RRepoGEO

REPOGEO REPORT · LITE

nowork-studio/NotFair

Default branch main · commit 0403dcb8 · scanned 5/26/2026, 12:03:56 PM

GitHub: 2,661 stars · 327 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 nowork-studio/NotFair, 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
    Add a clarifying sentence to the README's opening paragraph

    Why:

    CURRENT
    **The official Google & Meta Ads + SEO plugin from NotFair. Data-driven decisions, not dashboards.**
    COPY-PASTE FIX
    **NotFair is the official Google & Meta Ads + SEO plugin for AI agents, providing data-driven decisions, not just dashboards. This project is focused on marketing performance, not machine learning fairness or link-in-bio services.**
  • mediumtopics#2
    Add more specific AI marketing and automation topics

    Why:

    CURRENT
    claude-code-plugin, claude-skills, geo, googleads, googleadsmcp, mcp, metaads, seo
    COPY-PASTE FIX
    claude-code-plugin, claude-skills, geo, googleads, googleadsmcp, mcp, metaads, seo, ai-marketing, marketing-automation, ad-optimization, seo-automation
  • lowabout#3
    Refine repository description to highlight AI agent problem-solving

    Why:

    CURRENT
    Open-source Claude Code skills for SEO, GEO, Google Ads, Meta Ads
    COPY-PASTE FIX
    Open-source AI agent skills for SEO, GEO, Google Ads, and Meta Ads, helping you diagnose and fix marketing performance issues.

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 nowork-studio/NotFair
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Python
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Python · recommended 2×
  2. apache/superset · recommended 1×
  3. metabase/metabase · recommended 1×
  4. grafana/grafana · recommended 1×
  5. scikit-learn/scikit-learn · recommended 1×
  • CATEGORY QUERY
    What open-source AI tools help optimize Google and Meta ad campaigns?
    you: not recommended
    AI recommended (in order):
    1. Apache Superset (apache/superset)
    2. Metabase (metabase/metabase)
    3. Grafana (grafana/grafana)
    4. Scikit-learn (scikit-learn/scikit-learn)
    5. XGBoost (dmlc/xgboost)
    6. LightGBM (microsoft/LightGBM)
    7. Python
    8. Google Ads API Client Library (googleads/google-ads-python)
    9. Meta Marketing API (facebook/facebook-python-business-sdk)

    AI recommended 9 alternatives but never named nowork-studio/NotFair. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to integrate AI agents for SEO and ad performance analysis?
    you: not recommended
    AI recommended (in order):
    1. Surfer SEO
    2. Frase.io
    3. SEMrush
    4. Ahrefs
    5. Google Ads
    6. Optmyzr
    7. Acquisio
    8. Supermetrics
    9. Funnel.io
    10. Tableau
    11. Power BI
    12. Python
    13. R
    14. TensorFlow
    15. PyTorch

    AI recommended 15 alternatives but never named nowork-studio/NotFair. 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 nowork-studio/NotFair?
    pass
    AI named nowork-studio/NotFair explicitly

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

  • If a team adopts nowork-studio/NotFair in production, what risks or prerequisites should they evaluate first?
    pass
    AI named nowork-studio/NotFair 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 nowork-studio/NotFair solve, and who is the primary audience?
    pass
    AI named nowork-studio/NotFair 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
  • Prioritized action items8 vs 3 in Lite