RRepoGEO

REPOGEO REPORT · LITE

elvisun/newsjack

Default branch main · commit 78e0d274 · scanned 6/28/2026, 5:07:01 PM

GitHub: 500 stars · 37 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 elvisun/newsjack, 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 README opening to counter misinterpretations

    Why:

    CURRENT
    # Newsjack.sh

**The open-source skills that turn your agent into a full PR team.**
    COPY-PASTE FIX
    # Newsjack.sh

**The open-source skills that turn your agent into a full PR team.**

This is a *modern, actively maintained* toolkit designed for *legitimate* public relations, media monitoring, and competitor tracking, not for generating satirical or fake news.
  • mediumtopics#2
    Expand repository topics for better categorization

    Why:

    CURRENT
    agents, marketing, productivity, skills
    COPY-PASTE FIX
    agents, public-relations, media-monitoring, competitor-tracking, llm-agents, news-analysis, ai-tools
  • mediumcomparison#3
    Add a 'How Newsjack Compares' section to README

    Why:

    COPY-PASTE FIX
    ## How Newsjack Compares

Newsjack stands apart from common alternatives by focusing on empowering AI agents with a complete, open-source PR toolkit.

*   **Vs. SaaS PR Platforms (Meltwater, Cision):** Newsjack is open-source, giving you full control and customizability without subscription fees. It's designed to integrate directly with your AI agents, not replace them.
*   **Vs. Data Scraping Libraries (Scrapy, Beautiful Soup):** While it uses similar underlying techniques, Newsjack provides a full, opinionated workflow for PR tasks like news monitoring, competitor tracking, and pitch generation, rather than just raw data extraction.

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 elvisun/newsjack
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ChatGPT
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ChatGPT · recommended 1×
  2. Meltwater · recommended 1×
  3. Cision · recommended 1×
  4. Hootsuite · recommended 1×
  5. Google Alerts · recommended 1×
  • CATEGORY QUERY
    How can I equip my AI assistant to handle public relations tasks effectively?
    you: not recommended
    AI recommended (in order):
    1. ChatGPT
    2. Meltwater
    3. Cision
    4. Hootsuite
    5. Google Alerts
    6. Grammarly Business
    7. Canva

    AI recommended 7 alternatives but never named elvisun/newsjack. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source solutions help AI agents monitor industry news and track competitors?
    you: not recommended
    AI recommended (in order):
    1. NewsCatcher API
    2. Scrapy
    3. Beautiful Soup
    4. Requests
    5. rss-to-json
    6. RSS-Bridge
    7. Apache Nutch
    8. spaCy
    9. Hugging Face Transformers

    AI recommended 9 alternatives but never named elvisun/newsjack. 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 elvisun/newsjack?
    pass
    AI named elvisun/newsjack explicitly

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

  • If a team adopts elvisun/newsjack in production, what risks or prerequisites should they evaluate first?
    pass
    AI named elvisun/newsjack 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 elvisun/newsjack solve, and who is the primary audience?
    pass
    AI did not name elvisun/newsjack — 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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elvisun/newsjack — 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