RRepoGEO

REPOGEO REPORT · LITE

BigBodyCobain/Shadowbroker

Default branch main · commit 25a98a98 · scanned 5/18/2026, 3:51:57 PM

GitHub: 7,566 stars · 1,177 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 BigBodyCobain/Shadowbroker, 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
    Add a disclaimer to the README clarifying the project's name

    Why:

    COPY-PASTE FIX
    Add this sentence prominently near the top of your README: "Note: This project is not affiliated with 'The Shadow Brokers' hacking group or their leaked tools. It is an independent open-source intelligence platform."
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add the project's official homepage URL to the repository settings (e.g., 'https://[YOUR_PROJECT_HOMEPAGE_URL_HERE]').
  • mediumtopics#3
    Refine repository topics to include more specific OSINT and geospatial terms

    Why:

    CURRENT
    air-force-one, airforce1, asdb, cctv, cctv-cameras, cctv-surveillance, earthquake-visualization, elonjet, osint, osint-resources, osint-tool, sattelite, sattelite-imagery, sdr
    COPY-PASTE FIX
    osint, geospatial-intelligence, real-time-data, satellite-imagery, global-surveillance, threat-intelligence, open-source-intelligence, data-aggregation, maplibre, fastapi, nextjs, python, ads-b, maritime-intelligence, ai-agent, correlation-analysis

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 BigBodyCobain/Shadowbroker
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Splunk Enterprise Security (ES)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Splunk Enterprise Security (ES) · recommended 1×
  2. Splunk Phantom · recommended 1×
  3. Maltego · recommended 1×
  4. Elastic Stack · recommended 1×
  5. elastic/elasticsearch · recommended 1×
  • CATEGORY QUERY
    How can I visualize real-time global intelligence data from multiple OSINT feeds?
    you: not recommended
    AI recommended (in order):
    1. Splunk Enterprise Security (ES)
    2. Splunk Phantom
    3. Maltego
    4. Elastic Stack
    5. Elasticsearch (elastic/elasticsearch)
    6. Kibana (elastic/kibana)
    7. Logstash (elastic/logstash)
    8. Beats (elastic/beats)
    9. Tableau
    10. Power BI
    11. Gephi (gephi/gephi)

    AI recommended 11 alternatives but never named BigBodyCobain/Shadowbroker. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help analyze real-time satellite imagery and global surveillance feeds with AI?
    you: not recommended
    AI recommended (in order):
    1. Google Earth Engine
    2. AWS SageMaker GeoSpatial
    3. Azure Orbital
    4. Google Cloud Earth Observation
    5. OpenCV (opencv/opencv)
    6. TensorFlow (tensorflow/tensorflow)
    7. PyTorch (pytorch/pytorch)
    8. Esri ArcGIS Platform
    9. ArcGIS Image Analyst
    10. ArcGIS GeoAnalytics Server
    11. Planet APIs
    12. Planet Analytics
    13. Descartes Labs Platform

    AI recommended 13 alternatives but never named BigBodyCobain/Shadowbroker. 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 BigBodyCobain/Shadowbroker?
    pass
    AI did not name BigBodyCobain/Shadowbroker — 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 BigBodyCobain/Shadowbroker in production, what risks or prerequisites should they evaluate first?
    pass
    AI named BigBodyCobain/Shadowbroker 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 BigBodyCobain/Shadowbroker solve, and who is the primary audience?
    pass
    AI named BigBodyCobain/Shadowbroker 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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BigBodyCobain/Shadowbroker — 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