performance analysis, network monitoring, web scraping, form automation, or encountering JavaScript debugging, browser automation errors').

3 / 3

Trigger Term Quality

Includes strong natural keywords users would say: 'screenshots', 'web scraping', 'form automation', 'Puppeteer', 'browser automation', 'network monitoring', 'performance analysis', 'JavaScript debugging'. These cover a good range of terms users would naturally use.

3 / 3

Distinctiveness Conflict Risk

While 'Puppeteer' and 'browser automation' are fairly distinct, terms like 'web scraping', 'JavaScript debugging', and 'performance analysis' could overlap with other skills focused on general web development, debugging, or performance tooling. The scope is somewhat broad which increases conflict risk.

2 / 3

Total

11

/

12

Passed

Implementation

77%

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

This is a well-structured, highly actionable skill with clear workflows and validation steps. Its main weakness is verbosity—the compression details, multi-OS installation instructions, and repeated pwd warnings inflate the token count beyond what's necessary. The progressive disclosure could be improved by moving installation and troubleshooting to separate reference files.

Suggestions

Move the detailed installation instructions (multi-OS support, ImageMagick setup) to a separate INSTALL.md and reference it from the Quick Start section

Consolidate the compression behavior details into the scripts README.md rather than inlining all format-specific compression logic

Remove the repeated 'CRITICAL: Always check pwd' warnings—state it once prominently in the Execution Protocol section

DimensionReasoningScore

Conciseness

The content is reasonably efficient but includes some unnecessary detail. The extensive compression behavior section with all format-specific details and the verbose installation steps (including OS-specific instructions Claude could infer) add bulk. The repeated 'CRITICAL: Always check pwd' appears multiple times.

2 / 3

Actionability

Highly actionable with concrete, executable commands throughout. Every script has real usage examples with actual flags, selectors, and expected JSON output. The chaining pattern, jq parsing, and error recovery examples are all copy-paste ready.

3 / 3

Workflow Clarity

Clear multi-step workflows with explicit validation checkpoints. The Execution Protocol section includes working directory verification before execution, output validation after operations (verify file, check JSON success), and error recovery with a discover-then-retry feedback loop using snapshot.js.

3 / 3

Progressive Disclosure

References the scripts README.md for detailed usage, which is good. However, the compression behavior details, full installation instructions for multiple OSes, and troubleshooting could be split into separate files. The inline content is somewhat heavy for an overview skill file.

2 / 3

Total

10

/

12

Passed

Validation

100%

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

Validation11 / 11 Passed

Validation for skill structure

No warnings or errors.

Repository
secondsky/claude-skills
Reviewed

Table of Contents

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