RRepoGEO

REPOGEO REPORT · LITE

Orenoid/BabelDuck

Default branch main · commit 1e639836 · scanned 6/15/2026, 11:27:34 AM

GitHub: 683 stars · 30 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 Orenoid/BabelDuck, 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

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

OVERALL DIRECTION
  • mediumcomparison#1
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## 🆚 Comparison with Alternatives
While tools like ChatGPT and Replika offer general AI conversation, BabelDuck focuses specifically on language learners with features like sub-conversations for grammar feedback, customizable quick commands, and local data storage. Unlike general-purpose chatbots, BabelDuck is designed to minimize cognitive load for oral expression practice and offers seamless switching between multiple LLM services.
  • mediumlicense#2
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## 📄 License
This project is licensed under [Specify License Name(s) here, e.g., "a custom license combining MIT and Apache-2.0 terms"]. Please see the [LICENSE](LICENSE) file for full details.

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 Orenoid/BabelDuck
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 2×
  2. Replika · recommended 2×
  3. ELSA Speak · recommended 2×
  4. GrammarlyGO · recommended 1×
  5. Speechify · recommended 1×
  • CATEGORY QUERY
    What are the best AI tools for practicing conversational English and getting grammar feedback?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Replika
    3. GrammarlyGO
    4. ELSA Speak
    5. Speechify
    6. Google Bard

    AI recommended 6 alternatives but never named Orenoid/BabelDuck. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an AI-powered language learning app with voice input and customizable conversations.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Replika
    3. ELSA Speak
    4. Speechling
    5. HelloTalk
    6. Tandem

    AI recommended 6 alternatives but never named Orenoid/BabelDuck. 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 Orenoid/BabelDuck?
    pass
    AI named Orenoid/BabelDuck explicitly

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

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

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

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Orenoid/BabelDuck — 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