RRepoGEO

REPOGEO REPORT · LITE

chenking2020/FindTheChatGPTer

Default branch main · commit 80ad5c19 · scanned 5/22/2026, 9:43:23 PM

GitHub: 2,015 stars · 194 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
22 /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
1 / 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 chenking2020/FindTheChatGPTer, 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
  • highabout#1
    Clarify the repository's purpose in the About description

    Why:

    CURRENT
    ChatGPT爆火，开启了通往AGI的关键一步，本项目旨在汇总那些ChatGPT的开源平替们，包括文本大模型、多模态大模型等，为大家提供一些便利
    COPY-PASTE FIX
    A curated list and summary of open-source alternatives to ChatGPT and GPT-4, covering text and multimodal large language models. 本项目旨在汇总那些ChatGPT的开源平替们，包括文本大模型、多模态大模型等，为大家提供一些便利
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Choose and add a standard open-source license file (e.g., MIT, Apache-2.0) to the repository root.
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    Add a relevant URL (e.g., a project website, a more structured list, or even the repo URL itself if no other exists) to the 'Homepage' field in the repository settings.

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 chenking2020/FindTheChatGPTer
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Llama 3
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Llama 3 · recommended 1×
  2. Llama 2 · recommended 1×
  3. Mistral 7B · recommended 1×
  4. Mixtral 8x7B · recommended 1×
  5. Falcon 40B · recommended 1×
  • CATEGORY QUERY
    I need open-source alternatives to advanced conversational AI for self-hosting.
    you: not recommended
    AI recommended (in order):
    1. Llama 3
    2. Llama 2
    3. Mistral 7B
    4. Mixtral 8x7B
    5. Falcon 40B
    6. Falcon 7B
    7. OpenAssistant Conversations
    8. GPT-J-6B
    9. DialoGPT

    AI recommended 9 alternatives but never named chenking2020/FindTheChatGPTer. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find a curated list of open-source large language and multimodal models?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Hub
    2. Open LLM Leaderboard by Hugging Face
    3. Papers With Code
    4. Awesome-LLM
    5. OpenAI
    6. MLCommons

    AI recommended 6 alternatives but never named chenking2020/FindTheChatGPTer. 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 chenking2020/FindTheChatGPTer?
    pass
    AI named chenking2020/FindTheChatGPTer explicitly

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

  • If a team adopts chenking2020/FindTheChatGPTer in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name chenking2020/FindTheChatGPTer — 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?

  • In one sentence, what problem does the repo chenking2020/FindTheChatGPTer solve, and who is the primary audience?
    pass
    AI did not name chenking2020/FindTheChatGPTer — 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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MARKDOWN (README)
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chenking2020/FindTheChatGPTer — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite