RRepoGEO

REPOGEO REPORT · LITE

souzatharsis/podcastfy

Default branch main · commit 053b54a0 · scanned 6/22/2026, 6:12:18 AM

GitHub: 6,388 stars · 745 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)

2 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 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
    Remove or clarify 'not intended for production use' statement

    Why:

    CURRENT
    This project is a personal project and is not intended for production use.
    COPY-PASTE FIX
    (Remove the sentence entirely, or replace with a statement like: "Podcastfy is actively maintained and suitable for evaluation in various use cases.")
  • highreadme#2
    Reposition README to emphasize Python GenAI core and clarify 'Web App' role

    Why:

    CURRENT
    The current README structure where 'Web App' is listed alongside 'Python Package' and 'CLI' without explicit hierarchy, and the initial description might not be strong enough to override other signals.
    COPY-PASTE FIX
    Add a sentence immediately after the H1 or in the first paragraph to explicitly state the core technology and purpose, e.g., "Podcastfy is primarily a Python-based GenAI engine for generating audio conversations from multimodal content, offering a robust CLI and a Python package. A reference web application is also available to demonstrate its capabilities." Also, consider reordering the links to `Python Package | CLI | Paper | Web App | Feedback`.
  • mediumcomparison#3
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    Create a new section, e.g., "## Why Podcastfy? (vs. Raw TTS APIs & NotebookLM)" that highlights Podcastfy's unique value proposition: "Unlike raw Text-to-Speech APIs (e.g., ElevenLabs, Google Cloud Text-to-Speech) which provide basic audio synthesis, Podcastfy orchestrates complex multimodal inputs into engaging, multilingual *conversations*. Compared to closed-source tools like NotebookLM, Podcastfy offers an open-source, programmatic, and highly customizable solution."

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. Amazon Polly · recommended 1×
  4. OpenAI API · recommended 1×
  5. Microsoft Azure AI Speech · recommended 1×
  • CATEGORY QUERY
    How to convert various content types into engaging, AI-generated audio conversations?
    you: not recommended
    AI recommended (in order):
    1. ElevenLabs
    2. Google Cloud Text-to-Speech
    3. Amazon Polly
    4. OpenAI API
    5. Microsoft Azure AI Speech
    6. Resemble.ai
    7. Play.ht

    AI recommended 7 alternatives but never named souzatharsis/podcastfy. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Python tool to create multilingual audio podcasts from diverse digital content.
    you: not recommended
    AI recommended (in order):
    1. ElevenLabs API
    2. Google Cloud Text-to-Speech API (googleapis/google-cloud-python)
    3. Azure Cognitive Services Speech (Azure/azure-sdk-for-python)
    4. OpenAI TTS API (openai/openai-python)
    5. gTTS (Google Text-to-Speech) (pndurette/gTTS)
    6. Mozilla TTS (coqui-ai/TTS)
    7. Pydub (jiaaro/pydub)

    AI recommended 7 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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MARKDOWN (README)
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HTML
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souzatharsis/podcastfy — 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