RRepoGEO

REPOGEO REPORT · LITE

WeBankFinTech/WeDataSphere

Default branch master · commit 8a0a9e62 · scanned 6/5/2026, 11:38:05 PM

GitHub: 681 stars · 163 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 WeBankFinTech/WeDataSphere, 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 the README's opening to clearly state WeDataSphere's overall purpose

    Why:

    CURRENT
    The README starts with 'WeDataSphere Open Source Components' and then lists individual projects.
    COPY-PASTE FIX
    Add the following sentence as the very first line of content in the English README (after the language links, before '## WeDataSphere Open Source Components'): 'WeDataSphere is a financial-grade, one-stop big data platform suite designed for end-to-end big data application development and analytics, providing a unified solution for data professionals.'
  • highlicense#2
    Add a LICENSE file and specify the license in the README and About section

    Why:

    CURRENT
    License: (no LICENSE file detected), Homepage: (none)
    COPY-PASTE FIX
    1. Create a `LICENSE` file in the repository root containing the Apache 2.0 License text. 2. Update the repository's 'About' section to include the official project homepage URL (e.g., `https://wedatasphere.io`). 3. Add a line to the README explicitly stating the license, for example: 'WeDataSphere is licensed under the Apache 2.0 License.'
  • mediumreadme#3
    Elaborate on WeDataSphere's core functions as middleware and development portal in README

    Why:

    CURRENT
    The README details components individually without a strong overarching functional summary at the top.
    COPY-PASTE FIX
    After the initial introductory sentence (from Action 1), add a paragraph that expands on WeDataSphere's key functionalities: 'Specifically, WeDataSphere provides a computation middleware layer (Linkis) to decouple applications from underlying data engines like Spark, Presto, and Flink, enabling unified job orchestration. It also functions as a comprehensive data application development portal (DataSphere Studio), covering the entire lifecycle from data import and analysis to quality inspection, visualization, and scheduling.'

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 WeBankFinTech/WeDataSphere
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Databricks Lakehouse Platform
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Databricks Lakehouse Platform · recommended 1×
  2. Snowflake Data Cloud · recommended 1×
  3. Google Cloud Platform (GCP) · recommended 1×
  4. Google Cloud Dataflow · recommended 1×
  5. Google BigQuery · recommended 1×
  • CATEGORY QUERY
    Looking for a unified platform for end-to-end big data application development and analytics.
    you: not recommended
    AI recommended (in order):
    1. Databricks Lakehouse Platform
    2. Snowflake Data Cloud
    3. Google Cloud Platform (GCP)
    4. Google Cloud Dataflow
    5. Google BigQuery
    6. Google Cloud Storage
    7. Vertex AI
    8. Amazon Web Services (AWS)
    9. Amazon EMR
    10. Amazon Redshift
    11. Amazon S3
    12. Amazon Kinesis
    13. Amazon SageMaker
    14. Microsoft Azure Synapse Analytics
    15. Cloudera Data Platform (CDP)

    AI recommended 15 alternatives but never named WeBankFinTech/WeDataSphere. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need a middleware to manage multiple big data engines and unify job orchestration.
    you: not recommended
    AI recommended (in order):
    1. Apache Airflow (apache/airflow)
    2. Apache NiFi (apache/nifi)
    3. Luigi (spotify/luigi)
    4. Dagster (dagster-io/dagster)
    5. Prefect (PrefectHQ/prefect)
    6. Kubeflow Pipelines (kubeflow/pipelines)

    AI recommended 6 alternatives but never named WeBankFinTech/WeDataSphere. 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 WeBankFinTech/WeDataSphere?
    pass
    AI named WeBankFinTech/WeDataSphere explicitly

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

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

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

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/WeBankFinTech/WeDataSphere"><img src="https://repogeo.com/badge/WeBankFinTech/WeDataSphere.svg" alt="RepoGEO" /></a>
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  • Brand-free category queries5 vs 2 in Lite
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