RRepoGEO

REPOGEO REPORT · LITE

uhub/awesome-chatgpt

Default branch main · commit 6fa2aea2 · scanned 6/11/2026, 6:37:51 PM

GitHub: 793 stars · 81 forks

AI VISIBILITY SCORE
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 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 uhub/awesome-chatgpt, 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
    Clarify the README's opening statement to emphasize it's a resource list

    Why:

    CURRENT
    A curated list of awesome ChatGPT frameworks, libraries and software.
    COPY-PASTE FIX
    This repository is a comprehensive, curated list of awesome ChatGPT frameworks, libraries, and software, designed as a central resource for discovering projects, not a deployable tool itself.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    awesome-list, chatgpt, generative-ai, llm, prompts, ai-agents, ai-tools, curated-list
  • highlicense#3
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root with the text of the MIT License.

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 uhub/awesome-chatgpt
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Haystack · recommended 1×
  4. AutoGPT · recommended 1×
  5. CrewAI · recommended 1×
  • CATEGORY QUERY
    What are the best frameworks and libraries for building AI-powered agents and workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. CrewAI
    6. OpenAI Assistants API
    7. Microsoft Semantic Kernel

    AI recommended 7 alternatives but never named uhub/awesome-chatgpt. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find a curated list of useful open-source projects for generative AI development?
    you: not recommended
    AI recommended (in order):
    1. Awesome-Generative-AI
    2. Awesome-LLM
    3. Hugging Face Hub
    4. Papers With Code
    5. GitHub Trending

    AI recommended 5 alternatives but never named uhub/awesome-chatgpt. This is the gap to close.

    Show full AI answer

Objective checks

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

  • Metadata completeness
    fail

    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 uhub/awesome-chatgpt?
    pass
    AI did not name uhub/awesome-chatgpt — 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 uhub/awesome-chatgpt in production, what risks or prerequisites should they evaluate first?
    pass
    AI named uhub/awesome-chatgpt 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 uhub/awesome-chatgpt solve, and who is the primary audience?
    pass
    AI named uhub/awesome-chatgpt explicitly

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

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uhub/awesome-chatgpt — 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