RRepoGEO

REPOGEO REPORT · LITE

open-gitagent/clawless

Default branch main · commit f5d6c958 · scanned 6/15/2026, 11:41:36 PM

GitHub: 511 stars · 90 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 open-gitagent/clawless, 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
    Reposition the README H1 to specify category

    Why:

    CURRENT
    <h1>ClawLess</h1>
    COPY-PASTE FIX
    <h1>ClawLess: Serverless Browser Runtime for AI Agents</h1>
  • highabout#2
    Enhance the 'About' description for clarity

    Why:

    CURRENT
    ClawLess — A serverless browser-based runtime for Claw AI Agents powered by WebContainers
    COPY-PASTE FIX
    ClawLess provides a secure, serverless browser-based runtime for Claw AI Agents, enabling fully client-side execution and auditing powered by WebContainers.
  • mediumcomparison#3
    Add a 'Comparison to Alternatives' section in the README

    Why:

    COPY-PASTE FIX
    ## Comparison to Alternatives

ClawLess is not a general-purpose machine learning framework (like TensorFlow.js or ONNX Runtime Web) nor a generic serverless platform (like Cloudflare Workers or AWS Lambda). Instead, it is purpose-built for running AI agents securely and entirely within the browser, offering a sandboxed environment specifically for agent execution and auditing.

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 open-gitagent/clawless
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
puppeteer/puppeteer
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. puppeteer/puppeteer · recommended 2×
  2. TensorFlow.js · recommended 1×
  3. ONNX Runtime Web · recommended 1×
  4. Transformers.js · recommended 1×
  5. Web LLM · recommended 1×
  • CATEGORY QUERY
    How to run AI agents directly in the browser without needing a backend server?
    you: not recommended
    AI recommended (in order):
    1. TensorFlow.js
    2. ONNX Runtime Web
    3. Transformers.js
    4. Web LLM
    5. MediaPipe
    6. Brain.js

    AI recommended 6 alternatives but never named open-gitagent/clawless. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a secure, serverless browser sandbox environment for running AI agent code.
    you: not recommended
    AI recommended (in order):
    1. Cloudflare Workers
    2. Durable Objects
    3. AWS Lambda
    4. Firecracker MicroVMs (firecracker-microvm/firecracker)
    5. puppeteer-core (puppeteer/puppeteer)
    6. playwright-aws-lambda (alixaxel/playwright-aws-lambda)
    7. Google Cloud Functions
    8. Cloud Run
    9. Puppeteer (puppeteer/puppeteer)
    10. Playwright (microsoft/playwright)
    11. Vercel Edge Functions
    12. Netlify Edge Functions
    13. Deno Deploy

    AI recommended 13 alternatives but never named open-gitagent/clawless. 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 open-gitagent/clawless?
    pass
    AI named open-gitagent/clawless explicitly

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

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

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

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  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite