RRepoGEO

REPOGEO REPORT · LITE

GCWing/BitFun

Default branch main · commit f9584207 · scanned 6/12/2026, 4:02:34 AM

GitHub: 1,033 stars · 113 forks

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 GCWing/BitFun, 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, concise repositioning statement to the README's opening

    Why:

    CURRENT
    The README currently starts with language links and badges, followed by '## What BitFun Is'.
    COPY-PASTE FIX
    Add the following line directly after the language links and before '## What BitFun Is':

**BitFun: Your Desktop AI Agent Runtime & Application Suite.**
  • mediumhomepage#2
    Add the project homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://openbitfun.com/
  • mediumtopics#3
    Add more specific topics to emphasize 'desktop' and 'local' AI agents

    Why:

    CURRENT
    agent-teams, agentic, agentic-os, agentic-runtime, ai-coding, ai-ide, ai-sdk, computer-use-agent, cowork, openclaw, vibe-coding
    COPY-PASTE FIX
    agent-teams, agentic, agentic-os, agentic-runtime, ai-coding, ai-ide, ai-sdk, computer-use-agent, cowork, openclaw, vibe-coding, desktop-agent, local-agent-runtime

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 GCWing/BitFun
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Open Interpreter
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Open Interpreter · recommended 1×
  2. AutoGPT · recommended 1×
  3. Selenium · recommended 1×
  4. Playwright · recommended 1×
  5. AgentGPT · recommended 1×
  • CATEGORY QUERY
    Looking for a local AI agent runtime with integrated coding and computer control capabilities.
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter
    2. AutoGPT
    3. Selenium
    4. Playwright
    5. AgentGPT
    6. LangChain
    7. Ollama
    8. Llama.cpp
    9. BabyAGI

    AI recommended 9 alternatives but never named GCWing/BitFun. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are some desktop applications for managing multiple AI agents and automating tasks?
    you: not recommended
    AI recommended (in order):
    1. SuperAGI (TransformerOptimus/SuperAGI)
    2. AutoGPT (Significant-Gravitas/AutoGPT)
    3. n8n (n8n-io/n8n)
    4. ActiveBatch
    5. Zapier
    6. Microsoft Power Automate Desktop

    AI recommended 6 alternatives but never named GCWing/BitFun. 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 GCWing/BitFun?
    pass
    AI named GCWing/BitFun explicitly

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

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

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

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GCWing/BitFun — 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