RRepoGEO

REPOGEO REPORT · LITE

camoverride/lit

Default branch master · commit 2a4302dc · scanned 5/18/2026, 5:28:00 AM

GitHub: 1,795 stars · 540 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
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 camoverride/lit, 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 explicitly state it's a reading list

    Why:

    CURRENT
    Literally just literature. Books for the self-taught AI practitioner.
    COPY-PASTE FIX
    This repository is a curated reading list of books for the self-taught AI practitioner.
  • mediumlicense#2
    Add a LICENSE file to the repository

    Why:

    CURRENT
    (no LICENSE file detected — the repo has no recognizable license)
    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the text of the MIT License.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add a relevant URL to the repository's homepage field, such as a project website, a blog post explaining the list, or a direct link to the README itself.

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 camoverride/lit
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
scikit-learn/scikit-learn
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. scikit-learn/scikit-learn · recommended 1×
  2. keras-team/keras · recommended 1×
  3. tensorflow/tensorflow · recommended 1×
  4. R · recommended 1×
  5. Python · recommended 1×
  • CATEGORY QUERY
    What are essential books for self-learning artificial intelligence and data science?
    you: not recommended
    AI recommended (in order):
    1. Scikit-Learn (scikit-learn/scikit-learn)
    2. Keras (keras-team/keras)
    3. TensorFlow (tensorflow/tensorflow)
    4. R
    5. Python
    6. Pandas (pandas-dev/pandas)
    7. NumPy (numpy/numpy)

    AI recommended 7 alternatives but never named camoverride/lit. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a comprehensive reading list to build a strong foundation in machine learning and NLP.
    you: not recommended
    AI recommended (in order):
    1. Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow
    2. Speech and Language Processing
    3. Deep Learning
    4. Pattern Recognition and Machine Learning
    5. Natural Language Processing with Transformers
    6. Hugging Face Transformers library
    7. Introduction to Information Retrieval
    8. The Hundred-Page Machine Learning Book

    AI recommended 8 alternatives but never named camoverride/lit. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    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 camoverride/lit?
    pass
    AI did not name camoverride/lit — 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 camoverride/lit in production, what risks or prerequisites should they evaluate first?
    pass
    AI named camoverride/lit 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 camoverride/lit solve, and who is the primary audience?
    pass
    AI named camoverride/lit 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 camoverride/lit. 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/camoverride/lit.svg)](https://repogeo.com/en/r/camoverride/lit)
HTML
<a href="https://repogeo.com/en/r/camoverride/lit"><img src="https://repogeo.com/badge/camoverride/lit.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

camoverride/lit — 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