RRepoGEO

REPOGEO REPORT · LITE

wnzhang/rtb-papers

Default branch master · commit ddf66afe · scanned 6/28/2026, 3:17:32 PM

GitHub: 3,689 stars · 939 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
17 /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
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 wnzhang/rtb-papers, 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
  • hightopics#1
    Add specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    ["real-time-bidding", "rtb", "computational-advertising", "display-advertising", "ad-tech", "research-papers", "paper-collection", "survey-papers"]
  • highreadme#2
    Emphasize the curated nature and value proposition in the README

    Why:

    CURRENT
    This is a collection of research and review papers of real-time bidding (RTB) based display advertising techniques.
    COPY-PASTE FIX
    This is a *curated and actively maintained* collection of research and review papers specifically focused on real-time bidding (RTB) based display advertising techniques. Unlike general academic search engines, this repository provides a specialized, community-contributed resource for researchers and practitioners.
  • mediumlicense#3
    Add a LICENSE file to clarify usage terms

    Why:

    CURRENT
    (no LICENSE file detected)
    COPY-PASTE FIX
    Create a LICENSE file (e.g., MIT or Apache-2.0) in the repository root to clearly state the terms under which the paper collection and its organization can be used.

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 wnzhang/rtb-papers
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Google Scholar
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Google Scholar · recommended 1×
  2. ACM Digital Library · recommended 1×
  3. IEEE Xplore Digital Library · recommended 1×
  4. arXiv · recommended 1×
  5. Microsoft Academic · recommended 1×
  • CATEGORY QUERY
    Where can I find academic papers on real-time bidding algorithms for advertising?
    you: not recommended
    AI recommended (in order):
    1. Google Scholar
    2. ACM Digital Library
    3. IEEE Xplore Digital Library
    4. arXiv
    5. Microsoft Academic
    6. Semantic Scholar
    7. ResearchGate
    8. Academia.edu

    AI recommended 8 alternatives but never named wnzhang/rtb-papers. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are the foundational research papers for display advertising optimization with RTB?
    you: not recommended
    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 wnzhang/rtb-papers?
    pass
    AI named wnzhang/rtb-papers explicitly

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

  • If a team adopts wnzhang/rtb-papers in production, what risks or prerequisites should they evaluate first?
    pass
    AI did not name wnzhang/rtb-papers — 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?

  • In one sentence, what problem does the repo wnzhang/rtb-papers solve, and who is the primary audience?
    pass
    AI did not name wnzhang/rtb-papers — 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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wnzhang/rtb-papers — 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