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songsee

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

63

Quality

76%

Does it follow best practices?

Run evals on this skill

Adds up to 20 points to the overall score

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SecuritybySnyk

Passed

No findings from the security scan

Fix and improve this skill with Tessl

tessl review fix ./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 skill body is an exemplar of lean, executable guidance: concrete CLI examples covering the common cases, well-organized sections, and no wasted tokens. It fully suits a simple single-purpose tool.

DimensionReasoningScore

Conciseness

The body is lean and efficient with no padding or over-explanation of concepts Claude already knows; every section (Quick start, Common flags, Notes) earns its place.

5 / 5

Actionability

Commands are fully executable and copy-paste ready (e.g. 'songsee track.mp3', the multi-panel --viz command, --start/--duration slicing, stdin piping), covering the common cases concretely.

5 / 5

Workflow Clarity

This is a simple single-purpose generation skill whose primary action is unambiguous; the simple-skill exception applies and the operation is non-destructive, so workflow clarity can score 5.

5 / 5

Progressive Disclosure

The body is under 50 lines with no need for external references and is well-organized into clear sections, satisfying the simple-skill exception for progressive disclosure at 5.

5 / 5

Total

20

/

20

Passed

Description

53%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 concise and names a clear, distinct niche with concrete actions, but it omits any 'Use when...' trigger guidance and under-covers natural trigger terms and file extensions. Adding explicit trigger phrasing and synonyms would lift the completeness and trigger-term dimensions.

Suggestions

Add a 'Use when...' clause naming natural triggers, e.g. 'Use when the user wants to visualize audio, make spectrograms, or analyze track features from MP3/WAV files.'

Include common synonyms and file extensions (spectrogram, audio visualization, .mp3, .wav) to broaden trigger-term coverage.

List one or two more concrete capabilities (e.g. time-slicing or multi-panel grids) to push specificity toward comprehensive coverage.

DimensionReasoningScore

Specificity

Names the audio domain and two concrete actions ('Generate spectrograms and feature-panel visualizations') but stops at two actions rather than listing several, matching the '1-2 concrete actions, not comprehensive' anchor.

3 / 5

Completeness

It clearly states what the skill does but lacks any 'Use when...' trigger clause; per the boundary guidance a missing explicit trigger caps completeness at 3.

3 / 5

Trigger Term Quality

Relevant keywords ('spectrograms', 'feature-panel visualizations', 'audio') are present, but common variations/synonyms and file extensions (mp3, wav) are missing, fitting 'some relevant keywords but missing common variations'.

3 / 5

Distinctiveness Conflict Risk

The audio-spectrogram niche with a named CLI (songsee) is mostly distinct with only minor overlap risk versus related audio skills; not a 5 because no explicit trigger phrases are given.

4 / 5

Total

13

/

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
Bitterbot-AI/bitterbot-desktop
Reviewed

Table of Contents

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