RRepoGEO

REPOGEO REPORT · LITE

NVIDIA/SkillSpector

Default branch main · commit 939da7d4 · scanned 6/5/2026, 2:07:09 AM

GitHub: 1,196 stars · 92 forks

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 NVIDIA/SkillSpector, 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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-security, llm-security, agent-security, vulnerability-scanner, prompt-injection, data-exfiltration, privilege-escalation, ai-agents, security-scanner
  • highreadme#2
    Strengthen the README's opening statement to clarify its purpose and audience

    Why:

    CURRENT
    # SkillSpector

**Security scanner for AI agent skills.** Detect vulnerabilities, malicious patterns, and security risks before installing agent skills.
    COPY-PASTE FIX
    # SkillSpector: The Security Scanner for AI Agent Skills

SkillSpector is a dedicated security scanner designed to detect vulnerabilities, malicious patterns, and security risks in AI agent skills (e.g., for Claude Code, Codex CLI, Gemini CLI) *before* they are installed and executed. It helps answer the critical question: "Is this skill safe to install?"
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/NVIDIA/SkillSpector (or a dedicated documentation/project site if one exists)

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 NVIDIA/SkillSpector
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OWASP Top 10 for LLMs
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OWASP Top 10 for LLMs · recommended 1×
  2. OWASP Top 10 · recommended 1×
  3. Giskard-AI/giskard · recommended 1×
  4. Adversa AI Platform · recommended 1×
  5. Azure/counterfit · recommended 1×
  • CATEGORY QUERY
    How can I vet AI agent capabilities for security flaws before integrating them into my system?
    you: not recommended
    AI recommended (in order):
    1. OWASP Top 10 for LLMs
    2. OWASP Top 10
    3. Giskard (Giskard-AI/giskard)
    4. Adversa AI Platform
    5. Counterfit (Azure/counterfit)
    6. Robust Intelligence Platform
    7. LLM Guard (laiyer-ai/llm-guard)
    8. American Fuzzy Lop (AFL++) (AFLplusplus/AFLplusplus)
    9. libFuzzer (llvm/llvm-project)

    AI recommended 9 alternatives but never named NVIDIA/SkillSpector. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help detect prompt injection, data exfiltration, and privilege escalation in AI agents?
    you: not recommended
    AI recommended (in order):
    1. Garak
    2. LLMGuard
    3. NeMo Guardrails
    4. OWASP Top 10 for LLM Applications
    5. LangChain
    6. spaCy
    7. NLTK
    8. Hugging Face Transformers
    9. AWS GuardDuty for AI
    10. Azure AI Content Safety

    AI recommended 10 alternatives but never named NVIDIA/SkillSpector. 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 NVIDIA/SkillSpector?
    pass
    AI named NVIDIA/SkillSpector explicitly

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

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

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

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NVIDIA/SkillSpector — 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