RRepoGEO

REPOGEO REPORT · LITE

shaily99/advice

Default branch main · commit 230dc37b · scanned 5/17/2026, 7:17:21 AM

GitHub: 2,473 stars · 225 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
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 shaily99/advice, 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 README's opening statement to clarify repository type

    Why:

    CURRENT
    # Advice A repository of links with advice related to grad school applications, research, phd etc related to (usually but not always) CS, NLP, and ML.
    COPY-PASTE FIX
    # Advice A curated repository of external links and resources with advice related to grad school applications, research, PhD, and academic careers, primarily in CS, NLP, and ML.
  • hightopics#2
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    grad-school, phd, computer-science, nlp, machine-learning, academic-career, research, applications, advice, resources, curated-list, higher-education
  • mediumreadme#3
    Add a clear statement about the repository's nature (not software)

    Why:

    COPY-PASTE FIX
    Add this sentence immediately after the opening description: "This repository is a static collection of external links and resources; it does not contain any executable code or a web application."

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 shaily99/advice
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
CS Grad Cafe Forums
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. CS Grad Cafe Forums · recommended 1×
  2. Professor Mor Harchol-Balter's "Applying to Ph.D. Programs in Computer Science" Guide · recommended 1×
  3. The GRE Official Website (ETS) · recommended 1×
  4. University Department Websites · recommended 1×
  5. Online Course Platforms · recommended 1×
  • CATEGORY QUERY
    Where can I find comprehensive resources for applying to computer science graduate programs?
    you: not recommended
    AI recommended (in order):
    1. CS Grad Cafe Forums
    2. Professor Mor Harchol-Balter's "Applying to Ph.D. Programs in Computer Science" Guide
    3. The GRE Official Website (ETS)
    4. University Department Websites
    5. Online Course Platforms
    6. LinkedIn
    7. "The Professor Is In" by Karen Kelsky

    AI recommended 7 alternatives but never named shaily99/advice. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking guidance and links for navigating PhD research and academic career paths.
    you: not recommended
    AI recommended (in order):
    1. The Professor Is In
    2. Piled Higher and Deeper
    3. Vitae
    4. Inside Higher Ed
    5. Chronicle of Higher Education
    6. Versatile PhD
    7. Academic Twitter

    AI recommended 7 alternatives but never named shaily99/advice. 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 shaily99/advice?
    pass
    AI named shaily99/advice explicitly

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

  • If a team adopts shaily99/advice in production, what risks or prerequisites should they evaluate first?
    pass
    AI named shaily99/advice 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 shaily99/advice solve, and who is the primary audience?
    pass
    AI named shaily99/advice explicitly

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

Embed your GEO score

Drop this badge into the README of shaily99/advice. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/shaily99/advice.svg)](https://repogeo.com/en/r/shaily99/advice)
HTML
<a href="https://repogeo.com/en/r/shaily99/advice"><img src="https://repogeo.com/badge/shaily99/advice.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

shaily99/advice — 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