REPOGEO REPORT · LITE

cisco-ai-defense/skill-scanner

Default branch main · commit ff708ea0 · scanned 6/20/2026, 3:36:20 AM

GitHub: 2,214 stars · 268 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 cisco-ai-defense/skill-scanner, 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 more specific AI security topics

Why:

CURRENT

agent, agent-skills, security

COPY-PASTE FIX

agent, agent-skills, security, ai-security, llm-security, prompt-injection-detection, data-exfiltration-prevention, ai-agent-security-scanner

highreadme#2

Add a 'Why Skill Scanner?' or 'How is this different?' section to the README

Why:

COPY-PASTE FIX

## Why Skill Scanner?
Unlike general-purpose SAST tools, Skill Scanner is purpose-built for AI Agent Skills, understanding their unique attack surface including prompt injection, data exfiltration, and malicious code patterns specific to agent environments. It combines pattern-based detection, LLM-as-a-judge, and behavioral dataflow analysis for comprehensive coverage tailored to AI agents, going beyond what traditional code scanners or content moderation APIs can offer for this specialized domain.

mediumreadme#3

Clarify the existing license in the README

Why:

COPY-PASTE FIX

## License
This project's licensing terms are detailed in the [LICENSE](LICENSE) file. Please refer to that file for specific conditions and applicable licenses.

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 cisco-ai-defense/skill-scanner

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

guardrails-ai/guardrails

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

guardrails-ai/guardrails · recommended 1×
Microsoft Azure AI Content Safety · recommended 1×
Google Cloud DLP · recommended 1×
langchain-ai/langchain · recommended 1×
OpenAI Moderation API · recommended 1×

CATEGORY QUERY
How to secure AI agent skills from prompt injection and data exfiltration attacks?
you: not recommended
AI recommended (in order):
1. Guardrails AI (guardrails-ai/guardrails)
2. Microsoft Azure AI Content Safety
3. Google Cloud DLP
4. LangChain (langchain-ai/langchain)
5. OpenAI Moderation API
6. OWASP Top 10 for LLM Applications (OWASP/owasp-llm-top-10)
7. Intel SGX
8. AMD SEV
9. Azure Confidential Computing
AI recommended 9 alternatives but never named cisco-ai-defense/skill-scanner. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a security scanner to detect malicious patterns in my AI agent code.
you: not recommended
AI recommended (in order):
1. Snyk Code
2. GitHub Advanced Security (CodeQL)
3. SonarQube (SonarSource/sonarqube)
4. Checkmarx SAST
5. Veracode Static Analysis
6. Bandit (PyCQA/bandit)
7. OWASP ZAP (zaproxy/zaproxy)
AI recommended 7 alternatives but never named cisco-ai-defense/skill-scanner. 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 cisco-ai-defense/skill-scanner?
pass
AI named cisco-ai-defense/skill-scanner explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts cisco-ai-defense/skill-scanner in production, what risks or prerequisites should they evaluate first?
pass
AI named cisco-ai-defense/skill-scanner 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 cisco-ai-defense/skill-scanner solve, and who is the primary audience?
pass
AI named cisco-ai-defense/skill-scanner 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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cisco-ai-defense/skill-scanner — 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