RRepoGEO

REPOGEO REPORT · LITE

Bistutu/FluentRead

Default branch main · commit ab1be13b · scanned 5/17/2026, 1:28:05 AM

GitHub: 6,900 stars · 329 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
3 / 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 Bistutu/FluentRead, 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
    Expand README's English opening to match repo description

    Why:

    CURRENT
    Open Immersive Translate 开源的沉浸式翻译。
    COPY-PASTE FIX
    Open Immersive Translate. A revolutionary open-source browser translation plugin that enables everyone to have a native-like reading experience. 开源的沉浸式翻译，一款革命性的浏览器翻译插件，让所有人都能够拥有母语般的阅读体验。
  • hightopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    browser-extension, translation, immersive-translation, ai-translation, open-source, multilingual, web-browser, productivity
  • mediumreadme#3
    Add a 'Why FluentRead?' comparison section to the README

    Why:

    COPY-PASTE FIX
    ## 💡 Why FluentRead?
Unlike many proprietary browser translation tools, FluentRead is completely open-source, free, and non-commercial. We offer unparalleled flexibility with support for over 20 translation engines, including advanced AI models like OpenAI, DeepSeek, and Ollama, alongside traditional services. Your privacy is paramount, with all data stored locally and transparent, auditable code. Experience highly customizable, immersive bilingual reading without compromise.

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 Bistutu/FluentRead
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
DeepL Translate
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. DeepL Translate · recommended 2×
  2. Google Translate · recommended 2×
  3. Mate Translate · recommended 2×
  4. ImTranslator · recommended 2×
  5. Microsoft Translator · recommended 1×
  • CATEGORY QUERY
    What are the best browser extensions for real-time AI-powered bilingual website translation?
    you: not recommended
    AI recommended (in order):
    1. DeepL Translate
    2. Google Translate
    3. Mate Translate
    4. ImTranslator
    5. Microsoft Translator
    6. Reverso Context

    AI recommended 6 alternatives but never named Bistutu/FluentRead. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source browser plugin offering immersive translation and text selection features.
    you: not recommended
    AI recommended (in order):
    1. DeepL Translate
    2. Google Translate
    3. Mate Translate
    4. ImTranslator
    5. Readlang Web Reader

    AI recommended 5 alternatives but never named Bistutu/FluentRead. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • 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 Bistutu/FluentRead?
    pass
    AI named Bistutu/FluentRead explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts Bistutu/FluentRead in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Bistutu/FluentRead 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 Bistutu/FluentRead solve, and who is the primary audience?
    pass
    AI named Bistutu/FluentRead explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of Bistutu/FluentRead. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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Bistutu/FluentRead — 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
Bistutu/FluentRead — RepoGEO report