RRepoGEO

REPOGEO REPORT · LITE

ikaijua/Awesome-AITools

Default branch main · commit 8ec4c51c · scanned 5/27/2026, 1:03:07 PM

GitHub: 5,963 stars · 596 forks

AI VISIBILITY SCORE
28 /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
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 ikaijua/Awesome-AITools, 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
  • highlicense#1
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a 'LICENSE' file in the root of the repository with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0).
  • highhomepage#2
    Set the repository's homepage URL

    Why:

    COPY-PASTE FIX
    Set the repository's homepage URL in the 'About' section to 'https://github.com/ikaijua/Awesome-AITools' or a dedicated project page if one exists.
  • highreadme#3
    Strengthen the README's opening sentence to emphasize 'list' and 'discovery'

    Why:

    CURRENT
    This repo collects awesome AI tools. Welcome everyone to recommend more awesome AI tools together! Please use the following template as a reference for your recommendations. issue
    COPY-PASTE FIX
    This repository serves as a comprehensive, curated list of awesome AI tools, designed to help developers, researchers, and enthusiasts discover and explore the latest advancements in artificial intelligence. We welcome everyone to recommend more awesome AI tools together! Please use the following template as a reference for your recommendations. issue

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 ikaijua/Awesome-AITools
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
owainlewis/awesome-artificial-intelligence
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. owainlewis/awesome-artificial-intelligence · recommended 1×
  2. josephmisiti/awesome-machine-learning · recommended 1×
  3. Kaggle · recommended 1×
  4. Papers With Code · recommended 1×
  5. Towards Data Science · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive list of useful AI tools for development?
    you: not recommended
    AI recommended (in order):
    1. Awesome AI (owainlewis/awesome-artificial-intelligence)
    2. Awesome Machine Learning (josephmisiti/awesome-machine-learning)
    3. Kaggle
    4. Papers With Code
    5. Towards Data Science
    6. Synced Review
    7. The Batch by Andrew Ng
    8. Product Hunt
    9. Gartner Magic Quadrant
    10. Forrester Wave Reports
    11. Wikipedia

    AI recommended 11 alternatives but never named ikaijua/Awesome-AITools. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    I need to discover new AI coding assistants and agent development frameworks.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Cursor
    3. Tabnine
    4. Codeium
    5. Amazon CodeWhisperer
    6. LangChain
    7. LlamaIndex
    8. AutoGPT
    9. CrewAI
    10. Microsoft Semantic Kernel

    AI recommended 10 alternatives but never named ikaijua/Awesome-AITools. 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 ikaijua/Awesome-AITools?
    pass
    AI named ikaijua/Awesome-AITools explicitly

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

  • If a team adopts ikaijua/Awesome-AITools in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ikaijua/Awesome-AITools 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 ikaijua/Awesome-AITools solve, and who is the primary audience?
    pass
    AI did not name ikaijua/Awesome-AITools — 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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MARKDOWN (README)
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ikaijua/Awesome-AITools — 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