RRepoGEO

REPOGEO REPORT · LITE

itsmostafa/aws-agent-skills

Default branch main · commit 4ab904a6 · scanned 6/18/2026, 1:27:38 PM

GitHub: 1,127 stars · 440 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
22 /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
1 / 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 H1 and opening paragraph to emphasize LLM agents

    Why:

    CURRENT
    # AWS Agent Skills

Supercharge Claude Code with AWS cloud engineering skills across 18 core AWS services.
    COPY-PASTE FIX
    # AWS Agent Skills: Cloud Engineering for LLM Agents

Supercharge your AI agents and LLMs with deep AWS cloud engineering skills. This project provides a curated, token-efficient knowledge base for Claude Code and other coding agents, enabling automated IaC, debugging, and best practices across 18 core AWS services. Unlike direct AWS documentation or APIs, AWS Agent Skills is optimized for reasoning, offering real-world patterns and edge cases without streaming large docs or schemas.
  • hightopics#2
    Add more specific LLM/AI agent topics

    Why:

    CURRENT
    agent-skills, agentic-ai, aws, claude-code, claude-skills, codex, coding-agents
    COPY-PASTE FIX
    agent-skills, agentic-ai, aws, claude-code, claude-skills, coding-agents, llm-agents, generative-ai, aws-llm, ai-engineering, cloud-engineering-ai
  • mediumhomepage#3
    Add a homepage URL to the repository's 'About' section

    Why:

    COPY-PASTE FIX
    Add a relevant URL, e.g., a project page, documentation, or a blog post about the project, to the repository's homepage field.

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
AWS CloudFormation
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AWS CloudFormation · recommended 2×
  2. AWS Well-Architected Framework · recommended 1×
  3. AWS Security Incident Response Guide · recommended 1×
  4. AWS IAM · recommended 1×
  5. AWS GuardDuty · recommended 1×
  • CATEGORY QUERY
    How can I equip my AI agent with deep AWS cloud engineering knowledge and best practices?
    you: not recommended
    AI recommended (in order):
    1. AWS Well-Architected Framework
    2. AWS Security Incident Response Guide
    3. AWS IAM
    4. AWS GuardDuty
    5. AWS Security Hub
    6. AWS Architecture Blog
    7. AWS Skill Builder
    8. AWS CloudFormation
    9. AWS CDK (aws/aws-cdk)
    10. Terraform AWS Provider (hashicorp/terraform-provider-aws)
    11. Terraform Registry
    12. Cloud Security Alliance (CSA) Guides
    13. AWS Certified Solutions Architect Study Guide
    14. Architecting for the Cloud: AWS Best Practices
    15. AWS CloudTrail
    16. AWS Config

    AI recommended 16 alternatives but never named itsmostafa/aws-agent-skills. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools provide LLM-optimized AWS expertise for automated infrastructure as code and debugging?
    you: not recommended
    AI recommended (in order):
    1. AWS CloudFormation
    2. AWS CodeWhisperer
    3. AWS CDK
    4. Terraform
    5. Terraform Cloud
    6. Sentinel
    7. GitHub Copilot

    AI recommended 7 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 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?

  • 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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