RRepoGEO

REPOGEO REPORT · LITE

alibaba/AliOS-Things

Default branch master · commit a99f2070 · scanned 5/20/2026, 7:17:24 AM

GitHub: 4,618 stars · 1,156 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
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 alibaba/AliOS-Things, 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
    Add a concise English summary to the README

    Why:

    CURRENT
    The current README starts with Chinese text and lacks an immediate English overview.
    COPY-PASTE FIX
    Add the following as the very first paragraph in the README:

"AliOS Things is a highly scalable, open-source IoT operating system designed for a wide range of IoT devices. It supports multiple CPU architectures (ARM, RISC-V, etc.) and offers comprehensive frameworks for JavaScript and MicroPython light application development, simplifying embedded programming for microcontrollers."
  • highhomepage#2
    Populate the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://www.aliyun.com/product/aliosthings
  • mediumtopics#3
    Add specific topics for JavaScript and MicroPython support

    Why:

    CURRENT
    embedded, haas, haas-python, iot, microcontroller, os, risc-v, rtos
    COPY-PASTE FIX
    embedded, haas, haas-python, iot, javascript, micropython, microcontroller, os, risc-v, rtos

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 alibaba/AliOS-Things
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
zephyrproject-rtos/zephyr
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. zephyrproject-rtos/zephyr · recommended 1×
  2. FreeRTOS/FreeRTOS · recommended 1×
  3. aws/amazon-freertos · recommended 1×
  4. ARMmbed/mbed-os · recommended 1×
  5. azure-rtos/rtos · recommended 1×
  • CATEGORY QUERY
    Looking for a scalable real-time operating system for embedded IoT devices.
    you: not recommended
    AI recommended (in order):
    1. Zephyr RTOS (zephyrproject-rtos/zephyr)
    2. FreeRTOS (FreeRTOS/FreeRTOS)
    3. AWS FreeRTOS (aws/amazon-freertos)
    4. Mbed OS (ARMmbed/mbed-os)
    5. Azure RTOS (azure-rtos/rtos)
    6. RIOT (RIOT-OS/RIOT)
    7. QNX Neutrino RTOS
    8. VxWorks

    AI recommended 8 alternatives but never named alibaba/AliOS-Things. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which open-source RTOS supports JavaScript or MicroPython for microcontroller development?
    you: not recommended
    AI recommended (in order):
    1. Zephyr RTOS
    2. JerryScript
    3. MicroPython
    4. Mongoose OS
    5. mJS
    6. ESP-IDF
    7. FreeRTOS
    8. NuttX RTOS

    AI recommended 8 alternatives but never named alibaba/AliOS-Things. 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 alibaba/AliOS-Things?
    pass
    AI did not name alibaba/AliOS-Things — 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 alibaba/AliOS-Things in production, what risks or prerequisites should they evaluate first?
    pass
    AI named alibaba/AliOS-Things 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 alibaba/AliOS-Things solve, and who is the primary audience?
    pass
    AI named alibaba/AliOS-Things 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 alibaba/AliOS-Things. 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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HTML
<a href="https://repogeo.com/en/r/alibaba/AliOS-Things"><img src="https://repogeo.com/badge/alibaba/AliOS-Things.svg" alt="RepoGEO" /></a>
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alibaba/AliOS-Things — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite