RRepoGEO

REPOGEO REPORT · LITE

EwingYangs/awesome-open-gpt

Default branch main · commit a843e44f · scanned 5/18/2026, 6:16:27 AM

GitHub: 6,011 stars · 545 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 EwingYangs/awesome-open-gpt, 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 'awesome list'

    Why:

    CURRENT
    awesome-open-gpt**是关于GPT开源精选项目的合集（170+全网最全） 🚀，热门项目用🔥标记，其中包括了一些GPT镜像、GPT增强、GPT插件、GPT工具、GPT平替的聊天机器人、开源大语言模型等等.
    COPY-PASTE FIX
    EwingYangs/awesome-open-gpt is a comprehensive **awesome list** and curated collection of over 170 open-source projects related to GPT, including mirrors, enhancements, plugins, tools, alternative chatbots, and open large language models.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) that best suits the project's intent for the list itself.
  • 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 in the About section, such as `https://github.com/EwingYangs/awesome-open-gpt` itself, or a dedicated project page if one exists.

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 EwingYangs/awesome-open-gpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hugging Face Transformers
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Transformers · recommended 2×
  2. LangChain · recommended 2×
  3. Llama.cpp · recommended 1×
  4. OpenAI's OpenAI API · recommended 1×
  5. LocalAI · recommended 1×
  • CATEGORY QUERY
    Where can I find open-source tools and alternatives for building with large language models?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. Llama.cpp
    3. LangChain
    4. OpenAI's OpenAI API
    5. LocalAI
    6. vLLM
    7. Ollama
    8. MLflow
    9. TensorFlow
    10. PyTorch

    AI recommended 10 alternatives but never named EwingYangs/awesome-open-gpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open-source projects to enhance or replace existing language model interfaces?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. Open Assistant
    5. FastChat
    6. Gradio
    7. Hugging Face Transformers

    AI recommended 7 alternatives but never named EwingYangs/awesome-open-gpt. 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 EwingYangs/awesome-open-gpt?
    pass
    AI did not name EwingYangs/awesome-open-gpt — 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 EwingYangs/awesome-open-gpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named EwingYangs/awesome-open-gpt 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 EwingYangs/awesome-open-gpt solve, and who is the primary audience?
    pass
    AI did not name EwingYangs/awesome-open-gpt — 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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EwingYangs/awesome-open-gpt — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
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EwingYangs/awesome-open-gpt — RepoGEO report