RRepoGEO

REPOGEO REPORT · LITE

HKUDS/ClawWork

Default branch main · commit 9c73ac05 · scanned 5/17/2026, 2:22:56 AM

GitHub: 8,102 stars · 1,044 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

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 HKUDS/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
  • hightopics#1
    Add relevant topics to the repository

    Why:

    COPY-PASTE FIX
    ai-agent, autonomous-agents, llm, large-language-models, automation, income-generation, ai-coworker, financial-automation, agent-benchmarking
  • highreadme#2
    Add a clear, concise opening sentence to the README

    Why:

    CURRENT
    The README currently starts with a div and H1, followed by a paragraph with links.
    COPY-PASTE FIX
    Place this sentence immediately after the main H1:

"ClawWork is an open-source framework for building and benchmarking autonomous AI agents that perform real-world professional tasks to generate income, not a web scraping tool."
  • highhomepage#3
    Set the repository homepage URL

    Why:

    COPY-PASTE FIX
    https://hkuds.github.io/ClawWork/

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 HKUDS/ClawWork
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Zapier
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Zapier · recommended 1×
  2. Make · recommended 1×
  3. ActiveCampaign · recommended 1×
  4. Airtable · recommended 1×
  5. UiPath · recommended 1×
  • CATEGORY QUERY
    How can I set up an AI agent to automate professional tasks and generate income?
    you: not recommended
    AI recommended (in order):
    1. Zapier
    2. Make
    3. ActiveCampaign
    4. Airtable
    5. UiPath
    6. OpenAI API
    7. Anthropic's Claude
    8. Google's Gemini
    9. Bubble

    AI recommended 9 alternatives but never named HKUDS/ClawWork. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Which large language models perform best for autonomous agents completing real-world paid work?
    you: not recommended
    AI recommended (in order):
    1. GPT-4
    2. Claude 3 Opus
    3. Gemini 1.5 Pro
    4. Llama 3
    5. Mixtral 8x7B Instruct

    AI recommended 5 alternatives but never named HKUDS/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
    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 HKUDS/ClawWork?
    pass
    AI named HKUDS/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 HKUDS/ClawWork in production, what risks or prerequisites should they evaluate first?
    pass
    AI named HKUDS/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 HKUDS/ClawWork solve, and who is the primary audience?
    pass
    AI named HKUDS/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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HKUDS/ClawWork — 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