RRepoGEO

REPOGEO REPORT · LITE

kingsidharth/podcaster_crew

Default branch production · commit 162b9aee · scanned 6/6/2026, 2:07:48 AM

GitHub: 829 stars · 552 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 kingsidharth/podcaster_crew, 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
  • highreadme#1
    Reposition the README H1 and opening paragraph to highlight podcast automation

    Why:

    CURRENT
    # Podcaster Crew

Welcome to the Podcaster Crew project, powered by crewAI. This template is designed to help you set up a multi-agent AI system with ease, leveraging the powerful and flexible framework provided by crewAI. Our goal is to enable your agents to collaborate effectively on complex tasks, maximizing their collective intelligence and capabilities.
    COPY-PASTE FIX
    # Podcaster Crew: Automate Podcast Production with Multi-Agent AI

Welcome to the Podcaster Crew project, a multi-agent AI system powered by crewAI designed to fully automate the podcast creation workflow. This template enables your agents to collaborate effectively on complex tasks, from topic generation to scriptwriting, audio production, and social media content, maximizing their collective intelligence and capabilities for podcasters and content creators.
  • highabout#2
    Add a concise description to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Automate the entire podcast creation workflow, from topic generation to scriptwriting and social media content, using a multi-agent AI system powered by CrewAI.

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 kingsidharth/podcaster_crew
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. AutoGen · recommended 2×
  3. Haystack · recommended 2×
  4. Mesa · recommended 1×
  5. SPADE · recommended 1×
  • CATEGORY QUERY
    How to create a multi-agent AI system where agents collaborate on complex tasks?
    you: not recommended
    AI recommended (in order):
    1. Mesa
    2. SPADE
    3. LangChain
    4. AutoGen
    5. Haystack
    6. JADE
    7. Anylogic

    AI recommended 7 alternatives but never named kingsidharth/podcaster_crew. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Python framework for orchestrating multiple AI agents to work together on projects?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. CrewAI
    3. AutoGen
    4. Haystack
    5. DSPy
    6. LlamaIndex

    AI recommended 6 alternatives but never named kingsidharth/podcaster_crew. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 kingsidharth/podcaster_crew?
    pass
    AI named kingsidharth/podcaster_crew explicitly

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

  • If a team adopts kingsidharth/podcaster_crew in production, what risks or prerequisites should they evaluate first?
    pass
    AI named kingsidharth/podcaster_crew 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 kingsidharth/podcaster_crew solve, and who is the primary audience?
    pass
    AI named kingsidharth/podcaster_crew 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 kingsidharth/podcaster_crew. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/kingsidharth/podcaster_crew.svg)](https://repogeo.com/en/r/kingsidharth/podcaster_crew)
HTML
<a href="https://repogeo.com/en/r/kingsidharth/podcaster_crew"><img src="https://repogeo.com/badge/kingsidharth/podcaster_crew.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

kingsidharth/podcaster_crew — 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