RRepoGEO

REPOGEO REPORT · LITE

mbrg/power-pwn

Default branch main · commit 88456806 · scanned 5/17/2026, 3:36:48 PM

GitHub: 1,153 stars · 126 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
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 mbrg/power-pwn, 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 explicit disambiguation to README's opening statement

    Why:

    CURRENT
    Power Pwn is an offensive and defensive security toolset for Microsoft 365 Power Platform and AI services.
    COPY-PASTE FIX
    Power Pwn is an offensive and defensive security toolset for Microsoft 365 Power Platform and AI services. This project focuses exclusively on securing modern low-code/no-code and AI agent environments, and is not related to PowerPC architecture or general Windows post-exploitation.
  • mediumtopics#2
    Expand topics with specific AI and low-code/no-code security keywords

    Why:

    CURRENT
    agentforce, agentkit, agentspace, ai-red-team, blackhat, chatgpt, copilotstudio, defcon, gpts, hacking, hacking-tool, lowcode, m365, microsoft365, nocode, pentesting, powerapps, powerplatform, redteam, redteaming
    COPY-PASTE FIX
    agentforce, agentkit, agentspace, ai-red-team, blackhat, chatgpt, copilotstudio, defcon, gpts, hacking, hacking-tool, lowcode, m365, microsoft365, nocode, pentesting, powerapps, powerplatform, redteam, redteaming, ai-security-testing, power-platform-security, low-code-security, no-code-security, copilot-security, llm-security, ai-agent-security
  • lowreadme#3
    Remove empty markdown links from README's overview section

    Why:

    CURRENT
    [](https://www.toolswatch.org)
    [](https://www.blackhat.com/sector/2023/arsenal/schedule/index.html#entraid-guest-to-corp-data-dump-with-powerpwn-36105)
    [](https://www.toolswatch.org)
    [](https://forum.defcon.org/node/241932)
    
    [](https://github.com/mbrg/power-pwn)
    [](https://twitter.com/intent/follow?screen_name=mbrg0)
    [](mailto:michael.bargury@owasp.org)
    COPY-PASTE FIX
    Remove all instances of `[]()` or ensure they contain valid link text and URLs.

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 mbrg/power-pwn
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OWASP AI Exchange (AIX)
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OWASP AI Exchange (AIX) · recommended 1×
  2. Microsoft's STRIDE Threat Model · recommended 1×
  3. OpenMined PySyft · recommended 1×
  4. Microsoft SEAL · recommended 1×
  5. Google's TF Encrypted · recommended 1×
  • CATEGORY QUERY
    How to assess security risks and vulnerabilities in AI agent deployments?
    you: not recommended
    AI recommended (in order):
    1. OWASP AI Exchange (AIX)
    2. Microsoft's STRIDE Threat Model
    3. OpenMined PySyft
    4. Microsoft SEAL
    5. Google's TF Encrypted
    6. IBM Adversarial Robustness Toolbox (ART)
    7. Google's CleverHans
    8. Snyk
    9. Aqua Security
    10. Datadog
    11. Prometheus
    12. Grafana

    AI recommended 12 alternatives but never named mbrg/power-pwn. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Offensive security toolkit for low-code/no-code business application platforms and AI integrations.
    you: not recommended
    AI recommended (in order):
    1. OWASP ZAP (zaproxy/zaproxy)
    2. Burp Suite Professional
    3. Postman
    4. Insomnia (Kong/insomnia)
    5. Metasploit Framework (rapid7/metasploit-framework)
    6. Nmap (nmap/nmap)
    7. Shodan
    8. Python
    9. Go
    10. requests (psf/requests)
    11. BeautifulSoup (crummy/BeautifulSoup)
    12. Scrapy (scrapy/scrapy)

    AI recommended 12 alternatives but never named mbrg/power-pwn. 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 mbrg/power-pwn?
    pass
    AI named mbrg/power-pwn explicitly

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

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

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

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mbrg/power-pwn — 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