RRepoGEO

REPOGEO REPORT · LITE

mukul975/Anthropic-Cybersecurity-Skills

Default branch main · commit 7eebca88 · scanned 6/21/2026, 1:16:20 AM

GitHub: 17,077 stars · 2,070 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
27 /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
1 / 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 mukul975/Anthropic-Cybersecurity-Skills, 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
    Move the "Community Project" disclaimer to immediately follow the H1

    Why:

    CURRENT
    The disclaimer `> ⚠️ **Community Project** — This is an independent, community-created project. Not affiliated with Anthropic PBC.` appears after the H1 and H3.
    COPY-PASTE FIX
    Place the disclaimer `> ⚠️ **Community Project** — This is an independent, community-created project. Not affiliated with Anthropic PBC.` directly after the `# Anthropic Cybersecurity Skills` heading.
  • mediumtopics#2
    Add specific topics to reinforce the "skill library" aspect

    Why:

    CURRENT
    ai-agents, claude-code, cloud-security, cybersecurity, devsecops, ethical-hacking, incident-response, infosec, llm, malware-analysis, mcp, mitre-attack, nist-csf, osint, penetration-testing, red-team, security, security-automation, threat-hunting, threat-intelligence
    COPY-PASTE FIX
    ai-agents, claude-code, cloud-security, cybersecurity, devsecops, ethical-hacking, incident-response, infosec, llm, malware-analysis, mcp, mitre-attack, nist-csf, osint, penetration-testing, red-team, security, security-automation, threat-hunting, threat-intelligence, ai-agent-skills, skill-library, prompt-library
  • lowcomparison#3
    Add a "Comparison" section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README titled "How is this different from MITRE ATT&CK or NIST CSF?" or "Comparison to other cybersecurity resources" that clarifies this project is a *library of executable skills for AI agents*, which *leverages* frameworks like MITRE ATT&CK, rather than being a framework itself.

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 mukul975/Anthropic-Cybersecurity-Skills
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MITRE ATT&CK Framework
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. MITRE ATT&CK Framework · recommended 2×
  2. NIST National Vulnerability Database (NVD) · recommended 1×
  3. VirusTotal · recommended 1×
  4. Open Threat Exchange (OTX) by AlienVault (AT&T Cybersecurity) · recommended 1×
  5. Shodan · recommended 1×
  • CATEGORY QUERY
    How can I provide AI agents with comprehensive cybersecurity knowledge for threat analysis?
    you: not recommended
    AI recommended (in order):
    1. MITRE ATT&CK Framework
    2. NIST National Vulnerability Database (NVD)
    3. VirusTotal
    4. Open Threat Exchange (OTX) by AlienVault (AT&T Cybersecurity)
    5. Shodan
    6. CISA Known Exploited Vulnerabilities (KEV) Catalog
    7. Splunk Security Essentials

    AI recommended 7 alternatives but never named mukul975/Anthropic-Cybersecurity-Skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a library of cybersecurity tactics mapped to frameworks for AI-driven security automation.
    you: not recommended
    AI recommended (in order):
    1. MITRE ATT&CK Framework
    2. OpenC2
    3. Elastic Security
    4. Splunk Enterprise Security
    5. Sigma (SigmaHQ/sigma)
    6. ThreatConnect
    7. MISP (MISP/MISP)

    AI recommended 7 alternatives but never named mukul975/Anthropic-Cybersecurity-Skills. 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 mukul975/Anthropic-Cybersecurity-Skills?
    pass
    AI did not name mukul975/Anthropic-Cybersecurity-Skills — 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 mukul975/Anthropic-Cybersecurity-Skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named mukul975/Anthropic-Cybersecurity-Skills 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 mukul975/Anthropic-Cybersecurity-Skills solve, and who is the primary audience?
    pass
    AI did not name mukul975/Anthropic-Cybersecurity-Skills — 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?

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mukul975/Anthropic-Cybersecurity-Skills — 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