RRepoGEO

REPOGEO REPORT · LITE

imbue-ai/vet

Default branch main · commit 9a65d388 · scanned 6/27/2026, 5:06:49 AM

GitHub: 658 stars · 16 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 imbue-ai/vet, 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
  • highabout#1
    Clarify the repository's 'About' description

    Why:

    CURRENT
    Find issues worth your attention.
    COPY-PASTE FIX
    Automated verification tool for AI agent code changes and behavior, ensuring correctness and adherence to intent in CI/CD.
  • highhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/imbue-ai/vet
  • mediumreadme#3
    Refine the README's opening statement to emphasize AI agent verification

    Why:

    CURRENT
    Vet is a standalone verification tool for **code changes** and **coding agent behavior**.
    COPY-PASTE FIX
    Vet is a specialized verification tool designed to ensure the **correctness and intent adherence of AI agent code changes and behavior**, acting as a critical guardrail in AI development workflows.

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 imbue-ai/vet
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. Scale AI · recommended 1×
  4. Appen · recommended 1×
  5. Surge AI · recommended 1×
  • CATEGORY QUERY
    How to verify AI agent code changes for correctness and adherence to intent?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Scale AI
    4. Appen
    5. Surge AI
    6. Pytest
    7. Jest
    8. JUnit
    9. Cypress
    10. Postman
    11. MLflow
    12. Deepchecks
    13. Evidently AI

    AI recommended 13 alternatives but never named imbue-ai/vet. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a tool for automated AI-powered code review and quality checks in CI.
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot Enterprise
    2. DeepSource
    3. SonarQube
    4. SonarLint
    5. SonarCloud
    6. CodeGuru Reviewer
    7. Codiga
    8. Snyk Code
    9. Sider

    AI recommended 9 alternatives but never named imbue-ai/vet. 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 imbue-ai/vet?
    pass
    AI named imbue-ai/vet explicitly

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

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

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

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imbue-ai/vet — 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