REPOGEO REPORT · LITE

muxuuu/serenity-skill

Default branch main · commit c2fe93de · scanned 6/13/2026, 12:57:00 AM

GitHub: 2,037 stars · 312 forks

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 muxuuu/serenity-skill, 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 add an immediate clarifying sentence

Why:

CURRENT

# Serenity.skill

COPY-PASTE FIX

# Serenity.skill: AI Agent Skill for Supply Chain Investment Research
This project is an AI agent skill inspired by Serenity's investment research methods, not related to SerenityOS or Alexa skills.

mediumabout#2
Add a homepage URL to the repository metadata
Why:
CURRENT
```
Homepage: (none)
```
COPY-PASTE FIX
```
https://github.com/muxuuu/serenity-skill
```

mediumreadme#3

Move and expand the core English purpose statement to the top of the README

Why:

CURRENT

Current English explanation is nested after Chinese content and the initial H1.

COPY-PASTE FIX

## What Serenity.skill Does
Serenity.skill applies Serenity's observable investment research path to identify promising stocks and funds. It starts from hot topics, deconstructs industry chains, finds supply chain bottlenecks, screens candidate companies and funds, and then checks announcements, financial reports, customers, capacity, and risks to compile a prioritized research list. This tool is for research support only; final investment decisions are yours.

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 muxuuu/serenity-skill

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Palantir Foundry

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

Palantir Foundry · recommended 1×
SAP Integrated Business Planning (IBP) · recommended 1×
Coupa (with LLamasoft acquisition) · recommended 1×
IBM Supply Chain Intelligence Suite · recommended 1×
DataRobot · recommended 1×

CATEGORY QUERY
How can AI analyze supply chain bottlenecks to identify promising investment opportunities?
you: not recommended
AI recommended (in order):
1. Palantir Foundry
2. SAP Integrated Business Planning (IBP)
3. Coupa (with LLamasoft acquisition)
4. IBM Supply Chain Intelligence Suite
5. DataRobot
6. Blue Yonder Luminate Platform
7. Kinaxis RapidResponse
AI recommended 7 alternatives but never named muxuuu/serenity-skill. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Tool to screen stocks and funds by analyzing industry hot topics and supply chain constraints.
you: not recommended
AI recommended (in order):
1. Bloomberg Terminal
2. Refinitiv Eikon
3. S&P Capital IQ Pro
4. FactSet
5. Koyfin
6. AlphaSense
7. YCharts
AI recommended 7 alternatives but never named muxuuu/serenity-skill. 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 muxuuu/serenity-skill?
pass
AI did not name muxuuu/serenity-skill — 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 muxuuu/serenity-skill in production, what risks or prerequisites should they evaluate first?
pass
AI named muxuuu/serenity-skill 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 muxuuu/serenity-skill solve, and who is the primary audience?
pass
AI named muxuuu/serenity-skill explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/muxuuu/serenity-skill.svg)](https://repogeo.com/en/r/muxuuu/serenity-skill)

HTML

<a href="https://repogeo.com/en/r/muxuuu/serenity-skill"><img src="https://repogeo.com/badge/muxuuu/serenity-skill.svg" alt="RepoGEO" /></a>

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muxuuu/serenity-skill — 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