RRepoGEO

REPOGEO REPORT · LITE

AIDotNet/OpenCowork

Default branch main · commit 4450c4a1 · scanned 6/27/2026, 11:16:45 PM

GitHub: 507 stars · 104 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 AIDotNet/OpenCowork, 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
  • highabout#1
    Clarify the repository description to reflect AI agent functionality

    Why:

    CURRENT
    Open Cowork - Opensource Claude Cowork for Windows & macOS & Linux.
    COPY-PASTE FIX
    Open-source desktop platform for multi-agent AI collaboration, enabling local filesystem and shell access for AI agents.
  • hightopics#2
    Add relevant topics for AI agent development and local execution

    Why:

    COPY-PASTE FIX
    ai-agents, multi-agent-system, local-ai, desktop-app, electron, typescript, developer-tools, llm-agents, agent-framework, ai-collaboration
  • mediumreadme#3
    Add a comparison section to the README

    Why:

    COPY-PASTE FIX
    Add a new section to the README, perhaps titled "How OpenCowork Compares" or "Differentiators", that outlines its unique advantages over similar AI agent frameworks or tools like GPT-Engineer, AutoGPT, or LangChain, specifically highlighting its desktop platform, multi-agent focus, and local execution capabilities.

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 AIDotNet/OpenCowork
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
GPT-Engineer
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. GPT-Engineer · recommended 1×
  2. firejail · recommended 1×
  3. AutoGPT · recommended 1×
  4. Docker · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    How can I give AI agents direct filesystem and shell access on my local machine?
    you: not recommended
    AI recommended (in order):
    1. GPT-Engineer
    2. firejail
    3. AutoGPT
    4. Docker
    5. LangChain
    6. Open Interpreter
    7. Agent-Dojo

    AI recommended 7 alternatives but never named AIDotNet/OpenCowork. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What AI tools integrate with my local development environment to reduce context switching?
    you: not recommended
    AI recommended (in order):
    1. GitHub Copilot
    2. Tabnine
    3. Codeium
    4. Cursor
    5. Continue (Continue-team/continue)
    6. Cody (sourcegraph/cody)
    7. aider (paul-gauthier/aider)

    AI recommended 7 alternatives but never named AIDotNet/OpenCowork. 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 AIDotNet/OpenCowork?
    pass
    AI named AIDotNet/OpenCowork explicitly

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

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

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MARKDOWN (README)
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HTML
<a href="https://repogeo.com/en/r/AIDotNet/OpenCowork"><img src="https://repogeo.com/badge/AIDotNet/OpenCowork.svg" alt="RepoGEO" /></a>
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AIDotNet/OpenCowork — 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