REPOGEO REPORT · LITE

rnchg/APT

Default branch master · commit 027e3d28 · scanned 5/19/2026, 12:17:31 PM

GitHub: 775 stars · 85 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

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 rnchg/APT, 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

highabout#1

Clarify the project's full name and purpose in the 'About' description

Why:

CURRENT

AI Productivity Tool - Free and open source, improve user productivity, and protect privacy and data security. Including but not limited to: built-in local exclusive ChatGPT, DeepSeek, Phi, Qwen and other models, one-click batch intelligent processing of pictures, videos, audio, etc.

COPY-PASTE FIX

APT (AI Productivity Tools) is a free and open-source desktop application designed to enhance user productivity, protect privacy, and ensure data security. It includes built-in local models (ChatGPT, DeepSeek, Phi, Qwen) and offers one-click batch intelligent processing for images, videos, and audio.

highreadme#2

Reposition the README's opening paragraph to clearly define APT

Why:

CURRENT

Free and open source, improve user productivity, protect privacy and data security. Provide efficient and convenient AI solutions, including but not limited to: built-in local exclusive ChatGPT, DeepSeek, Phi, Qwen and other models, one-click batch intelligent processing of pictures, videos, audio, etc.

COPY-PASTE FIX

APT (AI Productivity Tools) is a free and open-source desktop application designed to enhance user productivity while protecting privacy and data security. It provides efficient and convenient AI solutions, including built-in local models like ChatGPT, DeepSeek, Phi, and Qwen, alongside one-click batch intelligent processing for pictures, videos, and audio.

mediumhomepage#3
Add a homepage URL to the repository's 'About' section
Why:
COPY-PASTE FIX
```
https://github.com/rnchg/APT
```

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 rnchg/APT

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

LM Studio

Recommended in 1 of 2 queries

COMPETITOR LEADERBOARD

LM Studio · recommended 1×
Ollama · recommended 1×
Jan · recommended 1×
LocalAI · recommended 1×
KoboldCpp · recommended 1×

CATEGORY QUERY
How can I run large language models locally for private, offline productivity?
you: not recommended
AI recommended (in order):
1. LM Studio
2. Ollama
3. Jan
4. LocalAI
5. KoboldCpp
6. llama.cpp (ggerganov/llama.cpp)
7. llama-cpp-python (abetlen/llama-cpp-python)
AI recommended 7 alternatives but never named rnchg/APT. This is the gap to close.
Show full AI answer
CATEGORY QUERY
What open source desktop AI tools offer batch processing for images, video, and audio?
you: not recommended
AI recommended (in order):
1. Stable Diffusion
2. Automatic1111 web UI
3. FFmpeg
4. Audacity
5. Kdenlive
6. GIMP
7. Whisper
AI recommended 7 alternatives but never named rnchg/APT. 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 rnchg/APT?
pass
AI named rnchg/APT explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts rnchg/APT in production, what risks or prerequisites should they evaluate first?
pass
AI named rnchg/APT 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 rnchg/APT solve, and who is the primary audience?
pass
AI named rnchg/APT 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)

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rnchg/APT — 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