RRepoGEO

REPOGEO REPORT · LITE

modem-works/dream-recorder

Default branch main · commit e0ce0d54 · scanned 6/26/2026, 6:27:56 AM

GitHub: 1,591 stars · 127 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)

3 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 paragraph to clearly state the project's purpose

    Why:

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

## About the physical device

### Shopping list / Bill Of Materials
    COPY-PASTE FIX
    # Dream Recorder

Dream Recorder is an open-source project by Modem for building a self-hosted, privacy-focused device to record, organize, and analyze your dreams. It integrates advanced AI for automated transcription and analysis, serving individuals interested in dream journaling, self-reflection, or psychological exploration. This repository provides all the software, hardware designs, and instructions needed to build your own personal dream capture device using a Raspberry Pi.

<a href="./docs/images/logo.jpg"></a>

## About the physical device

### Shopping list / Bill Of Materials
  • mediumreadme#2
    Add a 'Features' section to the README's introduction

    Why:

    COPY-PASTE FIX
    ## Features

*   **Self-Hosted & Privacy-Focused:** Keep your personal dream data entirely under your control.
*   **AI-Powered Transcription & Analysis:** Automatically convert spoken dream narratives into text and gain insights.
*   **DIY Hardware Project:** Comprehensive guides and bill of materials to build your own dedicated device using a Raspberry Pi.
*   **Intuitive Interface:** Designed for easy recording and review of your dream experiences.
*   **Open Source:** Fully transparent and extensible for community contributions.

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. Raspberry Pi Zero 2 W · recommended 1×
  3. Raspberry Pi Official 7" Touchscreen Display · recommended 1×
  4. Waveshare 3.5inch RPi LCD (A) · recommended 1×
  5. SanDisk Extreme microSD Card · recommended 1×
  • CATEGORY QUERY
    How to build a personal data capture device using Raspberry Pi and a display?
    you: not recommended
    AI recommended (in order):
    1. Raspberry Pi 4 Model B
    2. Raspberry Pi Zero 2 W
    3. Raspberry Pi Official 7" Touchscreen Display
    4. Waveshare 3.5inch RPi LCD (A)
    5. SanDisk Extreme microSD Card
    6. Raspberry Pi High Quality Camera
    7. Adafruit Ultimate GPS Breakout - GPS Module w/Antenna

    AI recommended 7 alternatives but never named modem-works/dream-recorder. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Open source projects for building a custom device to record dreams or personal experiences?
    you: not recommended
    AI recommended (in order):
    1. OpenBCI
    2. Arduino
    3. ESP32
    4. Raspberry Pi
    5. Python
    6. NumPy
    7. SciPy
    8. MNE-Python
    9. TensorFlow
    10. PyTorch
    11. OpenCV
    12. Grafana
    13. InfluxDB
    14. Mozilla DeepSpeech
    15. Vosk

    AI recommended 15 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

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MARKDOWN (README)
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HTML
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modem-works/dream-recorder — 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