RRepoGEO

REPOGEO REPORT · LITE

modem-works/terra

Default branch main · commit e2c2bc4c · scanned 6/6/2026, 9:48:17 PM

GitHub: 689 stars · 35 forks

AI VISIBILITY SCORE
30 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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/terra, 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
  • highabout#1
    Add a concise project description to the About section

    Why:

    COPY-PASTE FIX
    TERRA is an open-source, AI-powered standalone device for mindful outdoor navigation, guiding users on improvised trails with haptic feedback without a smartphone.
  • highreadme#2
    Add a direct, concise summary paragraph immediately after the H1

    Why:

    CURRENT
    The current README has blank lines and then an H2 after the H1.
    COPY-PASTE FIX
    TERRA is an open-source, AI-powered standalone device designed for mindful outdoor navigation. It guides users on improvised trails using GPS and gentle haptic feedback, allowing them to explore without a smartphone.

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/terra
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Garmin inReach Mini 2
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Garmin inReach Mini 2 · recommended 1×
  2. Garmin GPSMAP 66sr · recommended 1×
  3. Garmin eTrex SE · recommended 1×
  4. SPOT X · recommended 1×
  5. ACR Bivy Stick · recommended 1×
  • CATEGORY QUERY
    How to build a device for exploring trails mindfully without relying on a smartphone?
    you: not recommended
    AI recommended (in order):
    1. Garmin inReach Mini 2
    2. Garmin GPSMAP 66sr
    3. Garmin eTrex SE
    4. SPOT X
    5. ACR Bivy Stick

    AI recommended 5 alternatives but never named modem-works/terra. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for open-source hardware projects for AI-driven outdoor navigation with haptic feedback.
    you: not recommended
    AI recommended (in order):
    1. OpenBot (google-research/openbot)
    2. OpenDog (jamesbruton/OpenDog)
    3. SpotMicro (jamesbruton/SpotMicro)
    4. PX4 Autopilot (PX4/PX4-Autopilot)
    5. ArduPilot (ArduPilot/ardupilot)
    6. OpenROV Trident (OpenROV/trident)
    7. Fathom (OpenROV/fathom)
    8. Raspberry Pi
    9. NVIDIA Jetson
    10. TensorFlow Lite (tensorflow/tensorflow)
    11. PyTorch Mobile (pytorch/pytorch)
    12. ROS (ros/ros)
    13. OpenCV (opencv/opencv)
    14. TurtleBot3 (ROBOTIS-GIT/turtlebot3)

    AI recommended 14 alternatives but never named modem-works/terra. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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/terra?
    pass
    AI named modem-works/terra 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/terra in production, what risks or prerequisites should they evaluate first?
    pass
    AI named modem-works/terra 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/terra solve, and who is the primary audience?
    pass
    AI named modem-works/terra 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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modem-works/terra — 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