RRepoGEO

REPOGEO REPORT · LITE

chaitin/veinmind-tools

Default branch master · commit b5b2af53 · scanned 6/18/2026, 10:16:49 PM

GitHub: 1,648 stars · 186 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 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 prominent English introductory sentence to `README.md`

    Why:

    COPY-PASTE FIX
    <p align="center"> <b>veinmind-tools</b> is an open-source, agentless, and plugin-based container security toolset for scanning Docker images and running containers for vulnerabilities and risks in cloud-native environments. </p>
  • mediumreadme#2
    Add a 'Comparison with Alternatives' section to the README

    Why:

    COPY-PASTE FIX
    ## 🆚 Comparison with Alternatives
veinmind-tools differentiates itself by offering a unified, agentless, and plugin-based approach to container security, covering both image scanning and runtime analysis. Unlike tools focused solely on image scanning (e.g., Trivy, Clair) or requiring agents for runtime (e.g., Sysdig), veinmind-tools provides comprehensive coverage without intrusive deployments, leveraging its powerful plugin ecosystem.
  • lowabout#3
    Update the GitHub 'About' description to be concise and in English

    Why:

    CURRENT
    veinmind-tools 是由长亭科技自研，基于 veinmind-sdk 打造的容器安全工具集
    COPY-PASTE FIX
    An agentless, plugin-based container security toolset for scanning Docker images and running containers for vulnerabilities and risks.

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. Trivy · recommended 1×
  3. Clair · recommended 1×
  4. Aqua Security · recommended 1×
  5. Anchore Engine · recommended 1×
  • CATEGORY QUERY
    How can I scan my Docker images and running containers for security vulnerabilities?
    you: not recommended
    AI recommended (in order):
    1. Trivy
    2. Clair
    3. Snyk Container
    4. Aqua Security
    5. Anchore Engine
    6. Docker Scout
    7. 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 cloud-native container environments and analyze risks?
    you: not recommended
    AI recommended (in order):
    1. Aqua Security Platform
    2. Twistlock (Palo Alto Networks Prisma Cloud Compute Edition)
    3. Sysdig Secure
    4. Snyk Container
    5. Trivy (aquasecurity/trivy)
    6. Clair (quay/clair)
    7. OpenSCAP (OpenSCAP/openscap)

    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 named chaitin/veinmind-tools explicitly

    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?

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chaitin/veinmind-tools — 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