RRepoGEO

REPOGEO REPORT · LITE

CDDSCLab/training-plan

Default branch training-plan-2025 · commit ae77587b · scanned 6/9/2026, 10:42:02 PM

GitHub: 902 stars · 166 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 CDDSCLab/training-plan, 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
  • highreadme#1
    Add a clear introductory sentence to the README

    Why:

    CURRENT
    ## DSCLab 新生培养计划

培养方向：数据库方向基础知识积累、分布式数据库研发

培养目标：

1. 具备一定的软件工程能力
2. 掌握基础数据结构和数据库关键技术
3. 掌握分布式原理和应用开发
    COPY-PASTE FIX
    Add the following sentence at the very beginning of the README, before the current H1:

"This repository provides the official structured training plan for new members of the CDDSCLab (Distributed Storage and Computing Lab), focusing on foundational knowledge in databases and advanced skills in distributed database development."
  • mediumhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://your-lab-or-project-homepage.com (replace with the actual URL for CDDSCLab)

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 CDDSCLab/training-plan
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
apache/spark
Recommended in 4 of 2 queries
COMPETITOR LEADERBOARD
  1. apache/spark · recommended 4×
  2. apache/kafka · recommended 3×
  3. delta-io/delta · recommended 2×
  4. confluentinc/ksql · recommended 2×
  5. Google Cloud Skills Boost · recommended 1×
  • CATEGORY QUERY
    How can I find a structured learning path for distributed database development?
    you: not recommended
    AI recommended (in order):
    1. Google Cloud Skills Boost
    2. Databricks Academy
    3. Apache Spark (apache/spark)
    4. Delta Lake (delta-io/delta)
    5. Confluent Developer
    6. Apache Kafka (apache/kafka)
    7. ksqlDB (confluentinc/ksql)
    8. MongoDB University
    9. MongoDB (mongodb/mongo)
    10. Cassandra.Link
    11. Apache Cassandra (apache/cassandra)
    12. DataStax Academy
    13. Cockroach University
    14. CockroachDB (cockroachdb/cockroach)

    AI recommended 14 alternatives but never named CDDSCLab/training-plan. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good training programs for new engineers entering distributed systems and databases?
    you: not recommended
    AI recommended (in order):
    1. Distributed Systems for Fun and Profit
    2. Designing Data-Intensive Applications
    3. MIT 6.824 Distributed Systems
    4. Apache Kafka (apache/kafka)
    5. Kafka Streams (apache/kafka)
    6. ksqlDB (confluentinc/ksql)
    7. Apache Spark (apache/spark)
    8. Spark SQL (apache/spark)
    9. Spark Streaming (apache/spark)
    10. Delta Lake (delta-io/delta)
    11. MLflow (mlflow/mlflow)
    12. AWS Certified Solutions Architect
    13. Azure
    14. GCP
    15. Amazon DynamoDB
    16. Amazon RDS
    17. Amazon Aurora
    18. SQS
    19. SNS
    20. Kinesis
    21. Coursera
    22. edX
    23. Cloud Computing Specialization

    AI recommended 23 alternatives but never named CDDSCLab/training-plan. 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 CDDSCLab/training-plan?
    pass
    AI did not name CDDSCLab/training-plan — 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 CDDSCLab/training-plan in production, what risks or prerequisites should they evaluate first?
    pass
    AI named CDDSCLab/training-plan 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 CDDSCLab/training-plan solve, and who is the primary audience?
    pass
    AI did not name CDDSCLab/training-plan — 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?

Embed your GEO score

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CDDSCLab/training-plan — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
CDDSCLab/training-plan — RepoGEO report