RRepoGEO

REPOGEO REPORT · LITE

PKU-DAIR/Starter-Guide

Default branch main · commit c355f6bb · scanned 6/11/2026, 3:52:49 AM

GitHub: 647 stars · 27 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
23 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 0 warn · 1 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 PKU-DAIR/Starter-Guide, 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
    Clarify README opening to emphasize academic/research guide nature

    Why:

    CURRENT
    本仓库为PKU-DAIR团队为相关领域的新人提供全面的开源文档和技术指南。通过汇集团队的**核心论文**和**经验分享**，将帮助初学者快速熟悉**数据管理(Data Management, DM)** 和 **人工智能(Artificial Intelligence, AI)** 等前沿领域，搭建坚实的技术基础。
    COPY-PASTE FIX
    本仓库是PKU-DAIR团队为**学术研究和学习**领域的新人提供的一份全面的**开源文档和技术指南**。它汇集了团队的**核心论文和经验分享**，旨在帮助初学者快速熟悉**数据管理 (Data Management, DM)** 和 **人工智能 (Artificial Intelligence, AI)** 等前沿领域，搭建坚实的技术基础，并作为**科研入门**的宝贵资源。
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    COPY-PASTE FIX
    data-management, artificial-intelligence, ai-research, data-science, starter-guide, education, learning-path, research-guide, pku-dair, academic-resource
  • highlicense#3
    Add a standard open-source LICENSE file

    Why:

    COPY-PASTE FIX
    Create a `LICENSE` file in the repository root with the content of the MIT License.

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 PKU-DAIR/Starter-Guide
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google's AI Platform
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google's AI Platform · recommended 1×
  2. BigQuery · recommended 1×
  3. Cloud Storage · recommended 1×
  4. Microsoft Azure AI · recommended 1×
  5. Azure Data Lake Storage · recommended 1×
  • CATEGORY QUERY
    Where can I find a comprehensive starter guide for data management and AI research?
    you: not recommended
    AI recommended (in order):
    1. Google's AI Platform
    2. BigQuery
    3. Cloud Storage
    4. Microsoft Azure AI
    5. Azure Data Lake Storage
    6. Azure Machine Learning
    7. IBM Watson
    8. Kaggle Learn
    9. Pandas
    10. Scikit-learn
    11. SQL
    12. Towards Data Science
    13. O'Reilly Media
    14. Keras
    15. TensorFlow

    AI recommended 15 alternatives but never named PKU-DAIR/Starter-Guide. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What resources help graduate students build a strong foundation in AI and data science?
    you: not recommended
    AI recommended (in order):
    1. Coursera Specializations
    2. Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow
    3. fast.ai Practical Deep Learning for Coders
    4. Kaggle
    5. The Elements of Statistical Learning
    6. PyTorch (pytorch/pytorch)
    7. TensorFlow (tensorflow/tensorflow)
    8. arXiv.org

    AI recommended 8 alternatives but never named PKU-DAIR/Starter-Guide. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    fail

    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 PKU-DAIR/Starter-Guide?
    pass
    AI did not name PKU-DAIR/Starter-Guide — 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 PKU-DAIR/Starter-Guide in production, what risks or prerequisites should they evaluate first?
    pass
    AI named PKU-DAIR/Starter-Guide 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 PKU-DAIR/Starter-Guide solve, and who is the primary audience?
    pass
    AI named PKU-DAIR/Starter-Guide explicitly

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

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PKU-DAIR/Starter-Guide — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite