RRepoGEO

REPOGEO REPORT · LITE

espressif/esp-iot-solution

Default branch master · commit c9d632cb · scanned 5/19/2026, 11:32:01 PM

GitHub: 2,579 stars · 982 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 espressif/esp-iot-solution, 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
    Reposition the README's opening paragraph to clarify its role as an ESP-IDF extension

    Why:

    CURRENT
    ESP-IoT-Solution contains device drivers and code frameworks for the development of IoT systems, providing extra components that enhance the capabilities of ESP-IDF and greatly simplify the development process.
    COPY-PASTE FIX
    ESP-IoT-Solution is a comprehensive collection of device drivers, code frameworks, and practical solutions designed to *extend and enhance* the ESP-IDF for rapid development of IoT systems. It provides ready-to-use components for sensors, displays, audio, and power management, simplifying application development *on top of* Espressif's foundational ESP-IDF framework.
  • hightopics#2
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    esp32, esp8266, iot, embedded, device-drivers, esp-idf, solution, framework, low-power, security, storage, sensors, actuators, display, audio
  • mediumhomepage#3
    Add the documentation link as the repository homepage

    Why:

    COPY-PASTE FIX
    https://docs.espressif.com/projects/esp-iot-solution/en

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 espressif/esp-iot-solution
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mbed OS
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Mbed OS · recommended 2×
  2. ESP-IDF · recommended 2×
  3. Zephyr RTOS · recommended 1×
  4. FreeRTOS · recommended 1×
  5. STM32Cube HAL and LL libraries · recommended 1×
  • CATEGORY QUERY
    What are good libraries for developing embedded IoT systems with various device drivers?
    you: not recommended
    AI recommended (in order):
    1. Zephyr RTOS
    2. Mbed OS
    3. ESP-IDF
    4. FreeRTOS
    5. STM32Cube HAL and LL libraries
    6. MCUXpresso SDK
    7. MPLAB Harmony
    8. Apache NuttX
    9. RIOT

    AI recommended 9 alternatives but never named espressif/esp-iot-solution. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to find embedded libraries for IoT, including sensor drivers and power management?
    you: not recommended
    AI recommended (in order):
    1. Zephyr Project
    2. Mbed OS
    3. ESP-IDF
    4. STM32Cube Ecosystem
    5. Arduino Libraries
    6. Adafruit Unified Sensor Driver
    7. SimpleLink SDK
    8. nRF Connect SDK

    AI recommended 8 alternatives but never named espressif/esp-iot-solution. 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 espressif/esp-iot-solution?
    pass
    AI named espressif/esp-iot-solution explicitly

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

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

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espressif/esp-iot-solution — 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