RRepoGEO

REPOGEO REPORT · LITE

NitroRCr/AIaW

Default branch master · commit e9e1c55d · scanned 5/26/2026, 7:56:46 PM

GitHub: 1,806 stars · 161 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 NitroRCr/AIaW, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Add a clear introductory sentence defining 'AI as Workspace (AIaW)'

    Why:

    CURRENT
    The README starts with `# AI as Workspace` followed immediately by a `WARNING` block.
    COPY-PASTE FIX
    Insert this sentence directly after the `# AI as Workspace` heading and before the `WARNING` block:
    `AI as Workspace (AIaW) is an elegant, full-featured AI chat client designed for multiple workspaces, plugin extensibility, and cross-platform use.`
  • lowabout#2
    Update the 'About' description to explicitly state the full name and its meaning

    Why:

    CURRENT
    AI as Workspace - An elegant AI chat client. Full-featured, lightweight. Support multiple workspaces, plugin system, cross-platform, local first + real-time cloud sync, Artifacts, MCP | 更好的 AI 客户端
    COPY-PASTE FIX
    AI as Workspace (AIaW) is an elegant, full-featured AI chat client. It supports multiple workspaces, a plugin system, cross-platform use, local-first data with real-time cloud sync, and integrates Artifacts and MCP. | 更好的 AI 客户端

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 NitroRCr/AIaW
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Chatbot UI
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Chatbot UI · recommended 1×
  2. LocalAI · recommended 1×
  3. Open WebUI · recommended 1×
  4. AnythingLLM · recommended 1×
  5. Jan · recommended 1×
  • CATEGORY QUERY
    Looking for a cross-platform AI chat client supporting multiple LLM providers and local data storage.
    you: not recommended
    AI recommended (in order):
    1. Chatbot UI
    2. LocalAI
    3. Open WebUI
    4. AnythingLLM
    5. Jan
    6. LM Studio
    7. MindMac
    8. SillyTavern
    9. Oobabooga's Text Generation WebUI

    AI recommended 9 alternatives but never named NitroRCr/AIaW. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Need an AI assistant interface with organized workspaces and plugin extensibility for conversations.
    you: not recommended
    AI recommended (in order):
    1. ChatGPT Plus
    2. Poe
    3. Microsoft Copilot

    AI recommended 3 alternatives but never named NitroRCr/AIaW. 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 NitroRCr/AIaW?
    pass
    AI named NitroRCr/AIaW explicitly

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

  • If a team adopts NitroRCr/AIaW in production, what risks or prerequisites should they evaluate first?
    pass
    AI named NitroRCr/AIaW 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 NitroRCr/AIaW solve, and who is the primary audience?
    pass
    AI named NitroRCr/AIaW 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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NitroRCr/AIaW — 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