RRepoGEO

REPOGEO REPORT · LITE

wexare-ai/openbrowserclaw

Default branch master · commit 19be222c · scanned 6/13/2026, 4:18:11 PM

GitHub: 596 stars · 83 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 wexare-ai/openbrowserclaw, 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
    Clarify README's opening statement to emphasize 'complete personal AI assistant application'

    Why:

    CURRENT
    Browser-native personal AI assistant. Zero infrastructure — the browser is the server.
Built as a browser-only reimagination of NanoClaw. Same philosophy, small enough to understand, built for one user, but running entirely in a browser tab.
    COPY-PASTE FIX
    OpenBrowserClaw is a complete, browser-native personal AI assistant application. It runs entirely client-side, turning your browser into the server, and requires zero infrastructure setup. This project is a self-contained, single-user AI assistant running directly in a browser tab, built as a reimagination of NanoClaw.
  • mediumtopics#2
    Add more specific topics to reinforce 'personal AI assistant' and 'client-side'

    Why:

    CURRENT
    ai-agents, ai-assistant, browser, claude, claw, openclaw, pwa, typescript
    COPY-PASTE FIX
    ai-agents, ai-assistant, browser, claude, claw, openclaw, pwa, typescript, personal-ai-assistant, client-side-ai, no-server-ai, local-ai-assistant, web-app
  • lowcomparison#3
    Add a 'Comparison' section to the README to differentiate from ML libraries

    Why:

    COPY-PASTE FIX
    ### Why OpenBrowserClaw? (Not a Library!)

Unlike general-purpose machine learning libraries (e.g., Transformers.js, TensorFlow.js) or AI frameworks (e.g., LangChain.js), OpenBrowserClaw is a complete, ready-to-use personal AI assistant *application*. It's designed for direct user interaction and productivity, not as a component for building other AI systems or for browser 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 wexare-ai/openbrowserclaw
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
huggingface/transformers.js
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. huggingface/transformers.js · recommended 2×
  2. tensorflow/tfjs · recommended 2×
  3. mlc-ai/web-llm · recommended 2×
  4. microsoft/onnxruntime-web · recommended 1×
  5. mljs/ml · recommended 1×
  • CATEGORY QUERY
    How to run a personal AI assistant entirely within the browser without server setup?
    you: not recommended
    AI recommended (in order):
    1. Transformers.js (huggingface/transformers.js)
    2. TensorFlow.js (tensorflow/tfjs)
    3. ONNX Runtime Web (microsoft/onnxruntime-web)
    4. ML.js (mljs/ml)
    5. Web LLM (mlc-ai/web-llm)

    AI recommended 5 alternatives but never named wexare-ai/openbrowserclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a client-side AI agent that integrates with large language models, deployable as a PWA.
    you: not recommended
    AI recommended (in order):
    1. LangChain.js (langchain-ai/langchainjs)
    2. Transformers.js (huggingface/transformers.js)
    3. LlamaIndex.js (run-llama/LlamaIndexTS)
    4. ONNX Runtime Web (microsoft/onnxruntime/js)
    5. TensorFlow.js (tensorflow/tfjs)
    6. OpenAI API
    7. React (facebook/react)
    8. Vue (vuejs/core)
    9. Angular (angular/angular)
    10. Google's Gemini
    11. Anthropic's Claude
    12. Web LLM (mlc-ai/web-llm)
    13. LiteLLM.js (BerriAI/litellm/litellm_js)

    AI recommended 13 alternatives but never named wexare-ai/openbrowserclaw. 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 wexare-ai/openbrowserclaw?
    pass
    AI named wexare-ai/openbrowserclaw explicitly

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

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

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/wexare-ai/openbrowserclaw.svg)](https://repogeo.com/en/r/wexare-ai/openbrowserclaw)
HTML
<a href="https://repogeo.com/en/r/wexare-ai/openbrowserclaw"><img src="https://repogeo.com/badge/wexare-ai/openbrowserclaw.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

wexare-ai/openbrowserclaw — 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