gemini-review

Name: gemini-review
Availability: InStock
Author: unfoldingWord

Review BP pipeline outputs with Gemini and write findings to markdown files.

1|Updated Mar 25, 2026

Search Tags:#automation #qa #pipeline #review #gemini #usfm

Ready to run

npx skills add https://github.com/unfoldingWord/bp-assistant-skills --skill gemini-review-unfoldingword

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: gemini-review
Source: https://github.com/unfoldingWord/bp-assistant-skills/tree/main/.claude/skills/gemini-review
Command: npx skills add https://github.com/unfoldingWord/bp-assistant-skills --skill gemini-review-unfoldingword

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Provide an independent Gemini-based review of BP pipeline outputs to catch issues a single model might miss.

Core Features & Use Cases

Stage-specific Gemini reviews compute findings for ULT, issues, UST, notes, and alignment outputs.
Writes structured findings to output/review paths for traceability and subsequent fixes.
Facilitates fast second-opinion iterations during development or production runs.

Quick Start

Run the Gemini review script for a chosen stage (ult, issues, ust, notes, alignment-ult, or alignment-ust) and a book/chapter to generate a findings report.

Frequently Asked Questions about gemini-review

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

FAQPage Schema

How do I get a second opinion review for AI translation pipeline outputs?▼

To get a second opinion review for AI translation pipeline outputs, you can run a Gemini-based review script that independently evaluates ULT, UST, notes, issues, and alignment stages to catch errors a single model might miss.

Do I need the Gemini CLI to run automated USFM reviews?▼

Yes, you need the Gemini CLI installed in your environment to perform automated USFM reviews, as the script reads workspace guideline docs and outputs to generate findings.

How do I generate a findings report for specific pipeline stages?▼

You generate a findings report by running the Gemini review script for a chosen stage like ult, issues, ust, notes, alignment-ult, or alignment-ust, targeting a specific book and chapter.

What is the purpose of running a parallel Gemini review on pipeline outputs?▼

Running a parallel Gemini review provides an independent quality check on pipeline outputs, computing structured findings that facilitate fast iterations and traceability during development or production runs.

Where are the findings reports stored when reviewing translation outputs?▼

When reviewing translation outputs, the findings reports are written as structured markdown files to the output/review/{BOOK}/{BOOK}-{CH}-{stage}-gemini.md path for traceability and subsequent fixes.