RRepoGEO

REPOGEO REPORT · LITE

iam-veeramalla/ai-assisted-devops

Default branch main · commit 0e89f164 · scanned 6/1/2026, 8:53:15 AM

GitHub: 811 stars · 1,350 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 iam-veeramalla/ai-assisted-devops, 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 relevant topics for better categorization

    Why:

    COPY-PASTE FIX
    ["generative-ai", "devops", "ai-assisted-devops", "prompt-engineering", "llms", "automation", "ci-cd", "infrastructure-as-code", "ollama", "github-actions"]
  • highreadme#2
    Refine README opening to clarify repo's nature as a practical toolkit

    Why:

    CURRENT
    # AI-Assisted DevOps - 10-Day Course Syllabus
    COPY-PASTE FIX
    # AI-Assisted DevOps: Practical Toolkit & Learning Path

This repository provides a comprehensive, open-source toolkit and learning path for DevOps engineers to leverage Generative AI in their daily tasks, offering practical examples, scripts, and prompt engineering techniques.
  • lowhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://github.com/iam-veeramalla/ai-assisted-devops

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 iam-veeramalla/ai-assisted-devops
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
kubernetes/kubernetes
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. kubernetes/kubernetes · recommended 2×
  2. GitHub Copilot · recommended 1×
  3. GitLab Duo Code Suggestions · recommended 1×
  4. AWS CodeWhisperer · recommended 1×
  5. ChatGPT · recommended 1×
  • CATEGORY QUERY
    How can DevOps engineers leverage generative AI to automate daily operational tasks?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. GitLab Duo Code Suggestions
    3. AWS CodeWhisperer
    4. ChatGPT
    5. Google Gemini
    6. Microsoft Copilot
    7. OpsGPT
    8. Hugging Face Transformers
    9. Ansible Lightspeed
    10. IBM Watson Code Assistant
    11. Prow

    AI recommended 11 alternatives but never named iam-veeramalla/ai-assisted-devops. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are effective prompt engineering techniques for generating infrastructure as code and CI/CD?
    you: not recommended
    AI recommended (in order):
    1. Terraform
    2. CloudFormation
    3. Pulumi (pulumi/pulumi)
    4. Ansible (ansible/ansible)
    5. GitHub Actions
    6. GitLab CI/CD
    7. Jenkins (jenkinsci/jenkins)
    8. Azure DevOps Pipelines
    9. Docker Hub
    10. Azure Kubernetes Service (AKS)
    11. Google Cloud Platform (GCP)
    12. Azure App Service Plan
    13. Azure Web App
    14. Node.js (nodejs/node)
    15. Kubernetes (kubernetes/kubernetes)
    16. kubectl (kubernetes/kubernetes)
    17. AWS VPC
    18. Docker (moby/moby)
    19. nginx (nginx/nginx)
    20. Trivy (aquasecurity/trivy)
    21. AWS RDS PostgreSQL
    22. Maven (apache/maven)
    23. IAM
    24. S3
    25. Helm (helm/helm)
    26. AWS CDK (aws/aws-cdk)
    27. SQS
    28. Lambda

    AI recommended 28 alternatives but never named iam-veeramalla/ai-assisted-devops. 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 iam-veeramalla/ai-assisted-devops?
    pass
    AI named iam-veeramalla/ai-assisted-devops explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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