RRepoGEO

REPOGEO REPORT · LITE

awslabs/agent-plugins

Default branch main · commit d8243e5f · scanned 6/9/2026, 2:08:00 PM

GitHub: 778 stars · 114 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 awslabs/agent-plugins, 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
    Reorder README to prioritize core purpose over successor announcement

    Why:

    CURRENT
    The current README excerpt shows 'What's new' (discussing Agent Toolkit for AWS) appearing before the 'Agent Plugins for AWS' section that describes this repo's purpose.
    COPY-PASTE FIX
    Move the '## Agent Plugins for AWS' section and its descriptive content to appear immediately after the main H1, before the '## What's new' section.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    Add a relevant URL, such as a link to the AWS Bedrock Agents page or a specific AWS page related to agent development, to the repository's homepage field.
  • mediumcomparison#3
    Add a brief comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a section (e.g., '## Why Agent Plugins for AWS?') that includes text like: 'Unlike general cloud SDKs or CLIs such as Boto3 or Terraform, Agent Plugins for AWS provides pre-built skills and plugins specifically designed to extend the capabilities of AI coding agents (e.g., Claude Code, Codex, Cursor) for AWS operations, rather than being a direct interface for human developers.'

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 awslabs/agent-plugins
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Boto3
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Boto3 · recommended 1×
  2. Azure SDK for Python · recommended 1×
  3. Google Cloud Client Libraries for Python · recommended 1×
  4. Terraform · recommended 1×
  5. python-terraform · recommended 1×
  • CATEGORY QUERY
    How can I equip my AI coding agent with skills for cloud operations and deployment?
    you: not recommended
    AI recommended (in order):
    1. Boto3
    2. Azure SDK for Python
    3. Google Cloud Client Libraries for Python
    4. Terraform
    5. python-terraform
    6. Kubernetes Python Client
    7. Ansible
    8. Docker SDK for Python

    AI recommended 8 alternatives but never named awslabs/agent-plugins. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for tools to empower AI assistants with cloud architecture and development capabilities.
    you: not recommended
    AI recommended (in order):
    1. AWS Amplify
    2. Google Cloud AI Platform
    3. Microsoft Azure AI Platform
    4. Vercel
    5. Netlify
    6. Hugging Face Transformers
    7. OpenAI API

    AI recommended 7 alternatives but never named awslabs/agent-plugins. 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 awslabs/agent-plugins?
    pass
    AI named awslabs/agent-plugins explicitly

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

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

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite