RRepoGEO

REPOGEO REPORT · LITE

chaitin/veinmind-tools

Default branch master · commit b5b2af53 · scanned 5/9/2026, 3:21:47 AM

GitHub: 1,648 stars · 186 forks

AI VISIBILITY SCORE
33 /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
2 / 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 chaitin/veinmind-tools, 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 a concise English value proposition to the top of the README

    Why:

    COPY-PASTE FIX
    Add a prominent English paragraph at the very top of the README, e.g., 'veinmind-tools is an open-source, plugin-based container security toolkit developed by Chaitin Technology. It provides comprehensive scanning for vulnerabilities, malware, and sensitive data in container images and runtime environments, uniquely offering AI-powered analysis of scan results to provide actionable insights.'
  • mediumtopics#2
    Expand topics to include AI and specific scan types

    Why:

    CURRENT
    cloud-native, cloud-security, container-security, containerd, docker, image-security, security
    COPY-PASTE FIX
    cloud-native, cloud-security, container-security, containerd, docker, image-security, security, vulnerability-scanning, malware-detection, ai-security, llm-security-analysis, runtime-security
  • mediumreadme#3
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    Add a new section titled 'Comparison with Alternatives' or 'Why veinmind-tools?' that briefly outlines how veinmind-tools stands out from common tools like Trivy, Clair, or Snyk Container, specifically highlighting its plugin architecture and AI-powered analysis capabilities.

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 chaitin/veinmind-tools
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Snyk Container
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Snyk Container · recommended 2×
  2. aquasecurity/trivy · recommended 1×
  3. quay/clair · recommended 1×
  4. Aqua Security · recommended 1×
  5. anchore/anchore-engine · recommended 1×
  • CATEGORY QUERY
    How can I scan Docker container images for security vulnerabilities before deployment?
    you: not recommended
    AI recommended (in order):
    1. Trivy (aquasecurity/trivy)
    2. Clair (quay/clair)
    3. Snyk Container
    4. Aqua Security
    5. Anchore Engine (anchore/anchore-engine)
    6. Docker Scout
    7. Grype (anchore/grype)

    AI recommended 7 alternatives but never named chaitin/veinmind-tools. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help secure my cloud-native container environment with AI-powered vulnerability analysis?
    you: not recommended
    AI recommended (in order):
    1. Aqua Security (Aqua Cloud Native Security Platform)
    2. Palo Alto Networks Prisma Cloud
    3. Snyk Container
    4. Lacework
    5. Tenable.io (Container Security)
    6. Qualys Container Security
    7. Sysdig Secure

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

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

Embed your GEO score

Drop this badge into the README of chaitin/veinmind-tools. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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