RRepoGEO

REPOGEO REPORT · LITE

souzatharsis/podcastfy

Default branch main · commit 053b54a0 · scanned 5/12/2026, 12:02:01 AM

GitHub: 6,275 stars · 725 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 souzatharsis/podcastfy, 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 paragraph to emphasize end-to-end GenAI application

    Why:

    CURRENT
    Podcastfy is an open-source Python package that transforms multi-modal content (text, images) into engaging, multi-lingual audio conversations using GenAI.
    COPY-PASTE FIX
    Podcastfy is an open-source, end-to-end Python application and package that transforms multi-modal content (text, images, videos, PDFs, websites) into engaging, multi-lingual audio conversations using GenAI. It is a complete solution for generating conversational podcasts, not a podcast player or server.
  • mediumtopics#2
    Refine repository topics to be more specific to GenAI podcast generation

    Why:

    CURRENT
    elevenlabs, gemini, genai, notebooklm, openai, podcast
    COPY-PASTE FIX
    ai-podcast-generation, multimodal-ai, conversational-ai, audio-generation, genai-application, python-genai, content-to-audio, elevenlabs, gemini, openai
  • mediumreadme#3
    Add an explicit 'What Podcastfy is NOT' section to the README

    Why:

    COPY-PASTE FIX
    ## What Podcastfy is NOT
Podcastfy is not a podcast player, server, or management system. It does not host or distribute podcasts. Its sole purpose is the programmatic generation of new, conversational audio content from various input sources using generative AI.

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 souzatharsis/podcastfy
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ElevenLabs
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ElevenLabs · recommended 1×
  2. Google Cloud Text-to-Speech · recommended 1×
  3. Azure AI Speech · recommended 1×
  4. Amazon Polly · recommended 1×
  5. DeepMotion · recommended 1×
  • CATEGORY QUERY
    How can I convert various content types into engaging, multilingual audio conversations using AI?
    you: not recommended
    AI recommended (in order):
    1. ElevenLabs
    2. Google Cloud Text-to-Speech
    3. Azure AI Speech
    4. Amazon Polly
    5. DeepMotion
    6. Riffusion
    7. Whisper
    8. GPT-3.5
    9. GPT-4

    AI recommended 9 alternatives but never named souzatharsis/podcastfy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an open-source Python tool to generate conversational podcasts from articles and PDFs.
    you: not recommended
    AI recommended (in order):
    1. Haystack (deepset-ai/haystack)
    2. LangChain (langchain-ai/langchain)
    3. LlamaIndex (run-llama/llama_index)
    4. Transformers (huggingface/transformers)
    5. PDFMiner.six (pdfminer/pdfminer.six)
    6. python-docx (python-openxml/python-docx)
    7. gTTS (pndurette/gTTS)
    8. Coqui TTS (coqui-ai/TTS)

    AI recommended 8 alternatives but never named souzatharsis/podcastfy. 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 souzatharsis/podcastfy?
    pass
    AI named souzatharsis/podcastfy explicitly

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

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

    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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  • Brand-free category queries5 vs 2 in Lite
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