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songsee

Generate spectrograms and feature-panel visualizations from audio with the songsee CLI.

84

19.20x
Quality

78%

Does it follow best practices?

Impact

96%

19.20x

Average score across 3 eval scenarios

SecuritybySnyk

Passed

No findings from the security scan

Fix and improve this skill with Tessl

tessl review fix ./openclaw/skills/songsee/SKILL.md

The canonical home for this skill is songsee in openclaw/openclaw

SKILL.md
Quality
Evals
Security

Quality

Content

100%Weight 40%Scale 1-5

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

The body is an exemplary concise CLI reference: fully executable commands, complete flag coverage, and clean section organization with no wasted tokens, appropriate for a simple single-purpose skill.

DimensionReasoningScore

Conciseness

The body is lean and efficient with no padding or explanation of concepts Claude already knows; every line is a concrete command, flag, or note that earns its place.

5 / 5

Actionability

Quick-start entries are fully executable, copy-paste-ready commands covering common cases (single spectrogram, multi-panel, time slice, stdin) and the Common flags section lists every option with valid values.

5 / 5

Workflow Clarity

This is a simple single-action skill (run the songsee CLI) with an unambiguous invocation; per the simple-skills exception, workflow clarity scores 5, and no destructive or batch validation cap applies to read-only image generation.

5 / 5

Progressive Disclosure

Under 50 lines with no need for external references, the content is organized into clear Quick start, Common flags, and Notes sections, satisfying the simple-skills exception for progressive disclosure.

5 / 5

Total

20

/

20

Passed

Description

57%Weight 40%Scale 1-5

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 specific and distinctive for a narrow audio-visualization niche, but it omits any explicit "Use when..." trigger guidance and lacks keyword synonyms/extensions, leaving most dimensions at the mid-anchor.

Suggestions

Add a 'Use when...' clause naming natural triggers, e.g. 'Use when the user asks for spectrograms, audio feature visualizations, or mel/chroma/loudness panels from an audio file.'

Include common synonyms and file extensions in the description (waveform, spectrum, frequency analysis, .mp3, .wav) to broaden trigger-term coverage.

Mention additional concrete capabilities (time-slicing, multi-panel grids, style palettes) to raise specificity toward comprehensive coverage.

DimensionReasoningScore

Specificity

Names the audio domain and two concrete actions ("Generate spectrograms and feature-panel visualizations"), matching the 1-2 concrete actions anchor; it is not comprehensive enough for a 4.

3 / 5

Completeness

The description gives a clear "what" (generate spectrograms and feature panels from audio) but no "Use when..." trigger clause, which caps completeness at 3 per the judging guidelines.

3 / 5

Trigger Term Quality

Relevant niche keywords ("spectrograms", "feature-panel visualizations", "audio") are present but lack common synonyms (waveform, spectrum, frequency analysis) and file extensions, matching the missing-variations anchor.

3 / 5

Distinctiveness Conflict Risk

A named CLI (songsee) scoped to spectrogram and feature-panel audio visualization is a clear niche with distinct triggers and minimal overlap risk with other skills.

5 / 5

Total

14

/

20

Passed

Validation

81%

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

Validation13 / 16 Passed

Validation for skill structure

CriteriaDescriptionResult

metadata_version

'metadata.version' is missing

Warning

metadata_field

'metadata' should map string keys to string values

Warning

frontmatter_unknown_keys

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

Warning

Total

13

/

16

Passed

Repository
trpc-group/trpc-agent-go
Reviewed

Table of Contents

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