RRepoGEO

REPOGEO REPORT · LITE

unicodeveloper/globalthreatmap

Default branch main · commit 0761ad97 · scanned 6/28/2026, 3:42:50 AM

GitHub: 1,681 stars · 278 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)

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

AI VISIBILITY SCORE
28 /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
2 / 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 unicodeveloper/globalthreatmap, 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 opening to emphasize 'application' or 'platform'

    Why:

    CURRENT
    A real-time global situational awareness platform that plots security events, geopolitical developments, and threat indicators on an interactive map. Think of it as an OSINT (Open Source Intelligence) command center.
    COPY-PASTE FIX
    Global Threat & Event Intelligence Map is a **self-hostable, real-time global situational awareness application** that plots security events, geopolitical developments, and threat indicators on an interactive map. Think of it as an OSINT (Open Source Intelligence) command center.
  • highlicense#2
    Add a LICENSE file to the repository

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with a standard open-source license (e.g., MIT, Apache-2.0, GPL-3.0) to clarify usage rights.
  • mediumtopics#3
    Add more specific topics to improve category matching

    Why:

    CURRENT
    ai, ai-agents, ai-assistant, intelligence, nato, osint, osint-tool, real-time, usa-military, valyu-ai
    COPY-PASTE FIX
    osint, osint-tool, real-time, intelligence, nato, usa-military, geopolitical-analysis, threat-monitoring, situational-awareness, interactive-map, data-visualization, global-security, open-source-intelligence, conflict-map, military-intelligence

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 unicodeveloper/globalthreatmap
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Mapbox GL JS
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Mapbox GL JS · recommended 1×
  2. Node.js · recommended 1×
  3. Python · recommended 1×
  4. Apache Kafka · recommended 1×
  5. RabbitMQ · recommended 1×
  • CATEGORY QUERY
    How can I visualize real-time global security events and geopolitical developments on an interactive map?
    you: not recommended
    AI recommended (in order):
    1. Mapbox GL JS
    2. Node.js
    3. Python
    4. Apache Kafka
    5. RabbitMQ
    6. PostgreSQL
    7. PostGIS
    8. Leaflet.js
    9. WebSockets
    10. ArcGIS API for JavaScript
    11. ArcGIS GeoEvent Server
    12. Google Maps JavaScript API
    13. Firebase Realtime Database
    14. Cloud Firestore
    15. Kepler.gl
    16. Tableau
    17. Grafana
    18. Geomap Panel
    19. Prometheus
    20. InfluxDB

    AI recommended 20 alternatives but never named unicodeveloper/globalthreatmap. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help gather open-source intelligence for geopolitical analysis and threat monitoring?
    you: not recommended
    AI recommended (in order):
    1. Maltego
    2. Bellingcat's OSINT Toolkit
    3. Google Earth Pro
    4. Palantir Foundry/Gotham
    5. Recorded Future
    6. OSINT Framework
    7. TweetDeck
    8. Hootsuite
    9. Sprinklr

    AI recommended 9 alternatives but never named unicodeveloper/globalthreatmap. 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 unicodeveloper/globalthreatmap?
    pass
    AI did not name unicodeveloper/globalthreatmap — likely talking about a different project

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

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