RRepoGEO

REPOGEO REPORT · LITE

freddyaboulton/gradio-tools

Default branch main · commit f0297df2 · scanned 6/5/2026, 5:47:40 PM

GitHub: 598 stars · 52 forks

AI VISIBILITY SCORE
30 /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
3 / 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 freddyaboulton/gradio-tools, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highabout#1
    Add a concise 'About' description

    Why:

    COPY-PASTE FIX
    A Python library that converts existing Gradio applications into tools for Large Language Model (LLM) agents like LangChain and MiniChain, enabling LLMs to interact with diverse AI demos.
  • mediumhomepage#2
    Add a homepage URL

    Why:

    COPY-PASTE FIX
    https://github.com/freddyaboulton/gradio-tools

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 freddyaboulton/gradio-tools
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. Flask · recommended 1×
  3. FastAPI · recommended 1×
  4. Django REST Framework · recommended 1×
  5. LlamaIndex · recommended 1×
  • CATEGORY QUERY
    How to integrate existing machine learning web demos with large language model agents?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Flask
    3. FastAPI
    4. Django REST Framework
    5. LlamaIndex
    6. OpenAI Function Calling
    7. Anthropic Tools
    8. Gradio
    9. Hugging Face Transformers Agents
    10. Kong Gateway
    11. Apigee
    12. AWS API Gateway
    13. Python
    14. Node.js
    15. Express

    AI recommended 15 alternatives but never named freddyaboulton/gradio-tools. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a library to enable LLM agents to use diverse AI tools.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Haystack (deepset-ai/haystack)
    4. AutoGPT (Significant-Gravitas/AutoGPT)
    5. OpenAI Functions
    6. CrewAI (joaomdmoura/crewAI)

    AI recommended 6 alternatives but never named freddyaboulton/gradio-tools. 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 freddyaboulton/gradio-tools?
    pass
    AI named freddyaboulton/gradio-tools explicitly

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

  • If a team adopts freddyaboulton/gradio-tools in production, what risks or prerequisites should they evaluate first?
    pass
    AI named freddyaboulton/gradio-tools 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 freddyaboulton/gradio-tools solve, and who is the primary audience?
    pass
    AI named freddyaboulton/gradio-tools explicitly

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

Embed your GEO score

Drop this badge into the README of freddyaboulton/gradio-tools. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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freddyaboulton/gradio-tools — 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