RRepoGEO

REPOGEO REPORT · LITE

rusiaaman/wcgw

Default branch main · commit edd1d6f3 · scanned 6/12/2026, 6:38:07 PM

GitHub: 662 stars · 63 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 rusiaaman/wcgw, 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
    Rephrase the README's opening sentence to be more problem-solution oriented for AI agents

    Why:

    CURRENT
    Empowering chat applications to code, build and run on your local machine.
    COPY-PASTE FIX
    Solve the challenge of giving AI agents full, interactive shell access and code execution capabilities directly on your local machine.
  • highhomepage#2
    Add a homepage URL to the repository's About section

    Why:

    COPY-PASTE FIX
    https://github.com/rusiaaman/wcgw
  • mediumtopics#3
    Expand repository topics with more specific AI agent and shell interaction keywords

    Why:

    CURRENT
    agent, ai-agent, ai-coding, anthropic, chatgpt, claude, claude-desktop, custom-gpt, llm, llm-agent, llm-code, mcp, mcp-server, openai, shell, terminal
    COPY-PASTE FIX
    agent, ai-agent, ai-coding, anthropic, chatgpt, claude, claude-desktop, custom-gpt, llm, llm-agent, llm-code, mcp, mcp-server, openai, shell, terminal, interactive-shell, code-execution, local-ai, file-management, ai-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 rusiaaman/wcgw
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 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Open Interpreter · recommended 2×
  2. GPT-Engineer · recommended 2×
  3. LangChain · recommended 2×
  4. AutoGPT · recommended 2×
  5. VirtualBox · recommended 1×
  • CATEGORY QUERY
    How can I give an AI agent full interactive shell access to my local machine?
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter
    2. GPT-Engineer
    3. LangChain
    4. AutoGPT
    5. VirtualBox
    6. VMware Workstation Player
    7. Parallels Desktop
    8. Docker

    AI recommended 8 alternatives but never named rusiaaman/wcgw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a tool to let LLMs execute code and manage files directly on my system.
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter
    2. AutoGPT
    3. LangChain
    4. LlamaIndex
    5. GPT-Engineer
    6. Smol-Developer

    AI recommended 6 alternatives but never named rusiaaman/wcgw. 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 rusiaaman/wcgw?
    pass
    AI named rusiaaman/wcgw explicitly

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

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

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

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rusiaaman/wcgw — 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