RRepoGEO

REPOGEO REPORT · LITE

AK391/ai-gradio

Default branch master · commit a718a5f8 · scanned 5/15/2026, 9:02:57 PM

GitHub: 1,645 stars · 202 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 AK391/ai-gradio, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    python, ai, gradio, llm, multi-modal, openai, gemini, anthropic, crewai, agent, machine-learning, web-ui, api-wrapper
  • highlicense#2
    Add a LICENSE file and clarify license in README

    Why:

    COPY-PASTE FIX
    Create a LICENSE file in the repository root. Add a line to the README, e.g., 'This project is licensed under the [Your Chosen License, e.g., MIT License] - see the LICENSE file for details.'
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    Set the repository homepage URL to a relevant project page or documentation site, e.g., 'https://ak391.github.io/ai-gradio/' or a ReadTheDocs link if available.

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 AK391/ai-gradio
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. LiteLLM · recommended 1×
  4. Instructor · recommended 1×
  5. OpenAI Python Client · recommended 1×
  • CATEGORY QUERY
    How to build a Python AI application supporting multiple large language model providers easily?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. LiteLLM
    4. Instructor
    5. OpenAI Python Client

    AI recommended 5 alternatives but never named AK391/ai-gradio. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Python library for creating interactive AI web UIs with multi-modal input and agent capabilities?
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. Streamlit
    3. Panel
    4. Dash
    5. PyWebIO
    6. NiceGUI

    AI recommended 6 alternatives but never named AK391/ai-gradio. 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 AK391/ai-gradio?
    pass
    AI named AK391/ai-gradio explicitly

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

  • If a team adopts AK391/ai-gradio in production, what risks or prerequisites should they evaluate first?
    pass
    AI named AK391/ai-gradio 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 AK391/ai-gradio solve, and who is the primary audience?
    pass
    AI did not name AK391/ai-gradio — 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?

Embed your GEO score

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  • Brand-free category queries5 vs 2 in Lite
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AK391/ai-gradio — RepoGEO report