RRepoGEO

REPOGEO REPORT · LITE

zjs81/meshcore-open

Default branch dev · commit 5670ab00 · scanned 6/16/2026, 5:12:24 PM

GitHub: 532 stars · 87 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 zjs81/meshcore-open, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    flutter, lora, mesh-networking, off-grid, ble, mobile-app, messaging, p2p, communication
  • highreadme#2
    Reposition the README's opening sentence to clarify target audience and app type

    Why:

    CURRENT
    Open-source Flutter client for MeshCore LoRa mesh networking devices.
    COPY-PASTE FIX
    Open-source Flutter mobile application for users of MeshCore LoRa mesh networking devices.
  • mediumhomepage#3
    Add the homepage URL to the repository's About section

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://meshcoreopen.org

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 zjs81/meshcore-open
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Flutter
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Flutter · recommended 2×
  2. flutter_blue_plus · recommended 1×
  3. flutter_reactive_ble · recommended 1×
  4. Platform Channels · recommended 1×
  5. Protocol Buffers (Protobuf) · recommended 1×
  • CATEGORY QUERY
    What tools enable building a Flutter app for off-grid LoRa mesh communication?
    you: not recommended
    AI recommended (in order):
    1. Flutter
    2. flutter_blue_plus
    3. flutter_reactive_ble
    4. Platform Channels
    5. Protocol Buffers (Protobuf)
    6. MessagePack
    7. mqtt_client
    8. Hive
    9. Sembast

    AI recommended 9 alternatives but never named zjs81/meshcore-open. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a mobile app framework for secure, decentralized, long-range messaging without internet access.
    you: not recommended
    AI recommended (in order):
    1. React Native
    2. Meshtastic
    3. Signal Protocol
    4. libsodium
    5. Flutter
    6. Core Bluetooth
    7. Multipeer Connectivity
    8. Apache Cordova
    9. Ionic
    10. cordova-plugin-bluetoothle
    11. cordova-plugin-wifi-direct

    AI recommended 11 alternatives but never named zjs81/meshcore-open. 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 zjs81/meshcore-open?
    pass
    AI named zjs81/meshcore-open explicitly

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

  • If a team adopts zjs81/meshcore-open in production, what risks or prerequisites should they evaluate first?
    pass
    AI named zjs81/meshcore-open 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 zjs81/meshcore-open solve, and who is the primary audience?
    pass
    AI named zjs81/meshcore-open explicitly

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

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  • Brand-free category queries5 vs 2 in Lite
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