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Audio Review · randallliuxin | DecimalAI

randallliuxin/audio-review

NewSkillScoreMaintained

Reviews Godot Audio implementation for known pitfalls. Triggers AFTER implementation, when code involves AudioStreamPlayer, AudioStreamPlayer2D, AudioStreamPlayer3D, AudioServer, AudioBus, AudioEffect, AudioStream, or .finished signal on audio players. Do NOT use this skill for planning or teaching — only for post-implementation review.

Code Reviewby randallliuxin

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

QA & Test Engineering pack

1 · One-time — install the CLI (docs ↗)

pip install decimalai

2 · Get the skill — writes .claude/skills/randallliuxin-audio-review/SKILL.md

decimalai skills pull randallliuxin-audio-review --out .claude/skills/

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/randallliuxin-audio-review/SKILL.md https://app.decimal.ai/s/randallliuxin-audio-review/SKILL.md

Raw file: /s/randallliuxin-audio-review/SKILL.md ↗ · machine-readable summary at /s/randallliuxin-audio-review.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 21h ago

Yes — +32% lift-16% tokens0% turns55% of whole cases pass with skill (12/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-04	✗→✓	▲ Improved	-29%	0%
case-02	✗→✓	▲ Improved	-41%	0%
case-06	✗→✓	▲ Improved	-8%	0%
case-08	✗→✓	▲ Improved	-8%	0%
case-09	✗→✓	▲ Improved	11%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

randallliuxin / godotmaker

skills/reviewer/audio/SKILL.md

View on GitHub ↗

License NOASSERTIONImported 8/3/2026Version v1

Skill contents

SKILL.md

Audio Review

Post-implementation reviewer for Godot audio code. Checks against known gotchas that LLMs consistently get wrong.

When to trigger

After audio-related code is written or modified. Look for:

Audio player nodes (AudioStreamPlayer, AudioStreamPlayer2D, AudioStreamPlayer3D)
AudioServer bus manipulation (add_bus, remove_bus, add_bus_effect, remove_bus_effect)
preload() of .ogg or .mp3 files
finished signal connections or await .finished on audio players
Polyphony configuration or SFX pooling patterns

Review process

Read gotchas.md
Scan the implemented code against each gotcha
For each hit:

Cite the gotcha ID (e.g. G1)
Show the offending code
Provide the fix

If no hits, report clean
Optionally run checklist.md static checks for automated verification

When you need specific API details, delegate to the godot-api skill.

Want to see if randallliuxin/audio-review would activate on your phrasing? Try it before you install — no LLM call, no signup.

Latest benchmark · publisher runVerified

8/20/2026, 02:57 UTC · 22 cases

Lift

+32%

55% vs 23%

Agent turns

1.0 vs 1.0

Tokens

-16%

1,768 vs 2,095.23

fail → pass · 7pass → pass · 5fail → fail · 10

Per-case results (22)

Case	Status	Duration (ms)			Turns			Tokens			Tool calls
Case	Status	Without	With	Δ	Without	With	Δ	Without	With	Δ	Without	With	Δ
case-03 Here is my audio script: `const STREAM = preload('res://sfx/boom.ogg')`. Review this code for Godot audio gotchas and output your findings with gotcha codes.	fail→fail	11,630	11,342	-2%	1	1	0%	1,888	1,858	-2%	0	0	—
case-04 I have code doing `await player.finished` inside a loop for playing rapid sound effects on an AudioStreamPlayer node. Please review this GDScript segment and list any gotcha codes.	fail→pass	13,614	9,889	-27%	1	1	0%	2,528	1,806	-29%	0	0	—
case-01 I just finished writing a GDScript manager that handles dynamic audio buses via AudioServer and awaits the finished signal on sound players. Can you perform an audio review on this implementation? Please list any problematic code snippets along with their gotcha references and proposed fixes, or let me know if the code is completely clean.	fail→fail	22,717	11,040	-51%	1	1	0%	3,806	1,965	-48%	0	0	—
case-02 Review my GDScript code where I call AudioServer.remove_bus(1) directly in a level unload script. Give me a review breakdown with any gotcha codes.	fail→pass	17,745	9,143	-48%	1	1	0%	2,639	1,552	-41%	0	0	—
case-05 Review this script: `extends Node2D @onready var sfx = $AudioStreamPlayer2D func play_sound(): sfx.play()`. Are there any gotchas in this snippet?	fail→fail	9,751	9,861	+1%	1	1	0%	1,772	1,968	+11%	0	0	—
case-06 I added an effect via `AudioServer.add_bus_effect(0, AudioEffectReverb.new())` without checking effect counts. Review this GDScript snippet for gotcha citations.	fail→pass	13,294	10,078	-24%	1	1	0%	2,199	2,030	-8%	0	0	—
case-07 While reviewing my audio code, I noticed I need exact method signature details for `AudioServer.set_bus_volume_db`. What are the exact parameter types for this function according to the Godot documentation?	fail→fail	3,224	3,231	+0%	1	1	0%	543	814	+50%	0	0	—
case-08 My player shoots 20 bullets per second and triggers `$AudioStreamPlayer.play()` on every shot, causing audio cutoff. Review my approach and cite the relevant gotcha code.	fail→pass	13,150	10,744	-18%	1	1	0%	2,160	1,983	-8%	0	0	—
case-09 I am using `const HIT_SOUND = preload('res://sfx/hit.mp3')` in my combat script. Review this implementation and output gotcha references.	fail→pass	13,682	13,851	+1%	1	1	0%	2,149	2,381	+11%	0	0	—
case-10 My code dynamically calls `AudioServer.add_bus()` inside `_process(delta)`. Review this script section for gotchas.	fail→fail	15,390	8,773	-43%	1	1	0%	2,416	1,640	-32%	0	0	—
case-11 I have an AudioStreamPlayer3D node with default attenuation settings, and I am reviewing my 3D spatial audio script. Check this setup for gotcha citations.	fail→fail	18,420	14,132	-23%	1	1	0%	2,772	2,507	-10%	0	0	—
case-12 Review my call to `AudioServer.remove_bus_effect(0, 0)` when disabling sound filters during pause.	fail→fail	12,043	9,714	-19%	1	1	0%	1,919	1,771	-8%	0	0	—
case-13 My script calls `$SFX.finished.connect(_on_finished)` repeatedly in a loop without disconnecting. Perform an audio review with gotcha IDs.	pass→pass	13,997	10,727	-23%	1	1	0%	2,065	1,817	-12%	0	0	—
case-14 Review this: `const SFX = preload('res://a.ogg') func _process(delta): if Input.is_action_just_pressed('ui_accept'): AudioServer.add_bus() $Player.play() await $Player.finished`	fail→fail	11,729	9,388	-20%	1	1	0%	1,869	1,731	-7%	0	0	—
case-15 I'm performing a post-implementation review on my sound manager script. Beyond showing gotcha fixes, what automated check options should be run?	pass→pass	17,060	9,389	-45%	1	1	0%	2,422	1,549	-36%	0	0	—
case-16 Review my AudioStreamPlayer2D setup where `max_distance` is left at default 2000.0 for screen-space UI sound effects.	fail→fail	12,904	7,141	-45%	1	1	0%	1,987	1,243	-37%	0	0	—
case-17 Review my script that alters `pitch_scale` on every frame: `func _process(delta): $SFX.pitch_scale = randf_range(0.8, 1.2)`.	fail→fail	9,758	8,869	-9%	1	1	0%	1,505	1,610	+7%	0	0	—
case-18 Review this code snippet that modifies buses at runtime but never saves the layout: `AudioServer.set_bus_mute(1, true)`. List any gotcha citations.	fail→pass	9,991	9,561	-4%	1	1	0%	1,523	1,803	+18%	0	0	—
case-19 Review my code: `$AudioStreamPlayer.stream = load('res://music.ogg')` followed immediately by `$AudioStreamPlayer.play()`. Are there gotchas?	fail→pass	12,923	8,059	-38%	1	1	0%	1,995	1,448	-27%	0	0	—
case-20 How do I synthesize custom square wave audio buffers procedurally in GDScript using AudioStreamGenerator?	pass→pass	14,593	10,479	-28%	1	1	0%	2,531	1,851	-27%	0	0	—
case-21 Where in the Godot Engine editor GUI do I click to create a new Audio Bus and assign a Reverb effect to it?	pass→pass	8,573	6,560	-23%	1	1	0%	1,412	1,247	-12%	0	0	—
case-22 What import settings in Godot should I select to make a long background music WAV file loop seamlessly without popping?	pass→pass	14,173	14,664	+3%	1	1	0%	1,995	2,322	+16%	0	0	—

These cases were also screened by the skill’s intent / safety pass.See the Trust review ↗Reproduce this benchmark in Colab ↗

How this skill was measured

DecimalAI ran this skill against gemini-3.6-flash twice over the same eval suite — once with the skill loaded and once without — and compared the two runs case by case. 22 cases were attempted. The headline lift of +32 percentage points is the difference between those two pass rates over the 22 comparable cases. 1 case got worse with the skill loaded, and it is included in that figure.

Model measured: gemini-3.6-flash
Graded by: gemini-3.6-flash
Grading method: judged
Verification: verified
Pass rate without the skill: 22.7%
Pass rate with the skill: 54.6%
Cases attempted: 22
Cases counted toward lift: 22
Cases that regressed: 1
Skill version measured: v1
Run completed: 8/20/2026, 02:57 UTC

Measured example — same prompt, with vs. without the skill · from the benchmark run · case case-04

Prompt

I have code doing `await player.finished` inside a loop for playing rapid sound effects on an AudioStreamPlayer node. Please review this GDScript segment and list any gotcha codes.

Without the skill loaded, the model failed this case. With it loaded, the same prompt on the same model passed. This is one improved case from the latest verified run; every case, including any that regressed, is in the table above.

Show both answers

SkillScore blends 4 signalsno signals yet

BenchmarkRun a verified benchmark with positive lift

Live evalNeeds ≥20 evaluated traces in 30 days

AI ratingNeeds ≥10 rated traces

AdoptionNeeds ≥10 serves across ≥2 orgs in 30 days

No signals yet — run a benchmark or collect evaluated traces to earn a score.

Verified on gemini-3.6-flash · re-tested today

Other measured skills in the registry, with their headline benchmark lift.