RRepoGEO

REPOGEO REPORT · LITE

calesthio/Crucix

Default branch master · commit 7a5015e4 · scanned 5/14/2026, 9:32:14 AM

GitHub: 9,795 stars · 1,551 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 calesthio/Crucix, 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 core value proposition to the top of the README

    Why:

    CURRENT
    The detailed explanation 'Crucix pulls satellite fire detection...' appears after several sections and images in the README.
    COPY-PASTE FIX
    Move the core description to immediately follow the main title/tagline. For example, right after the H1 and tagline, add: 'Crucix is your personal, self-hosted OSINT (Open-Source Intelligence) agent. It monitors 27 real-time data sources—from satellite fire detection to economic indicators—and delivers actionable alerts and insights to a Jarvis-style dashboard, all without cloud dependencies.'
  • highreadme#2
    Explicitly state target audience and 'zero-cloud' differentiator in README

    Why:

    CURRENT
    The 'No cloud. No telemetry.' statement is at the very end of the README excerpt, and the 'personal' aspect is implied but not explicitly stated as a core differentiator against enterprise tools.
    COPY-PASTE FIX
    Add a sentence or phrase near the top of the README, after the core value proposition, emphasizing its 'personal,' 'self-hosted,' and 'zero-cloud' nature. For example: 'Unlike enterprise OSINT platforms, Crucix is designed for individuals seeking a private, self-contained intelligence terminal with zero cloud dependencies or telemetry.'
  • mediumabout#3
    Enhance 'about' description with explicit keywords

    Why:

    CURRENT
    Your personal intelligence agent. Watches the world from multiple data sources and pings you when something changes.
    COPY-PASTE FIX
    Your personal, self-hosted OSINT (Open-Source Intelligence) agent for real-time data monitoring and alerts. Watches the world from multiple sources and pings you when something changes.

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 calesthio/Crucix
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
TheHive Project
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. TheHive Project · recommended 1×
  2. TheHive · recommended 1×
  3. Cortex · recommended 1×
  4. MISP · recommended 1×
  5. ELK Stack · recommended 1×
  • CATEGORY QUERY
    How can I set up a self-hosted system to monitor OSINT feeds and get alerts?
    you: not recommended
    AI recommended (in order):
    1. TheHive Project
    2. TheHive
    3. Cortex
    4. MISP
    5. ELK Stack
    6. Logstash
    7. Elasticsearch
    8. Kibana
    9. ElastAlert
    10. Shuffler.io
    11. OpenCTI
    12. FreshRSS

    AI recommended 12 alternatives but never named calesthio/Crucix. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools can build a personal AI assistant for real-time data monitoring and notifications?
    you: not recommended
    AI recommended (in order):
    1. Home Assistant (home-assistant/core)
    2. Node-RED (node-red/node-red)
    3. IFTTT
    4. Grafana (grafana/grafana)
    5. Prometheus (prometheus/prometheus)
    6. InfluxDB (influxdata/influxdb)
    7. Pandas (pandas-dev/pandas)
    8. Requests (psf/requests)
    9. Scikit-learn (scikit-learn/scikit-learn)
    10. TensorFlow (tensorflow/tensorflow)
    11. PyTorch (pytorch/pytorch)
    12. smtplib
    13. Twilio (twilio/twilio-python)
    14. Pushbullet
    15. Pushover
    16. Microsoft Power Automate

    AI recommended 16 alternatives but never named calesthio/Crucix. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 calesthio/Crucix?
    pass
    AI named calesthio/Crucix explicitly

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

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

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

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calesthio/Crucix — 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