REPOGEO REPORT · LITE

iyaja/llama-fs

Default branch main · commit 0a693717 · scanned 6/21/2026, 3:03:03 PM

GitHub: 5,729 stars · 380 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 iyaja/llama-fs, 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 the README's opening to clearly state its purpose as a file organizer

Why:

CURRENT

# LlamaFS

## Inspiration

Watch the explainer video

Open your `~/Downloads` directory. Or your Desktop. It's probably a mess...

> There are only two hard things in Computer Science: cache invalidation and **naming things**.

## What it does

LlamaFS is a self-organizing file manager.

COPY-PASTE FIX

# LlamaFS: An AI-powered Self-Organizing File Manager

LlamaFS is a self-organizing file manager that automatically renames and organizes your files based on their content and well-known conventions, powered by Llama 3. It tackles the common problem of cluttered digital files by intelligently analyzing content and proactively organizing new files as they are created.

## Inspiration

Watch the explainer video

Open your `~/Downloads` directory. Or your Desktop. It's probably a mess...

> There are only two hard things in Computer Science: cache invalidation and **naming things**.

## What it does

LlamaFS is a self-organizing file manager.

hightopics#2

Add relevant topics to improve categorization

Why:

CURRENT

(none)

COPY-PASTE FIX

file-organizer, file-management, ai-powered, llama3, ollama, groq, automation, desktop-automation, content-analysis

mediumreadme#3

Clarify the 'file system' aspect to emphasize file management

Why:

CURRENT

LlamaFS runs in two "modes" - as a batch job (batch mode), and an interactive daemon (watch mode).

COPY-PASTE FIX

LlamaFS operates *on your file system* as a self-organizing file manager, running in two "modes" - as a batch job (batch mode), and an interactive daemon (watch mode).

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 iyaja/llama-fs

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Hazel

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Hazel · recommended 2×
File Juggler · recommended 2×
TagSpaces · recommended 1×
EagleFiler · recommended 1×
DEVONthink 3 · recommended 1×

CATEGORY QUERY
How to automatically organize my cluttered digital files using intelligent content analysis?
you: not recommended
AI recommended (in order):
1. Hazel
2. File Juggler
3. TagSpaces
4. EagleFiler
5. DEVONthink 3
6. Paperless-ngx
AI recommended 6 alternatives but never named iyaja/llama-fs. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Is there a tool to proactively organize new files as they are created?
you: not recommended
AI recommended (in order):
1. Hazel
2. File Juggler
3. DropIt
4. Folder Actions
5. Microsoft Power Automate Desktop
6. IFTTT (If This Then That)
AI recommended 6 alternatives but never named iyaja/llama-fs. 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 iyaja/llama-fs?
pass
AI did not name iyaja/llama-fs — 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 iyaja/llama-fs in production, what risks or prerequisites should they evaluate first?
pass
AI named iyaja/llama-fs 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 iyaja/llama-fs solve, and who is the primary audience?
pass
AI named iyaja/llama-fs 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/iyaja/llama-fs.svg)](https://repogeo.com/en/r/iyaja/llama-fs)

HTML

<a href="https://repogeo.com/en/r/iyaja/llama-fs"><img src="https://repogeo.com/badge/iyaja/llama-fs.svg" alt="RepoGEO" /></a>

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iyaja/llama-fs — 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