RRepoGEO

REPOGEO REPORT · LITE

h9zdev/GeoSentinel

Default branch main · commit aadb374b · scanned 6/12/2026, 12:16:18 PM

GitHub: 942 stars · 291 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 h9zdev/GeoSentinel, 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 relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    geospatial, real-time, monitoring, geodata, ship-tracking, flight-tracking, geopolitical-analysis, data-visualization, open-source
  • mediumhomepage#2
    Add official website as repository homepage

    Why:

    COPY-PASTE FIX
    https://haybnz.web.app/
  • lowreadme#3
    Clarify the project's license in the README

    Why:

    COPY-PASTE FIX
    ## License

This project is licensed under [describe the license, e.g., "a custom license combining elements of X and Y" or "the specific terms outlined in the LICENSE file"]. Please refer to the [LICENSE](LICENSE) file for full details.

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 h9zdev/GeoSentinel
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MarineTraffic
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. MarineTraffic · recommended 1×
  2. FlightAware · recommended 1×
  3. ADS-B Exchange · recommended 1×
  4. Spire Maritime · recommended 1×
  5. Flightradar24 · recommended 1×
  • CATEGORY QUERY
    Need a platform to monitor global movement, aggregating real-time ship and flight data.
    you: not recommended
    AI recommended (in order):
    1. MarineTraffic
    2. FlightAware
    3. ADS-B Exchange
    4. Spire Maritime
    5. Flightradar24
    6. Kpler

    AI recommended 6 alternatives but never named h9zdev/GeoSentinel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a system for visualizing and analyzing real-time geodata for geopolitical awareness.
    you: not recommended
    AI recommended (in order):
    1. ArcGIS GeoEvent Server
    2. ArcGIS Enterprise
    3. ArcGIS Pro
    4. ArcGIS Dashboards
    5. CARTO
    6. CARTO Engine
    7. CARTO Builder
    8. CesiumJS (CesiumGS/cesium)
    9. Grafana (grafana/grafana)
    10. InfluxDB (influxdata/influxdb)
    11. TimescaleDB (timescale/timescaledb)
    12. PostGIS (postgis/postgis)
    13. QGIS (qgis/QGIS)

    AI recommended 13 alternatives but never named h9zdev/GeoSentinel. 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 h9zdev/GeoSentinel?
    pass
    AI named h9zdev/GeoSentinel explicitly

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

  • If a team adopts h9zdev/GeoSentinel in production, what risks or prerequisites should they evaluate first?
    pass
    AI named h9zdev/GeoSentinel 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 h9zdev/GeoSentinel solve, and who is the primary audience?
    pass
    AI named h9zdev/GeoSentinel 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 h9zdev/GeoSentinel. 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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HTML
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h9zdev/GeoSentinel — 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