RRepoGEO

REPOGEO REPORT · LITE

AQBot-Desktop/AQBot

Default branch main · commit 6877b4eb · scanned 5/31/2026, 2:11:55 PM

GitHub: 632 stars · 66 forks

AI VISIBILITY SCORE
40 /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
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 AQBot-Desktop/AQBot, 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
    Add a clear, explicit statement of purpose to the README's opening

    Why:

    CURRENT
    The README starts with language links, followed by '运行截图' (running screenshots).
    COPY-PASTE FIX
    Add a sentence like 'AQBot is a lightweight, high-performance cross-platform desktop client for AI dialogue and an AI gateway, supporting multiple large language models and advanced agent capabilities.' immediately after the language links and before any screenshots or feature lists.
  • mediumabout#2
    Refine the repository description for clarity on AI/LLM focus

    Why:

    CURRENT
    ☁️ 轻量级高性能跨平台AI对话 + AI网关桌面客户端 | Lightweight, high-performance cross-platform AI dialogue + AI gateway desktop client
    COPY-PASTE FIX
    ☁️ 轻量级高性能跨平台AI对话 + AI网关桌面客户端，支持多LLM和AI Agent | Lightweight, high-performance cross-platform desktop client for AI dialogue and an AI gateway, supporting multiple LLMs and AI Agent capabilities.
  • mediumtopics#3
    Add more specific topics related to LLMs and AI agents

    Why:

    CURRENT
    ai, ai-client, ai-desktop, ai-gateway, ai-platform, openclaw, tauri, tauri-app
    COPY-PASTE FIX
    ai, ai-client, ai-desktop, ai-gateway, ai-platform, openclaw, tauri, tauri-app, llm, large-language-model, ai-agent, desktop-ai-assistant

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 AQBot-Desktop/AQBot
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LM Studio
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 1×
  2. janhq/jan · recommended 1×
  3. go-skynet/LocalAI · recommended 1×
  4. open-webui/open-webui · recommended 1×
  5. mckaywrigley/chatbot-ui · recommended 1×
  • CATEGORY QUERY
    What desktop AI chat client supports multiple large language models and custom API endpoints?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Jan (janhq/jan)
    3. LocalAI (go-skynet/LocalAI)
    4. OpenWebUI (open-webui/open-webui)
    5. Chatbot UI (mckaywrigley/chatbot-ui)
    6. SillyTavern (SillyTavern/SillyTavern)

    AI recommended 6 alternatives but never named AQBot-Desktop/AQBot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a cross-platform desktop AI assistant with agent capabilities for local file and code interaction.
    you: not recommended
    AI recommended (in order):
    1. Continue.dev (continue-dev/continue)
    2. Open Interpreter (OpenInterpreter/Open-Interpreter)
    3. GPT-Engineer (gpt-engineer/gpt-engineer)
    4. SuperAGI (SuperAGI/SuperAGI)
    5. AutoGPT (Significant-Gravitas/AutoGPT)
    6. Ollama (ollama/ollama)

    AI recommended 6 alternatives but never named AQBot-Desktop/AQBot. 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 AQBot-Desktop/AQBot?
    pass
    AI named AQBot-Desktop/AQBot explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts AQBot-Desktop/AQBot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named AQBot-Desktop/AQBot 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 AQBot-Desktop/AQBot solve, and who is the primary audience?
    pass
    AI named AQBot-Desktop/AQBot 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 AQBot-Desktop/AQBot. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/AQBot-Desktop/AQBot.svg)](https://repogeo.com/en/r/AQBot-Desktop/AQBot)
HTML
<a href="https://repogeo.com/en/r/AQBot-Desktop/AQBot"><img src="https://repogeo.com/badge/AQBot-Desktop/AQBot.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

AQBot-Desktop/AQBot — 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