REPOGEO REPORT · LITE

Capsize-Games/airunner

Default branch master · commit 6836bdc1 · scanned 5/25/2026, 9:26:50 AM

GitHub: 1,314 stars · 97 forks

AI VISIBILITY SCORE

33 /100

Critical

Category recall

0 / 2

Not recommended in any query

Rule findings

2 pass · 0 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 Capsize-Games/airunner, 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

Remove misleading `pygame` topic

Why:

CURRENT

ai, ai-art, art, asset-generator, chatbot, deep-learning, desktop-app, image-generation, mistral, multimodal, privacy, pygame, pyside6, python, self-hosted, speech-to-text, stable-diffusion, text-to-image, text-to-speech, text-to-speech-app

COPY-PASTE FIX

ai, ai-art, art, asset-generator, chatbot, deep-learning, desktop-app, image-generation, mistral, multimodal, privacy, pyside6, python, self-hosted, speech-to-text, stable-diffusion, text-to-image, text-to-speech, text-to-speech-app

highreadme#2

Add a 'Why AI Runner?' section to the README

Why:

COPY-PASTE FIX

## Why AI Runner?

AI Runner stands out as a truly all-in-one, privacy-first local AI platform. Unlike single-purpose tools, it seamlessly integrates real-time voice chat, custom AI agents, visual workflow automation, and advanced image generation (Stable Diffusion, FLUX) into a single desktop application, headless server, and Python library. It's designed for users who want complete control over their AI, running entirely offline by default, ensuring your data stays private while offering fast, quantized inference.

mediumabout#3

Refine the repository description

Why:

CURRENT

Offline inference engine for art, real-time voice conversations, LLM powered chatbots and automated workflows

COPY-PASTE FIX

All-in-one, offline-first desktop application and platform for local LLMs, real-time voice, STT, TTS, image generation, and visual workflow automation.

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 Capsize-Games/airunner

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×
InvokeAI · recommended 1×
Whisper Desktop · recommended 1×
Bark · recommended 1×

CATEGORY QUERY
What are good self-hosted desktop applications for local LLM, TTS, STT, and image generation?
you: not recommended
AI recommended (in order):
1. LM Studio
2. Ollama
3. InvokeAI
4. Whisper Desktop
5. Bark
6. Automatic1111's Stable Diffusion WebUI
7. Fooocus
8. Coqui TTS
AI recommended 8 alternatives but never named Capsize-Games/airunner. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for a privacy-focused local AI solution for real-time voice chat and visual workflow automation.
you: not recommended
AI recommended (in order):
1. Home Assistant (home-assistant/core)
2. Rhasspy (rhasspy/rhasspy)
3. Node-RED (node-red/node-red)
4. OpenHAB (openhab/openhab-core)
5. Mycroft AI (MycroftAI/mycroft-core)
6. Blockly (google/blockly)
7. AppDaemon (AppDaemon/appdaemon)
8. Llama.cpp (ggerganov/llama.cpp)
9. Whisper.cpp (ggerganov/whisper.cpp)
10. Piper (rhasspy/piper)
11. NVIDIA Riva
AI recommended 11 alternatives but never named Capsize-Games/airunner. This is the gap to close.
Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

Metadata completeness
pass
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 Capsize-Games/airunner?
pass
AI did not name Capsize-Games/airunner — 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 Capsize-Games/airunner in production, what risks or prerequisites should they evaluate first?
pass
AI named Capsize-Games/airunner 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 Capsize-Games/airunner solve, and who is the primary audience?
pass
AI named Capsize-Games/airunner explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

Drop this badge into the README of Capsize-Games/airunner. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/Capsize-Games/airunner.svg)](https://repogeo.com/en/r/Capsize-Games/airunner)

HTML

<a href="https://repogeo.com/en/r/Capsize-Games/airunner"><img src="https://repogeo.com/badge/Capsize-Games/airunner.svg" alt="RepoGEO" /></a>

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite