RRepoGEO

REPOGEO REPORT · LITE

mengxi-ream/read-frog

Default branch main · commit af04a396 · scanned 6/24/2026, 9:32:18 PM

GitHub: 8,144 stars · 535 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)

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

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
  • highreadme#1
    Add a prominent, bolded tagline clarifying the project's core identity

    Why:

    COPY-PASTE FIX
    **Read Frog: Your AI-Powered Immersive Language Learning Browser Extension.**

An open-source AI-powered language learning extension for browsers.
  • mediumreadme#2
    Add a 'Why Read Frog?' section comparing it to common alternatives

    Why:

    COPY-PASTE FIX
    ### Why Read Frog?
Read Frog stands out from alternatives like Toucan, Readlang Web Reader, and DeepL Translate by offering a comprehensive, AI-powered immersive language learning experience directly in your browser. We integrate advanced AI models for article analysis and provide deep, contextual learning beyond simple translation.
  • lowreadme#3
    Add a concise 'What Problem Does Read Frog Solve?' section

    Why:

    COPY-PASTE FIX
    ### What Problem Does Read Frog Solve?
Read Frog solves the challenge of deep language acquisition by transforming any web content into an interactive learning environment. It helps language learners move beyond basic translation to truly understand and master new languages through AI-powered immersive experiences.

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
Toucan
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Toucan · recommended 2×
  2. Readlang Web Reader · recommended 2×
  3. DeepL Translate · recommended 2×
  4. Google Translate · recommended 2×
  5. Language Reactor · recommended 1×
  • CATEGORY QUERY
    Looking for a browser extension for immersive translation and AI-powered language learning.
    you: not recommended
    AI recommended (in order):
    1. Toucan
    2. Readlang Web Reader
    3. Language Reactor
    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
  • CATEGORY QUERY
    What are good AI language learning browser tools for translating articles and improving vocabulary?
    you: not recommended
    AI recommended (in order):
    1. Readlang Web Reader
    2. DeepL Translate
    3. Google Translate
    4. LingQ
    5. Toucan
    6. VocabTracker

    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?

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mengxi-ream/read-frog — 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