RRepoGEO

REPOGEO REPORT · LITE

knowsuchagency/pdf-to-podcast

Default branch main · commit f6698b0b · scanned 6/5/2026, 4:57:59 PM

GitHub: 840 stars · 388 forks

AI VISIBILITY SCORE
33 /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
2 / 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 knowsuchagency/pdf-to-podcast, 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
    Reposition the README's opening sentence to highlight AI dialogue generation

    Why:

    CURRENT
    This project provides a tool to convert any PDF document into a podcast episode!
    COPY-PASTE FIX
    This project leverages AI to transform any PDF document into an engaging podcast episode, generating natural dialogue and high-quality audio.
  • hightopics#2
    Add more specific topics to improve categorization

    Why:

    CURRENT
    ai, audio, research, utilities
    COPY-PASTE FIX
    ai, audio, research, utilities, pdf-to-podcast, text-to-speech, content-creation, generative-ai, podcast-generation, document-summarization
  • mediumreadme#3
    Add a 'Why PDF to Podcast?' or 'How is this different?' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section, perhaps after 'Features', titled 'Why PDF to Podcast?' or 'How is this different?', with content like: 'Unlike basic text-to-speech tools, PDF to Podcast doesn't just read your document aloud. It uses Google's Gemini LLM to intelligently process the PDF content, generate engaging, natural dialogue, and structure it into a podcast-ready script, offering a truly transformative listening experience.'

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 knowsuchagency/pdf-to-podcast
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
NaturalReader
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. NaturalReader · recommended 2×
  2. Murf.ai · recommended 2×
  3. WellSaid Labs · recommended 2×
  4. Amazon Polly · recommended 2×
  5. Speechify · recommended 1×
  • CATEGORY QUERY
    How can I convert long PDF documents into engaging audio content for listening?
    you: not recommended
    AI recommended (in order):
    1. Speechify
    2. NaturalReader
    3. Murf.ai
    4. WellSaid Labs
    5. Amazon Polly
    6. Google Text-to-Speech
    7. Adobe Acrobat Reader

    AI recommended 7 alternatives but never named knowsuchagency/pdf-to-podcast. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools exist to transform research papers into spoken podcast episodes?
    you: not recommended
    AI recommended (in order):
    1. Descript
    2. Murf.ai
    3. WellSaid Labs
    4. Play.ht
    5. ElevenLabs
    6. NaturalReader
    7. Amazon Polly

    AI recommended 7 alternatives but never named knowsuchagency/pdf-to-podcast. 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 knowsuchagency/pdf-to-podcast?
    pass
    AI named knowsuchagency/pdf-to-podcast explicitly

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

  • If a team adopts knowsuchagency/pdf-to-podcast in production, what risks or prerequisites should they evaluate first?
    pass
    AI named knowsuchagency/pdf-to-podcast 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 knowsuchagency/pdf-to-podcast solve, and who is the primary audience?
    pass
    AI did not name knowsuchagency/pdf-to-podcast — likely talking about a different project

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

Embed your GEO score

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knowsuchagency/pdf-to-podcast — 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