RRepoGEO

REPOGEO REPORT · LITE

mshumer/ai-journalist

Default branch main · commit 346ca593 · scanned 6/2/2026, 10:33:01 AM

GitHub: 780 stars · 105 forks

AI VISIBILITY SCORE
23 /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
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 mshumer/ai-journalist, 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
  • highabout#1
    Add a concise 'About' description

    Why:

    COPY-PASTE FIX
    An experimental AI-powered journalist that researches, writes, and edits high-quality articles from web sources using Claude 3, designed for journalistic output.
  • highreadme#2
    Add a clarifying sentence to the README's introduction

    Why:

    COPY-PASTE FIX
    Add this sentence after the first paragraph of the README: "Unlike generic content generators or raw LLM APIs, Claude-Journalist focuses on producing well-researched, structured, and edited articles suitable for publication, leveraging web search for factual accuracy."

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 mshumer/ai-journalist
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI GPT-4
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI GPT-4 · recommended 1×
  2. OpenAI GPT-3.5 Turbo · recommended 1×
  3. Google Cloud Natural Language API · recommended 1×
  4. AWS Comprehend · recommended 1×
  5. scrapy/scrapy · recommended 1×
  • CATEGORY QUERY
    How can I automate the process of researching and writing news articles?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4
    2. OpenAI GPT-3.5 Turbo
    3. Google Cloud Natural Language API
    4. AWS Comprehend
    5. Scrapy (scrapy/scrapy)
    6. Beautiful Soup (crummy/beautifulsoup4)
    7. Zapier
    8. Make
    9. RSS-to-Email
    10. Feedly
    11. Airtable
    12. Google Sheets

    AI recommended 12 alternatives but never named mshumer/ai-journalist. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools use AI to generate high-quality, well-researched articles from web sources?
    you: not recommended
    AI recommended (in order):
    1. Surfer SEO
    2. Jasper
    3. Copy.ai
    4. Writesonic
    5. Article Forge
    6. Scalenut

    AI recommended 6 alternatives but never named mshumer/ai-journalist. 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 mshumer/ai-journalist?
    pass
    AI did not name mshumer/ai-journalist — 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?

  • If a team adopts mshumer/ai-journalist in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mshumer/ai-journalist 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 mshumer/ai-journalist solve, and who is the primary audience?
    pass
    AI named mshumer/ai-journalist 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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  • Prioritized action items8 vs 3 in Lite
mshumer/ai-journalist — RepoGEO report