RRepoGEO

REPOGEO REPORT · LITE

mengxi-ream/read-frog

Default branch main · commit ecc84411 · scanned 5/14/2026, 9:17:05 AM

GitHub: 6,198 stars · 394 forks

AI VISIBILITY SCORE
40 /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
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 mengxi-ream/read-frog, 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
  • highabout#1
    Expand the repository description to be more explicit about its function and category

    Why:

    CURRENT
    🐸 Read Frog - Open Source Immersive Translate | 🐸 陪读蛙 - 开源沉浸式翻译
    COPY-PASTE FIX
    🐸 Read Frog is an open-source AI-powered browser extension for immersive language translation and learning. It helps users master languages effortlessly by providing bilingual translation, article analysis, and support for multiple AI models directly in their browser. | 🐸 陪读蛙 - 开源沉浸式翻译
  • mediumtopics#2
    Add more specific topics related to browser-based language learning and translation tools

    Why:

    CURRENT
    browser-extension, chinese, chrome-extension, deepseek, english, english-learning, gpt, immersive-translate, japanese, language-learning, llm, openai, react, translate, wxt
    COPY-PASTE FIX
    browser-extension, chinese, chrome-extension, deepseek, english, english-learning, gpt, immersive-translate, japanese, language-learning, llm, openai, react, translate, wxt, web-reader, translation-tool, language-tool
  • lowreadme#3
    Add a 'Comparison' section to the README

    Why:

    COPY-PASTE FIX
    ## 🆚 Comparison

Read Frog stands out from other language learning and translation extensions like Readlang Web Reader, Mate Translate, and Language Reactor by offering [mention 1-2 key differentiators, e.g., deeper AI analysis, broader model support, open-source nature, specific features].

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 mengxi-ream/read-frog
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Readlang Web Reader
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Readlang Web Reader · recommended 2×
  2. Mate Translate · recommended 2×
  3. Language Reactor · recommended 2×
  4. Toucan · recommended 1×
  5. Google Translate (Official Extension) · recommended 1×
  • CATEGORY QUERY
    What are the best browser extensions for AI-powered immersive language translation and learning?
    you: not recommended
    AI recommended (in order):
    1. Readlang Web Reader
    2. Toucan
    3. Google Translate (Official Extension)
    4. Mate Translate
    5. DeepL Translator
    6. Language Reactor

    AI recommended 6 alternatives but never named mengxi-ream/read-frog. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source browser tool to analyze articles and translate for language learning.
    you: not recommended
    AI recommended (in order):
    1. Readlang Web Reader
    2. Language Reactor
    3. Lingoes
    4. Mate Translate
    5. DeepL Translate
    6. Google Translate

    AI recommended 6 alternatives but never named mengxi-ream/read-frog. 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 mengxi-ream/read-frog?
    pass
    AI named mengxi-ream/read-frog explicitly

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

  • If a team adopts mengxi-ream/read-frog in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mengxi-ream/read-frog 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 mengxi-ream/read-frog solve, and who is the primary audience?
    pass
    AI named mengxi-ream/read-frog 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 mengxi-ream/read-frog. 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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  • Brand-free category queries5 vs 2 in Lite
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mengxi-ream/read-frog — RepoGEO report