RRepoGEO

REPOGEO REPORT · LITE

hollobit/GenAI_LLM_timeline

Default branch main · commit 4bafe9eb · scanned 6/10/2026, 4:08:17 PM

GitHub: 952 stars · 58 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
18 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
0 pass · 1 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 hollobit/GenAI_LLM_timeline, 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
    Create a README.md file to introduce the project

    Why:

    COPY-PASTE FIX
    # Generative AI & LLM Timeline

This repository provides a chronological, visual timeline of key events, models, and breakthroughs in Generative AI and Large Language Models (LLMs). Built as a Streamlit application, it offers an easily accessible and reviewable overview of the field's rapid evolution. The timeline data is maintained in a simple, text-based format (e.g., Markdown or JSON) to encourage community contributions and ensure accuracy.
  • highlicense#2
    Add a LICENSE file to the repository root

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file (e.g., `LICENSE.md` or `LICENSE.txt`) in the repository root with a standard open-source license like MIT or Apache-2.0, and mention the chosen license in the new README file.
  • mediumhomepage#3
    Add a homepage URL in the repository settings

    Why:

    COPY-PASTE FIX
    Add the URL of the live Streamlit application (if deployed) or a dedicated project page to the 'Homepage' field in the repository's 'About' section.

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 hollobit/GenAI_LLM_timeline
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Papers With Code
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Papers With Code · recommended 1×
  • CATEGORY QUERY
    How can I track the historical development of large language models and generative AI?
    you: not recommended
    AI recommended (in order):
    1. Papers With Code

    AI recommended 1 alternative but never named hollobit/GenAI_LLM_timeline. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the significant milestones and breakthroughs in generative AI and LLM technology?
    you: not recommended
    Show full AI answer

Objective checks

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

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    fail

    Suggestion:

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 hollobit/GenAI_LLM_timeline?
    pass
    AI named hollobit/GenAI_LLM_timeline explicitly

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

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

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hollobit/GenAI_LLM_timeline — 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