RRepoGEO

REPOGEO REPORT · LITE

aws-samples/aws-glue-samples

Default branch master · commit 4fc5c2f7 · scanned 6/13/2026, 7:13:17 PM

GitHub: 1,534 stars · 833 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-samples/aws-glue-samples, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • mediumreadme#1
    Strengthen README opening to emphasize official AWS Glue samples

    Why:

    CURRENT
    # AWS Glue Samples

AWS Glue is a serverless data integration service that makes it easier to discover, prepare, move, and integrate data from multiple sources for analytics, machine learning (ML), and application development.
This repository has samples that demonstrate various aspects of the AWS Glue service, as well as various AWS Glue utilities.
    COPY-PASTE FIX
    # AWS Glue Samples

This repository provides **official, AWS-curated code samples and utilities** for AWS Glue, a serverless data integration service. It's designed to help developers and data engineers discover, prepare, move, and integrate data from multiple sources for analytics, machine learning (ML), and application development, offering practical demonstrations of AWS Glue's features and common use cases.
  • lowhomepage#2
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://aws.amazon.com/glue/

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-samples/aws-glue-samples
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Databricks
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Databricks · recommended 2×
  2. AWS Glue · recommended 1×
  3. Azure Data Factory (ADF) · recommended 1×
  4. Azure Functions · recommended 1×
  5. Google Cloud Dataflow · recommended 1×
  • CATEGORY QUERY
    How to implement serverless data integration and ETL for cloud analytics?
    you: not recommended
    AI recommended (in order):
    1. AWS Glue
    2. Azure Data Factory (ADF)
    3. Azure Functions
    4. Google Cloud Dataflow
    5. Databricks
    6. Delta Lake
    7. Photon Engine
    8. Apache Flink
    9. Amazon Kinesis Data Analytics
    10. Prefect
    11. Dagster
    12. AWS Lambda
    13. Google Cloud Functions

    AI recommended 13 alternatives but never named aws-samples/aws-glue-samples. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Where can I find code samples for Spark-based data transformation scripts?
    you: not recommended
    AI recommended (in order):
    1. Databricks
    2. Apache Spark
    3. GitHub
    4. Medium
    5. Towards Data Science
    6. Stack Overflow
    7. Spark: The Definitive Guide

    AI recommended 7 alternatives but never named aws-samples/aws-glue-samples. 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-samples/aws-glue-samples?
    pass
    AI did not name aws-samples/aws-glue-samples — 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 aws-samples/aws-glue-samples in production, what risks or prerequisites should they evaluate first?
    pass
    AI named aws-samples/aws-glue-samples 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-samples/aws-glue-samples solve, and who is the primary audience?
    pass
    AI named aws-samples/aws-glue-samples explicitly

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

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