RRepoGEO

REPOGEO REPORT · LITE

ObservedObserver/chatgpt-i18n

Default branch main · commit 01231d03 · scanned 6/12/2026, 1:37:50 AM

GitHub: 809 stars · 99 forks

AI VISIBILITY SCORE
27 /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
1 / 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 ObservedObserver/chatgpt-i18n, 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 H1 and opening paragraph to clarify it's a web app for locale file translation

    Why:

    CURRENT
    # chatgpt-i18n

Translate your locale files with AI Assistance.

Welcome to the ChatGPT + i18n app. This app is designed to help you translate your locale files with ease. Whether you are translating an application, website, or any other project that requires localization, it will make the process faster and more efficient.
    COPY-PASTE FIX
    # chatgpt-i18n: AI-Powered Web Editor for Locale File Translation

This web application provides an AI-assisted platform to efficiently translate your application or website's locale files. Designed to overcome the limitations of direct AI translation, it offers a dedicated editor and smart chunking to handle large JSON content without errors, making localization faster and more reliable.
  • mediumtopics#2
    Add more specific topics related to localization tools and platforms

    Why:

    CURRENT
    ai, chatgpt, chatgpt-i18n, frontend, gpt, i18n, i18n-ai
    COPY-PASTE FIX
    ai, chatgpt, chatgpt-i18n, frontend, gpt, i18n, i18n-ai, localization, translation-tool, i18n-editor, json-translation, web-app
  • lowreadme#3
    Enhance the 'Features' section to emphasize unique benefits over direct ChatGPT use

    Why:

    CURRENT
    - [x] Traslate your locale files with better experience.
- [x] A web editor for better editing and viewing experience.
- [x] Export multiple locale files at once.
- [x] Seperate large json file into small chunks to avoid ChatGPT breaking json. (WIP: the service seems slow now, and sometimes break the limit of vercel FaaS, I am working on it.)
    COPY-PASTE FIX
    - AI-powered translation for locale files, optimized for accuracy and efficiency.
- Intuitive web editor for seamless viewing, editing, and managing translations.
- Robust handling of large JSON files, automatically chunking content to prevent AI errors and ensure data integrity.
- Export multiple localized files simultaneously for streamlined deployment.

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 ObservedObserver/chatgpt-i18n
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Smartling
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Smartling · recommended 2×
  2. Phrase · recommended 2×
  3. Crowdin · recommended 2×
  4. DeepL Pro · recommended 1×
  5. Google Cloud Translation AI · recommended 1×
  • CATEGORY QUERY
    How to efficiently translate website locale files using AI assistance?
    you: not recommended
    AI recommended (in order):
    1. DeepL Pro
    2. Google Cloud Translation AI
    3. Smartling
    4. Phrase
    5. Crowdin
    6. Locize
    7. Microsoft Translator Text API

    AI recommended 7 alternatives but never named ObservedObserver/chatgpt-i18n. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What's a good tool for translating large JSON localization files with an AI editor?
    you: not recommended
    AI recommended (in order):
    1. Smartling
    2. Phrase
    3. Crowdin
    4. Localazy
    5. Transifex

    AI recommended 5 alternatives but never named ObservedObserver/chatgpt-i18n. 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 ObservedObserver/chatgpt-i18n?
    pass
    AI did not name ObservedObserver/chatgpt-i18n — 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?

  • If a team adopts ObservedObserver/chatgpt-i18n in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ObservedObserver/chatgpt-i18n explicitly

    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 ObservedObserver/chatgpt-i18n solve, and who is the primary audience?
    pass
    AI did not name ObservedObserver/chatgpt-i18n — 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?

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ObservedObserver/chatgpt-i18n — 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