REPOGEO REPORT · LITE

HKUSTDial/Supervisor-Skills

Default branch main · commit 6b46ff15 · scanned 6/22/2026, 8:58:07 PM

GitHub: 3,074 stars · 224 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

28 /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

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 HKUSTDial/Supervisor-Skills, 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

Add a direct statement about the project's function as an AI research co-supervisor to the README's opening.

Why:

CURRENT

大家好，我是骆昱宇，香港科技大学（广州）的助理教授。从自己读博到指导学生，我反复看到一个场景：许多才华横溢的研究生，在踏入科研大门时，常常被相似的困境所困扰：

COPY-PASTE FIX

Supervisor-Skills 是一个将资深科研者的隐性知识，转化为可直接调用的 AI 技能的开源项目。它旨在成为你的 AI 科研副导师，从 Idea 构思到论文投稿，全程辅助你的学术研究。大家好，我是骆昱宇，香港科技大学（广州）的助理教授。从自己读博到指导学生，我反复看到一个场景：许多才华横溢的研究生，在踏入科研大门时，常常被相似的困境所困扰：

mediumtopics#2

Add more specific topics to improve categorization as an AI research assistant.

Why:

CURRENT

ai-research, ai-researcher, awesome, awesome-list, phd-research, research-skills, skills, vibe-research

COPY-PASTE FIX

ai-research, ai-researcher, awesome, awesome-list, phd-research, research-skills, skills, vibe-research, ai-assistant, virtual-mentor, llm-research-tool, academic-writing-ai, paper-writing-assistant

lowlicense#3

Add a clear statement about the project's license(s) to the README.

Why:

COPY-PASTE FIX

## License
This project is licensed under [Specify License Name(s) and terms here, e.g., 'a custom license based on the Apache 2.0 principles' or 'a combination of MIT and CC BY-NC-SA 4.0 for content']. Please refer to the `LICENSE` file for full details.

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 HKUSTDial/Supervisor-Skills

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

ChatGPT

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

ChatGPT · recommended 2×
Elicit · recommended 2×
Scite.ai · recommended 2×
QuillBot · recommended 2×
Grammarly Premium · recommended 2×

CATEGORY QUERY
What AI tools can act as a virtual mentor for academic research and paper writing?
you: not recommended
AI recommended (in order):
1. ChatGPT
2. Elicit
3. Scite.ai
4. QuillBot
5. Grammarly Premium
6. Semantic Scholar
7. Consensus
AI recommended 7 alternatives but never named HKUSTDial/Supervisor-Skills. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Seeking AI assistance for developing research ideas, structuring papers, and improving submission quality.
you: not recommended
AI recommended (in order):
1. ChatGPT
2. Elicit
3. Semantic Scholar
4. Grammarly Premium
5. QuillBot
6. Scite.ai
7. DeepL Write
AI recommended 7 alternatives but never named HKUSTDial/Supervisor-Skills. 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 HKUSTDial/Supervisor-Skills?
pass
AI named HKUSTDial/Supervisor-Skills explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts HKUSTDial/Supervisor-Skills in production, what risks or prerequisites should they evaluate first?
pass
AI named HKUSTDial/Supervisor-Skills 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 HKUSTDial/Supervisor-Skills solve, and who is the primary audience?
pass
AI did not name HKUSTDial/Supervisor-Skills — 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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MARKDOWN (README)

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HTML

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HKUSTDial/Supervisor-Skills — 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