RRepoGEO

REPOGEO REPORT · LITE

EwingYangs/awesome-open-gpt

Default branch main · commit a843e44f · scanned 6/29/2026, 12:12:04 PM

GitHub: 6,024 stars · 546 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
  • highabout#1
    Clarify 'awesome list' nature in the About description

    Why:

    CURRENT
    Collection of Open Source Projects Related to GPT，GPT相关开源项目合集🚀、精选🔥🔥
    COPY-PASTE FIX
    A comprehensive, curated awesome list of open-source GPT projects, tools, and alternatives. GPT相关开源项目合集🚀、精选🔥🔥
  • highlicense#2
    Add a standard open-source LICENSE file

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root, for example, using the MIT License template.
  • mediumhomepage#3
    Add a Homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Set the repository's homepage URL to `https://github.com/EwingYangs/awesome-open-gpt` (or a dedicated project site 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. Llama.cpp · recommended 1×
  3. LangChain · recommended 1×
  4. Ollama · recommended 1×
  5. MLflow · recommended 1×
  • CATEGORY QUERY
    Where can I find open-source alternatives and tools for building with large language models?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. Llama.cpp
    3. LangChain
    4. Ollama
    5. MLflow
    6. FastChat
    7. vLLM

    AI recommended 7 alternatives but never named EwingYangs/awesome-open-gpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a comprehensive collection of open-source projects for various generative AI applications.
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers
    2. Stable Diffusion

    AI recommended 2 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.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite