voice-review

Review voice-turn logs for transcription fidelity drift and file sanitized GitHub issues.

96|11|Updated Feb 8, 2026
One-click install
npx skills add https://github.com/thefrederiksen/devthrottle --skill voice-review-thefrederiksen
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: voice-review
Source: https://github.com/thefrederiksen/devthrottle/tree/main/.claude/skills/voice-review
Command: npx skills add https://github.com/thefrederiksen/devthrottle --skill voice-review-thefrederiksen

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve? Voice-mode pipelines transform speech twice (cleanup of the user's raw transcript, and summarization of the agent's reply into spoken form), and each hop can silently change meaning or drop facts. This Skill audits those per-turn logs so fidelity regressions are caught, evidenced locally, and reported without leaking private voice content. ## Core Features & Use Cases - Two-hop fidelity judgment: Compares RawTranscript vs CleanedTranscript (inbound) and AgentReply vs WingmanSpoken (outbound), assigning each turn an ok, minor, or flag verdict. - Privacy-safe archiving and reporting: Copies flagged turns with full quoted analysis into a local archive under %LOCALAPPDATA%\cc-director\voice-review, while GitHub issues contain only abstract defect classes, turn ids, and local paths. - Incremental, deduplicated issue filing: Skips already-reviewed turns via reviewed.json markers, dedupes against open voice-review issues with gh, and labels issues as bug or enhancement. - Use Case: Run it nightly via a Windows Scheduled Task to review the day's voice turns, archive three flagged turns where numbers were dropped from spoken replies, and file one sanitized GitHub issue recommending a fix to the outbound summarizer prompt. ## Quick Start Ask the agent to run /voice-review to review the voice log and report any fidelity problems it finds.

Frequently Asked Questions about voice-review

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I review voice transcription logs for accuracy?▼

Run the voice-review skill, which reads each turn's inbound.json and outbound.json and compares RawTranscript vs CleanedTranscript and AgentReply vs WingmanSpoken. Each turn gets an ok, minor, or flag verdict with a one-line reason recorded in reviewed.json.

How to file GitHub issues from voice logs without leaking private audio content?▼

The skill enforces a strict privacy rule: issues contain only an abstract defect class, why it matters, a recommended fix, and turn ids with local archive paths. Full quotes and transcripts live only in the local archive under %LOCALAPPDATA%\cc-director\voice-review\.

Does the voice review process re-analyze turns it already checked?▼

No. After judging a turn, the skill writes a reviewed.json marker into the turn directory, and subsequent runs only process turns lacking that marker. This keeps nightly scheduled runs incremental until the source logs auto-purge after 5 days.

Can this skill run automatically on a schedule?▼

Yes. It is designed to run nightly via a local Windows Scheduled Task and can also be triggered on demand with /voice-review. If no unreviewed turns exist, it writes a one-line digest entry and stops without creating issues.

When does the skill create a GitHub issue versus just archiving a turn?▼

A single odd turn is archived locally as evidence to watch, not filed as an issue. Issues are created only for repeated defect patterns across multiple turns, and the skill dedupes against open voice-review issues before creating new ones.