RRepoGEO

REPOGEO REPORT · LITE

modem-works/dream-recorder

Default branch main · commit e0ce0d54 · scanned 5/15/2026, 2:14:04 PM

GitHub: 1,569 stars · 126 forks

AI VISIBILITY SCORE
35 /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
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 modem-works/dream-recorder, 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
  • highreadme#1
    Reposition the README's opening to clearly state the project's purpose

    Why:

    CURRENT
    # Dream Recorder
<a href="./docs/images/logo.jpg"></a>

## About the physical device
    COPY-PASTE FIX
    # Dream Recorder: An Open-Source AI-Powered Device for Local Dream Recording and Analysis

Dream Recorder is an open-source hardware and software project that provides a local-first, privacy-focused system to automate the recording, transcription, and AI-powered analysis of dreams. Built around a Raspberry Pi and custom display, it's designed for individuals interested in dream recall, journaling, and self-exploration without relying on cloud services.

## About the physical device
  • mediumabout#2
    Update the repository description to be more functional

    Why:

    CURRENT
    Dream Recorder is an open-source venture by Modem. Developed in close collaboration with Mark Hinch (software & hardware), Ben Levinas and Joe Tsao (industrial design), and Alexis Jamet (illustrations).
    COPY-PASTE FIX
    An open-source hardware and software project for local, privacy-focused AI-powered dream recording, transcription, and analysis, built with Raspberry Pi.

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 modem-works/dream-recorder
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Raspberry Pi 4 Model B
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Raspberry Pi 4 Model B · recommended 1×
  2. OpenBCI · recommended 1×
  3. Ganglion · recommended 1×
  4. Cyton · recommended 1×
  5. ESP32 · recommended 1×
  • CATEGORY QUERY
    How to build an open source device for audio recording using Raspberry Pi and a custom display?
    you: not recommended
    AI recommended (in order):
    1. Raspberry Pi 4 Model B

    AI recommended 1 alternative but never named modem-works/dream-recorder. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the best open source projects for sleep tracking or dream journaling hardware?
    you: not recommended
    AI recommended (in order):
    1. OpenBCI
    2. Ganglion
    3. Cyton
    4. ESP32
    5. ESP8266
    6. MAX30102
    7. MPU6050
    8. MPU9250
    9. DHT11
    10. DHT22
    11. BME280
    12. INMP441
    13. Home Assistant
    14. Open Sleep Tracker (OST)
    15. Waveshare E-Paper HAT
    16. Raspberry Pi Zero W
    17. Oura

    AI recommended 17 alternatives but never named modem-works/dream-recorder. 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 modem-works/dream-recorder?
    pass
    AI named modem-works/dream-recorder explicitly

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

  • If a team adopts modem-works/dream-recorder in production, what risks or prerequisites should they evaluate first?
    pass
    AI named modem-works/dream-recorder 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 modem-works/dream-recorder solve, and who is the primary audience?
    pass
    AI named modem-works/dream-recorder 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 modem-works/dream-recorder. 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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  • Brand-free category queries5 vs 2 in Lite
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