songsee
Generate spectrograms and feature-panel visualizations from audio with the songsee CLI.
86
83%
Does it follow best practices?
Impact
96%
19.20xAverage score across 3 eval scenarios
Passed
No known issues
Quality
Discovery
67%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 specific about its capabilities, naming concrete actions (spectrograms, feature-panel visualizations) and a specific tool (songsee CLI). Its main weaknesses are the lack of an explicit 'Use when...' clause and limited trigger term coverage for common user phrasings related to audio analysis.
Suggestions
Add a 'Use when...' clause, e.g., 'Use when the user wants to visualize audio files, generate spectrograms, or analyze audio features.'
Include additional natural trigger terms and file extensions users might mention, such as 'audio analysis', 'frequency visualization', '.wav', '.mp3', 'mel spectrogram', or 'waveform'.
| Dimension | Reasoning | Score |
|---|---|---|
Specificity | Lists specific concrete actions: 'Generate spectrograms and feature-panel visualizations from audio' and names the specific tool 'songsee CLI'. These are concrete, well-defined capabilities. | 3 / 3 |
Completeness | Clearly answers 'what does this do' (generate spectrograms and feature-panel visualizations) but lacks an explicit 'Use when...' clause or equivalent trigger guidance, which caps this at 2 per the rubric. | 2 / 3 |
Trigger Term Quality | Includes good terms like 'spectrograms', 'audio', and 'songsee CLI', but misses common variations users might say such as 'audio analysis', 'frequency plot', 'waveform', 'mel spectrogram', or file extensions like '.wav', '.mp3'. | 2 / 3 |
Distinctiveness Conflict Risk | Highly distinctive with a clear niche: audio spectrograms and feature-panel visualizations using a specific CLI tool ('songsee'). Very unlikely to conflict with other skills. | 3 / 3 |
Total | 10 / 12 Passed |
Implementation
100%Reviews the quality of instructions and guidance provided to agents. Good implementation is clear, handles edge cases, and produces reliable results.
This is an excellent, lean skill file that efficiently teaches CLI usage through concrete examples and a well-organized flag reference. It respects Claude's intelligence by omitting explanations of audio concepts and focusing purely on actionable command patterns. The structure is clean and appropriately sized for the tool's complexity.
| Dimension | Reasoning | Score |
|---|---|---|
Conciseness | Every line earns its place. No unnecessary explanations of what spectrograms are or how audio processing works. Assumes Claude's competence and provides only the CLI-specific information needed. | 3 / 3 |
Actionability | Provides fully executable, copy-paste-ready CLI commands covering the main use cases (basic spectrogram, multi-panel, time slicing, stdin piping). Flag reference is concrete and specific. | 3 / 3 |
Workflow Clarity | This is a simple, single-purpose CLI tool skill. The commands are unambiguous single-step operations, and the examples clearly show how to combine flags for different outcomes. No destructive or batch operations require validation checkpoints. | 3 / 3 |
Progressive Disclosure | For a skill under 50 lines with no need for external references, the content is well-organized into logical sections (quick start, common flags, notes) that are easy to scan and navigate. | 3 / 3 |
Total | 12 / 12 Passed |
Validation
72%Checks the skill against the spec for correct structure and formatting. All validation checks must pass before discovery and implementation can be scored.
Validation — 8 / 11 Passed
Validation for skill structure
| Criteria | Description | Result |
|---|---|---|
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 | 8 / 11 Passed | |
- Repository
- trpc-group/trpc-agent-go
- Commit
09cce3e
- Reviewed
Table of Contents
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