REPOGEO REPORT · LITE

generaltranslation/gt

Default branch main · commit 9d0922bc · scanned 6/16/2026, 12:36:46 AM

GitHub: 956 stars · 28 forks

AI VISIBILITY SCORE

33 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 warn · 0 fail

Objective metadata checks

AI knows your name

2 / 3

Direct prompts that named your repo

HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface generaltranslation/gt, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION

highreadme#1

Reposition README opening to clarify core purpose as React/Next.js i18n

Why:

CURRENT

General Translation is a fully integrated suite of internationalization (i18n) tools for React apps. Translate entire React components—not just strings—with a simple `<T>` wrapper. No refactoring into dictionaries. Just write your content and let GT handle the rest.

COPY-PASTE FIX

General Translation is a full-stack localization platform and integrated suite of internationalization (i18n) tools specifically designed for React and Next.js applications. It enables seamless translation of entire React components—not just strings—using a simple `<T>` wrapper, eliminating the need for manual string extraction and dictionary management, and streamlining your workflow for global audiences.

mediumcomparison#2

Add a 'Comparison with Alternatives' section to README

Why:

COPY-PASTE FIX

## Comparison with Alternatives

Unlike traditional i18n libraries that focus on string dictionaries (e.g., react-i18next, LinguiJS), General Translation allows you to translate entire React components directly. This eliminates the need for manual string extraction and dictionary management, offering a more integrated and developer-friendly workflow for full-stack localization in React and Next.js applications.

mediumlicense#3

Add explicit license clarification to README

Why:

COPY-PASTE FIX

## License

This project is licensed under the terms found in the [LICENSE.md](LICENSE.md) file. Please refer to the file for specific details regarding usage and distribution.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall

0 / 2

0% of queries surface generaltranslation/gt

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

formatjs/formatjs

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

formatjs/formatjs · recommended 2×
LinguiJS · recommended 1×
react-i18next · recommended 1×
react-intl · recommended 1×
Tolgee · recommended 1×

CATEGORY QUERY
How can I easily localize React components without extensive string dictionary management?
you: not recommended
AI recommended (in order):
1. LinguiJS
2. react-i18next
3. react-intl
4. Tolgee
5. i18next-extract
AI recommended 5 alternatives but never named generaltranslation/gt. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are the best full-stack internationalization solutions for modern JavaScript frameworks?
you: not recommended
AI recommended (in order):
1. FormatJS (formatjs/formatjs)
2. i18next (i18next/i18next)
3. LinguiJS (lingui/js-lingui)
4. Next.js i18n Routing (vercel/next.js)
5. react-intl (formatjs/formatjs)
6. react-i18next (i18next/react-i18next)
7. Vue I18n (intlify/vue-i18n)
8. Polyglot.js (airbnb/polyglot.js)
AI recommended 8 alternatives but never named generaltranslation/gt. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
README presence
pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

Compared to common alternatives in this category, what is the core differentiator of generaltranslation/gt?
pass
AI named generaltranslation/gt explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts generaltranslation/gt in production, what risks or prerequisites should they evaluate first?
pass
AI did not name generaltranslation/gt — likely talking about a different project
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
In one sentence, what problem does the repo generaltranslation/gt solve, and who is the primary audience?
pass
AI named generaltranslation/gt explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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Live preview

MARKDOWN (README)

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HTML

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generaltranslation/gt — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite