REPOGEO REPORT · LITE

GBSOSS/skill-from-masters

Default branch main · commit c4d27d29 · scanned 7/1/2026, 7:13:12 AM

GitHub: 1,502 stars · 152 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 GBSOSS/skill-from-masters, 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 H1 and opening to clarify AI agent focus

Why:

CURRENT

# Skill From Masters

> **Stand on the shoulders of giants** — Create AI skills built on proven methodologies from domain experts.

COPY-PASTE FIX

# Skill From Masters: Expert Methodologies for AI Agent Skills

> **Stand on the shoulders of giants** — Create robust AI agent skills by incorporating proven methodologies and best practices from domain experts, before generating any new skill.

hightopics#2

Add relevant topics to the repository

Why:

CURRENT

(none)

COPY-PASTE FIX

ai-agents, generative-ai, expert-systems, methodologies, best-practices, skill-creation, prompt-engineering

mediumhomepage#3
Add a homepage URL to the repository
Why:
CURRENT
```
(none)
```
COPY-PASTE FIX
```
[Insert relevant project URL, demo, or documentation link here]
```

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 GBSOSS/skill-from-masters

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Neo4j

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Neo4j · recommended 1×
Amazon Neptune · recommended 1×
RDFox · recommended 1×
Drools · recommended 1×
Pyke · recommended 1×

CATEGORY QUERY
How can I integrate established domain expertise into my AI agent's decision-making process?
you: not recommended
AI recommended (in order):
1. Neo4j
2. Amazon Neptune
3. RDFox
4. Drools
5. Pyke
6. CLIPS
7. Protégé
8. Apache Jena
9. OWL API
10. Pandas
11. scikit-learn
12. OpenAI GPT-4
13. Anthropic Claude
14. Google Gemini
15. Stable Baselines3
16. Ray RLlib
17. LangChain
18. LlamaIndex
AI recommended 18 alternatives but never named GBSOSS/skill-from-masters. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What tools help build AI skills using best practices and expert methodologies?
you: not recommended
AI recommended (in order):
1. Coursera
2. edX
3. fast.ai
4. Google Cloud AI Platform
5. AWS SageMaker
6. Azure Machine Learning
7. Kaggle
8. Hugging Face Transformers Library (huggingface/transformers)
9. datasets library (huggingface/datasets)
10. accelerate library (huggingface/accelerate)
11. PyTorch Lightning (PyTorchLightning/pytorch-lightning)
12. Keras (keras-team/keras)
AI recommended 12 alternatives but never named GBSOSS/skill-from-masters. 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 GBSOSS/skill-from-masters?
pass
AI did not name GBSOSS/skill-from-masters — 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 GBSOSS/skill-from-masters in production, what risks or prerequisites should they evaluate first?
pass
AI named GBSOSS/skill-from-masters 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 GBSOSS/skill-from-masters solve, and who is the primary audience?
pass
AI named GBSOSS/skill-from-masters explicitly
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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GBSOSS/skill-from-masters — 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