RRepoGEO

REPOGEO REPORT · LITE

lukaszliniewicz/Pandrator

Default branch main · commit 49340ef2 · scanned 6/15/2026, 11:56:56 PM

GitHub: 572 stars · 41 forks

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 lukaszliniewicz/Pandrator, 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 disclaimer about the name 'Pandrator' not being related to Pandas

    Why:

    COPY-PASTE FIX
    Add a prominent line in the README, perhaps in the TL;DR or immediately after the main heading, stating: 'Note: Despite the name, Pandrator is not related to Pandas DataFrames or data processing libraries; it is an application for audio and video generation.'
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a relevant URL to the 'Homepage' field in the repository settings. This could be a project website, documentation, or a dedicated landing page.
  • mediumreadme#3
    Strengthen the opening sentence of the 'About Pandrator' section

    Why:

    CURRENT
    Pandrator aspires to be easy to use and install - it has a one-click installer and a graphical user interface. It is a tool designed to perform two tasks:
    COPY-PASTE FIX
    Pandrator is a user-friendly desktop application with a one-click installer and a graphical user interface, designed to transform text, PDF, EPUB, and SRT files into spoken audio and dubbed videos using local AI models.

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 lukaszliniewicz/Pandrator
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Apache Tika
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Apache Tika · recommended 1×
  2. pdfminer/pdfminer.six · recommended 1×
  3. py-pdf/pypdf · recommended 1×
  4. nltk/nltk · recommended 1×
  5. explosion/spaCy · recommended 1×
  • CATEGORY QUERY
    How can I convert PDF documents into audiobooks using local voice cloning models?
    you: not recommended
    AI recommended (in order):
    1. Apache Tika
    2. PDFMiner.six (pdfminer/pdfminer.six)
    3. PyPDF2 (py-pdf/pypdf)
    4. NLTK (nltk/nltk)
    5. SpaCy (explosion/spaCy)
    6. Coqui TTS (coqui-ai/TTS)
    7. Mozilla TTS (mozilla/TTS)
    8. Mycroft Mimic 3 (MycroftAI/mimic3)
    9. NeMo (NVIDIA/NeMo)
    10. OpenVINO (openvinotoolkit/openvino)
    11. FFmpeg

    AI recommended 11 alternatives but never named lukaszliniewicz/Pandrator. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a desktop application to dub videos and translate subtitles with AI voice cloning.
    you: not recommended
    AI recommended (in order):
    1. Descript
    2. HeyGen
    3. Rask AI
    4. ElevenLabs
    5. Dubverse.ai
    6. VideoProc Converter AI
    7. Adobe Premiere Pro

    AI recommended 7 alternatives but never named lukaszliniewicz/Pandrator. 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 lukaszliniewicz/Pandrator?
    pass
    AI named lukaszliniewicz/Pandrator explicitly

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

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