RRepoGEO

REPOGEO REPORT · LITE

clawwork-ai/ClawWork

Default branch main · commit e0e12259 · scanned 6/4/2026, 6:42:19 PM

GitHub: 518 stars · 62 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 clawwork-ai/ClawWork, 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
    Reposition the 'About' description to emphasize standalone desktop client for agent management

    Why:

    CURRENT
    Client for OpenClaw — Connect ClawWork to your own OpenClaw and unlock 10x multi-session productivity.
    COPY-PASTE FIX
    Standalone desktop client for OpenClaw, designed to manage multiple AI agent tasks and LLM-powered developer workflows.
  • mediumtopics#2
    Add more specific topics for AI agent and workflow management

    Why:

    CURRENT
    ai-agent, ai-tools, desktop-app, developer-tools, electron, git, llm, macos, openclaw, openclaw-alternative, react, sqlite, tailwindcss, task-management, typescript, zustand
    COPY-PASTE FIX
    ai-agent, ai-tools, desktop-app, developer-tools, electron, git, llm, macos, openclaw, openclaw-alternative, react, sqlite, tailwindcss, task-management, typescript, zustand, ai-agent-manager, llm-workflow-orchestration, multi-agent-desktop, local-first-ai
  • lowreadme#3
    Reinforce 'standalone desktop application' and 'agent management' in the README's opening

    Why:

    CURRENT
    Desktop client for OpenClaw — run agent tasks in parallel, keep artifacts durable, and find your files later.
    COPY-PASTE FIX
    ClawWork is a standalone desktop application designed to manage multiple AI agent tasks and LLM-powered developer workflows. It serves as a client for OpenClaw — run agent tasks in parallel, keep artifacts durable, and find your files later.

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 clawwork-ai/ClawWork
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. Chroma · recommended 1×
  3. FAISS · recommended 1×
  4. CrewAI · recommended 1×
  5. asyncio · recommended 1×
  • CATEGORY QUERY
    How to manage multiple AI agent tasks in a local-first desktop environment?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. Chroma
    3. FAISS
    4. CrewAI
    5. asyncio
    6. SQLite
    7. Redis
    8. Docker Desktop
    9. RabbitMQ
    10. Autogen
    11. multiprocessing
    12. threading
    13. multiprocessing.Manager
    14. FlowiseAI
    15. Haystack
    16. InMemoryDocumentStore
    17. SQLiteDocumentStore

    AI recommended 17 alternatives but never named clawwork-ai/ClawWork. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What are good desktop tools for managing LLM-powered developer workflows and tasks?
    you: not recommended
    AI recommended (in order):
    1. Cursor
    2. Continue (continue-page/continue)
    3. VS Code (microsoft/vscode)
    4. GitHub Copilot
    5. Codeium
    6. Tabnine
    7. JetBrains IDEs
    8. JetBrains AI Assistant
    9. Raycast Pro
    10. Obsidian

    AI recommended 10 alternatives but never named clawwork-ai/ClawWork. 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 clawwork-ai/ClawWork?
    pass
    AI named clawwork-ai/ClawWork explicitly

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

  • If a team adopts clawwork-ai/ClawWork in production, what risks or prerequisites should they evaluate first?
    pass
    AI named clawwork-ai/ClawWork 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 clawwork-ai/ClawWork solve, and who is the primary audience?
    pass
    AI named clawwork-ai/ClawWork 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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  • Brand-free category queries5 vs 2 in Lite
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