RRepoGEO

REPOGEO REPORT · LITE

calesthio/Crucix

Default branch master · commit 3db70688 · scanned 6/24/2026, 9:46:57 PM

GitHub: 10,328 stars · 1,639 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)

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

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
    Add a clear, concise category statement to the README's opening

    Why:

    CURRENT
    The current README starts with a centered H1 and a tagline, but lacks an immediate, explicit category declaration.
    COPY-PASTE FIX
    Insert this sentence directly after the main H1 and tagline in the README: "Crucix is an open-source intelligence (OSINT) monitoring and alerting platform, designed as your personal intelligence agent with real-time data feeds and LLM integration."
  • mediumtopics#2
    Expand repository topics with more specific keywords

    Why:

    CURRENT
    ai, intelligence, osint
    COPY-PASTE FIX
    ai, intelligence, osint, osint-monitoring, real-time-data, llm-integration, intelligence-dashboard, alerting-system, personal-agent
  • lowreadme#3
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README titled 'Comparison to Alternatives' or 'Why Crucix?' that briefly outlines how Crucix stands out from tools like TheHive Project, MISP, Streamlit, or Grafana, emphasizing its 'personal intelligence agent', 'zero cloud', and integrated multi-source approach.

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. Cortex · recommended 1×
  3. MISP · recommended 1×
  4. Shodan · recommended 1×
  5. VirusTotal · recommended 1×
  • CATEGORY QUERY
    How can I set up a self-hosted system for monitoring OSINT feeds and receiving alerts?
    you: not recommended
    AI recommended (in order):
    1. TheHive Project
    2. Cortex
    3. MISP
    4. Shodan
    5. VirusTotal
    6. PassiveTotal
    7. URLScan.io
    8. ELK Stack
    9. Elasticsearch
    10. Logstash
    11. Kibana
    12. OpenCTI
    13. RSS-Bridge
    14. FreshRSS
    15. Miniflux
    16. IFTTT
    17. PostgreSQL
    18. Apprise

    AI recommended 18 alternatives but never named calesthio/Crucix. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help build a personal intelligence dashboard with real-time data and LLM integration?
    you: not recommended
    AI recommended (in order):
    1. Streamlit
    2. Plotly Dash
    3. Grafana
    4. Retool
    5. Next.js
    6. React
    7. FastAPI
    8. Flask
    9. Observable

    AI recommended 9 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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MARKDOWN (README)
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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