REPOGEO REPORT · LITE

quiet-node/thuki

Default branch main · commit 5a5310f0 · scanned 6/12/2026, 9:06:21 AM

GitHub: 536 stars · 88 forks

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 quiet-node/thuki, 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 accurately categorize the repo
Why:
COPY-PASTE FIX
```
macos, ai, local-ai, productivity, assistant, privacy, offline, desktop-app
```
highreadme#2
Update the README's main heading to clearly state the project's purpose
Why:
CURRENT
```
<h1 align="center"> Thuki - WIP </h1>
```
COPY-PASTE FIX
```
<h1 align="center"> Thuki - Your Local, Private AI Secretary for macOS </h1>
```

mediumreadme#3

Clarify the project's license(s) in the README

Why:

COPY-PASTE FIX

## License 
 Thuki is released under [describe the license(s) found in the LICENSE file, e.g., a custom license, or a combination of licenses]. Please see the [LICENSE file](LICENSE) 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 quiet-node/thuki

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

ChatGPT Desktop App

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

ChatGPT Desktop App · recommended 2×
lmstudio-ai/lmstudio · recommended 1×
ollama/ollama · recommended 1×
ollama-webui/ollama-webui · recommended 1×
macwhisper/macwhisper · recommended 1×

CATEGORY QUERY
Looking for a privacy-focused local AI assistant that runs entirely on my macOS machine.
you: not recommended
AI recommended (in order):
1. ChatGPT Desktop App
2. LM Studio (lmstudio-ai/lmstudio)
3. Ollama (ollama/ollama)
4. Ollama Web UI (ollama-webui/ollama-webui)
5. MacWhisper (macwhisper/macwhisper)
6. LocalAI (go-skynet/LocalAI)
7. Jan (janhq/jan)
AI recommended 7 alternatives but never named quiet-node/thuki. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What are the best offline AI productivity tools for macOS without cloud dependency?
you: not recommended
AI recommended (in order):
1. ChatGPT Desktop App
2. LocalAI
3. LM Studio
4. Ollama
5. MacWhisper
6. InvokeAI
7. DiffusionBee
AI recommended 7 alternatives but never named quiet-node/thuki. 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 quiet-node/thuki?
pass
AI named quiet-node/thuki explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts quiet-node/thuki in production, what risks or prerequisites should they evaluate first?
pass
AI named quiet-node/thuki 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 quiet-node/thuki solve, and who is the primary audience?
pass
AI named quiet-node/thuki 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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Live preview

MARKDOWN (README)

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HTML

<a href="https://repogeo.com/en/r/quiet-node/thuki"><img src="https://repogeo.com/badge/quiet-node/thuki.svg" alt="RepoGEO" /></a>

Pro

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quiet-node/thuki — 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