RRepoGEO

REPOGEO REPORT · LITE

aws/agent-toolkit-for-aws

Default branch main · commit df13dea6 · scanned 6/8/2026, 3:58:26 AM

GitHub: 816 stars · 71 forks

AI VISIBILITY SCORE
28 /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
2 / 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/agent-toolkit-for-aws, 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 clarify its role as an AI agent toolkit for AWS services

    Why:

    CURRENT
    Help AI coding agents build, deploy, and manage applications on AWS. The Agent Toolkit for AWS gives AI coding agents the tools, knowledge, and guardrails they need to work with AWS services.
    COPY-PASTE FIX
    The Agent Toolkit for AWS provides official, AWS-supported tools, skills, and plugins designed to empower AI coding agents to interact with and manage AWS services. It enables agents to leverage existing AWS infrastructure-as-code (like CDK/CloudFormation) and serverless frameworks (like Lambda/Step Functions), rather than acting as a direct replacement for these underlying services.
  • mediumtopics#2
    Add relevant topics to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    ai-agents, aws, generative-ai, cloud-development, developer-tools, plugins, serverless, infrastructure-as-code, bedrock
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/aws/agent-toolkit-for-aws

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/agent-toolkit-for-aws
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Terraform
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Terraform · recommended 1×
  2. Pulumi · recommended 1×
  3. AWS CloudFormation · recommended 1×
  4. Azure Resource Manager (ARM) Templates · recommended 1×
  5. Google Cloud Deployment Manager · recommended 1×
  • CATEGORY QUERY
    How can I enable my AI coding assistant to manage cloud infrastructure deployments?
    you: not recommended
    AI recommended (in order):
    1. Terraform
    2. Pulumi
    3. AWS CloudFormation
    4. Azure Resource Manager (ARM) Templates
    5. Google Cloud Deployment Manager
    6. Ansible
    7. Kubernetes
    8. Argo CD
    9. Flux CD

    AI recommended 9 alternatives but never named aws/agent-toolkit-for-aws. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What frameworks exist for AI agents to build and monitor serverless applications in the cloud?
    you: not recommended
    AI recommended (in order):
    1. AWS Step Functions
    2. AWS Lambda
    3. Amazon SageMaker
    4. Google Cloud Workflows
    5. Cloud Functions
    6. Vertex AI
    7. Azure Logic Apps
    8. Azure Functions
    9. Azure Machine Learning
    10. Temporal
    11. LangChain
    12. LlamaIndex
    13. OpenAI Assistants API

    AI recommended 13 alternatives but never named aws/agent-toolkit-for-aws. 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/agent-toolkit-for-aws?
    pass
    AI named aws/agent-toolkit-for-aws 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/agent-toolkit-for-aws in production, what risks or prerequisites should they evaluate first?
    pass
    AI named aws/agent-toolkit-for-aws 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/agent-toolkit-for-aws solve, and who is the primary audience?
    pass
    AI did not name aws/agent-toolkit-for-aws — likely talking about a different project

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

Embed your GEO score

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