RRepoGEO

REPOGEO REPORT · LITE

aws-cloudformation/rain

Default branch main · commit 9b5ed094 · scanned 6/11/2026, 4:26:46 AM

GitHub: 954 stars · 88 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 aws-cloudformation/rain, 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 to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    aws, cloudformation, cli, infrastructure-as-code, devops, workflow-tool
  • highreadme#2
    Reposition the README's opening to clearly state its CLI nature

    Why:

    CURRENT
    > Rain is what happens when you have a lot of CloudFormation

Rain is also a command line tool for working with AWS CloudFormation templates and stacks.
    COPY-PASTE FIX
    Rain is a powerful command-line interface (CLI) for working with AWS CloudFormation templates and stacks, designed to streamline your development workflow.
  • mediumhomepage#3
    Add the documentation URL as the repository homepage

    Why:

    COPY-PASTE FIX
    https://aws-cloudformation.github.io/rain/

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 aws-cloudformation/rain
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
hashicorp/terraform
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. hashicorp/terraform · recommended 2×
  2. pulumi/pulumi · recommended 2×
  3. AWS CloudFormation · recommended 1×
  4. aws/aws-cdk · recommended 1×
  5. sst/sst · recommended 1×
  • CATEGORY QUERY
    How can I streamline my AWS infrastructure template deployments with interactive feedback?
    you: not recommended
    AI recommended (in order):
    1. AWS CloudFormation
    2. Terraform (hashicorp/terraform)
    3. Pulumi (pulumi/pulumi)
    4. AWS CDK (aws/aws-cdk)
    5. SST (sst/sst)

    AI recommended 5 alternatives but never named aws-cloudformation/rain. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What command-line utility helps manage AWS infrastructure as code templates and stack updates?
    you: not recommended
    AI recommended (in order):
    1. AWS CLI
    2. AWS CloudFormation CLI (cfn-cli)
    3. AWS SAM CLI
    4. AWS Cloud Development Kit CLI (cdk)
    5. Terraform CLI (hashicorp/terraform)
    6. Pulumi CLI (pulumi/pulumi)

    AI recommended 6 alternatives but never named aws-cloudformation/rain. 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 aws-cloudformation/rain?
    pass
    AI named aws-cloudformation/rain explicitly

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

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

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

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