RRepoGEO

REPOGEO REPORT · LITE

siderolabs/conform

Default branch main · commit f841358b · scanned 6/3/2026, 12:57:56 AM

GitHub: 520 stars · 62 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 siderolabs/conform, 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
    Reposition README opening to highlight specific policy enforcement capabilities

    Why:

    CURRENT
    Conform** is a tool for enforcing policies on your build pipelines.
    COPY-PASTE FIX
    Conform is a powerful tool for enforcing critical policies in your build pipelines, including strict commit message standards (e.g., Conventional Commits, DCO, GPG signatures) and automated license header verification for source code.
  • hightopics#2
    Add specific topics for commit and license policy enforcement

    Why:

    CURRENT
    build-automation, docker, go
    COPY-PASTE FIX
    build-automation, docker, go, commit-lint, dco, license-check, ci-cd-pipeline, policy-engine
  • mediumhomepage#3
    Add a homepage URL to the About section

    Why:

    COPY-PASTE FIX
    https://github.com/siderolabs/conform

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 siderolabs/conform
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Commitlint
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Commitlint · recommended 1×
  2. Husky · recommended 1×
  3. probot/dco · recommended 1×
  4. GitHub Actions · recommended 1×
  5. GitLab CI/CD · recommended 1×
  • CATEGORY QUERY
    How can I enforce commit message standards and DCO in my CI/CD pipeline?
    you: not recommended
    AI recommended (in order):
    1. Commitlint
    2. Husky
    3. DCO Check action (probot/dco)
    4. GitHub Actions
    5. GitLab CI/CD
    6. Jenkins
    7. Conventional Commits specification
    8. Semantic Release
    9. Danger

    AI recommended 9 alternatives but never named siderolabs/conform. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools help automate license header verification for source code in build automation?
    you: not recommended
    AI recommended (in order):
    1. Apache Rat (Release Audit Tool)
    2. License Maven Plugin
    3. Gradle License Report Plugin
    4. licensify
    5. license-check (npm package)
    6. Header Checker (GitHub Action)

    AI recommended 6 alternatives but never named siderolabs/conform. 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 siderolabs/conform?
    pass
    AI named siderolabs/conform explicitly

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

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

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

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siderolabs/conform — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite