RRepoGEO

REPOGEO REPORT · LITE

zakirkun/guardian-cli

Default branch main · commit cf31bac8 · scanned 5/19/2026, 11:51:57 PM

GitHub: 1,432 stars · 302 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
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 zakirkun/guardian-cli, 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
    Explicitly disambiguate "Guardian" from "The Guardian" newspaper in the README

    Why:

    COPY-PASTE FIX
    Add a prominent note near the top of the README, e.g., 'Note: Guardian is an AI-powered penetration testing tool and is not affiliated with 'The Guardian' newspaper or any related media entities.'
  • mediumreadme#2
    Clarify the project's actual license(s) in the README

    Why:

    CURRENT
    [](https://opensource.org/licenses/MIT)
    COPY-PASTE FIX
    Remove the misleading `[](https://opensource.org/licenses/MIT)` link. Add a clear statement in the README, such as: 'Guardian is distributed under a custom license. Please refer to the `LICENSE` file in the repository root for full details on the terms and conditions.'
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Set the repository homepage URL in the 'About' section to your project's official website or comprehensive documentation link (e.g., `https://guardian-cli.dev`).

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 zakirkun/guardian-cli
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
rapid7/metasploit-framework
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. rapid7/metasploit-framework · recommended 2×
  2. OpenAI GPT-4 / GPT-3.5 · recommended 1×
  3. Hugging Face Transformers · recommended 1×
  4. GitHub Copilot · recommended 1×
  5. Google Gemini · recommended 1×
  • CATEGORY QUERY
    How can I automate ethical hacking workflows using generative AI models?
    you: not recommended
    AI recommended (in order):
    1. OpenAI GPT-4 / GPT-3.5
    2. Hugging Face Transformers
    3. GitHub Copilot
    4. Google Gemini
    5. Metasploit Framework (rapid7/metasploit-framework)
    6. Pwnagotchi (evilsocket/pwnagotchi)

    AI recommended 6 alternatives but never named zakirkun/guardian-cli. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What command-line tools help orchestrate intelligent security assessments with AI assistance?
    you: not recommended
    AI recommended (in order):
    1. Nuclei (projectdiscovery/nuclei)
    2. Grype (anchore/grype)
    3. Semgrep (semgrep/semgrep)
    4. OpenVAS (greenbone/openvas)
    5. gvm-cli (greenbone/gvm-tools)
    6. OWASP ZAP (zaproxy/zaproxy)
    7. Metasploit Framework (rapid7/metasploit-framework)
    8. Nmap (nmap/nmap)

    AI recommended 8 alternatives but never named zakirkun/guardian-cli. 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 zakirkun/guardian-cli?
    pass
    AI named zakirkun/guardian-cli explicitly

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

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

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

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zakirkun/guardian-cli — 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