RRepoGEO

REPOGEO REPORT · LITE

SpudGunMan/meshing-around

Default branch main · commit fde22f75 · scanned 6/14/2026, 5:11:42 PM

GitHub: 507 stars · 74 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 SpudGunMan/meshing-around, 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 README H1 to explicitly start with 'Meshtastic'

    Why:

    CURRENT
    # Mesh Bot for Network Testing and BBS Activities
    COPY-PASTE FIX
    # Meshtastic Mesh Bot: Network Testing and BBS Activities
  • hightopics#2
    Add specific topics for Meshtastic, radio, and bot functionality

    Why:

    COPY-PASTE FIX
    meshtastic, radio, bot, python, automation, p2p, mesh-network, network-testing, bbs
  • mediumhomepage#3
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/SpudGunMan/meshing-around

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 SpudGunMan/meshing-around
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Scapy
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Scapy · recommended 1×
  2. PySerial · recommended 1×
  3. Pysnmp · recommended 1×
  4. MQTT · recommended 1×
  5. Paho-MQTT · recommended 1×
  • CATEGORY QUERY
    What are good Python tools for testing message reliability and monitoring nodes on a local radio network?
    you: not recommended
    AI recommended (in order):
    1. Scapy
    2. PySerial
    3. Pysnmp
    4. MQTT
    5. Paho-MQTT
    6. Mosquitto
    7. Requests
    8. Paramiko
    9. Netmiko

    AI recommended 9 alternatives but never named SpudGunMan/meshing-around. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I create an automated text responder for a peer-to-peer communication system?
    you: not recommended
    AI recommended (in order):
    1. Twilio Programmable Messaging
    2. Nexmo (now Vonage API Platform)
    3. MessageBird
    4. SignalWire
    5. AWS Pinpoint
    6. Google Cloud Communications APIs
    7. Kannel
    8. SMSC Gateway

    AI recommended 8 alternatives but never named SpudGunMan/meshing-around. 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 SpudGunMan/meshing-around?
    pass
    AI named SpudGunMan/meshing-around explicitly

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

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

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

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SpudGunMan/meshing-around — 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