RRepoGEO

REPOGEO REPORT · LITE

itsmostafa/aws-agent-skills

Default branch main · commit 5df6da70 · scanned 5/8/2026, 8:57:43 PM

GitHub: 1,091 stars · 437 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 itsmostafa/aws-agent-skills, 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 AI agent focus and differentiate from IaC

    Why:

    CURRENT
    Supercharge Claude Code with AWS cloud engineering skills across 18 core AWS services.
    COPY-PASTE FIX
    Empower AI agents like Claude Code and Codex with a curated, LLM-optimized knowledge base of AWS cloud engineering skills, enabling automated support for tasks from IaC template generation to security best practices. This project provides reasoning-first skills for AI agents, distinct from direct Infrastructure-as-Code tools or cloud security platforms.
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/itsmostafa/aws-agent-skills
  • lowabout#3
    Refine the repository description for clarity and AI agent focus

    Why:

    CURRENT
    AWS Skills for Agents
    COPY-PASTE FIX
    Curated, LLM-optimized AWS cloud engineering skills for AI agents like Claude Code and Codex, enabling automated support and reasoning.

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 itsmostafa/aws-agent-skills
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Pulumi
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Pulumi · recommended 1×
  2. Terraform · recommended 1×
  3. AWS Cloud Development Kit (CDK) · recommended 1×
  4. Azure Bicep · recommended 1×
  5. Ansible · recommended 1×
  • CATEGORY QUERY
    How can I enhance AI agents with specialized cloud engineering skills for automation?
    you: not recommended
    AI recommended (in order):
    1. Pulumi
    2. Terraform
    3. AWS Cloud Development Kit (CDK)
    4. Azure Bicep
    5. Ansible
    6. Kubernetes
    7. KubeFlow
    8. Argo Workflows
    9. Crossplane

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

    Show full AI answer
  • CATEGORY QUERY
    What tools provide AI with pre-optimized knowledge for cloud infrastructure and security best practices?
    you: not recommended
    AI recommended (in order):
    1. Wiz
    2. Orca Security
    3. Lacework
    4. Palo Alto Networks Prisma Cloud
    5. CrowdStrike Falcon Cloud Security
    6. Datadog Cloud Security Platform

    AI recommended 6 alternatives but never named itsmostafa/aws-agent-skills. 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 itsmostafa/aws-agent-skills?
    pass
    AI named itsmostafa/aws-agent-skills explicitly

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

  • If a team adopts itsmostafa/aws-agent-skills in production, what risks or prerequisites should they evaluate first?
    pass
    AI named itsmostafa/aws-agent-skills 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 itsmostafa/aws-agent-skills solve, and who is the primary audience?
    pass
    AI did not name itsmostafa/aws-agent-skills — 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?

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