RRepoGEO

REPOGEO REPORT · LITE

linuxhsj/openclaw-zero-token

Default branch main · commit 45371627 · scanned 5/13/2026, 1:51:46 PM

GitHub: 4,791 stars · 1,139 forks

AI VISIBILITY SCORE
22 /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
1 / 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 linuxhsj/openclaw-zero-token, 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
    llm, ai, zero-token, api-gateway, browser-automation, claude, chatgpt, gemini, deepseek, qwen, doubao, kimi, grok, free-ai, web-scraping, headless-browser
  • highreadme#2
    Reposition the README's opening statement to clarify the project's mechanism

    Why:

    CURRENT
    # OpenClaw Zero Token

**Use LLMs without API tokens** — log in via browser once, then call ChatGPT, Claude, Gemini, DeepSeek, Qwen (intl/cn), Doubao, Kimi, Zhipu GLM, Grok, Xiaomi MiMo, Manus and more for free through a unified gateway.
    COPY-PASTE FIX
    # OpenClaw Zero Token

**OpenClaw Zero Token is a unified gateway that enables free access to major LLMs by automating their official web UIs.** Log in via browser once, then call ChatGPT, Claude, Gemini, DeepSeek, Qwen (intl/cn), Doubao, Kimi, Zhipu GLM, Grok, Xiaomi MiMo, Manus and more without needing API tokens.
  • mediumreadme#3
    Add a section to the README differentiating OpenClaw Zero Token from common alternatives

    Why:

    COPY-PASTE FIX
    ## How OpenClaw Zero Token Differs

OpenClaw Zero Token is a unique solution, distinct from other common AI tools:

- **Not an LLM Library or Model (e.g., Hugging Face Transformers, Llama 2):** We do not host, train, or provide AI models. Instead, we offer a gateway to *existing* public web interfaces of major LLMs.
- **Not a Direct Chatbot Platform (e.g., Perplexity AI, Google Gemini):** We are a developer tool designed for integrating multiple LLMs into your applications, not an end-user chatbot.
- **Not a Traditional API Wrapper:** We bypass the need for API tokens entirely by automating browser interactions with official web interfaces, offering a truly free alternative to paid APIs.
- **Not for Microservice Authentication:** Our 'zero-token' approach refers to eliminating LLM API costs, not to microservice authentication methods like JWTs.

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 linuxhsj/openclaw-zero-token
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Hugging Face Spaces
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Hugging Face Spaces · recommended 2×
  2. Perplexity AI · recommended 2×
  3. huggingface/transformers · recommended 1×
  4. Llama 2 · recommended 1×
  5. Mistral 7B · recommended 1×
  • CATEGORY QUERY
    How to use various large language models without individual API tokens or costs?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Transformers Library (huggingface/transformers)
    2. Llama 2
    3. Mistral 7B
    4. Phi-2
    5. Falcon
    6. Ollama (ollama/ollama)
    7. Code Llama
    8. LM Studio
    9. Zephyr
    10. Google Colaboratory (Colab)
    11. Hugging Face Spaces
    12. Mistral 7B Instruct
    13. Llama 2 7B Chat
    14. Zephyr 7B Beta
    15. Perplexity AI

    AI recommended 15 alternatives but never named linuxhsj/openclaw-zero-token. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Is there a tool to access multiple AI models for free using their web interfaces?
    you: not recommended
    AI recommended (in order):
    1. Hugging Face Spaces
    2. Perplexity AI
    3. Microsoft Copilot
    4. Google Gemini
    5. Poe by Quora
    6. OpenAI ChatGPT
    7. DeepAI

    AI recommended 7 alternatives but never named linuxhsj/openclaw-zero-token. 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 linuxhsj/openclaw-zero-token?
    pass
    AI did not name linuxhsj/openclaw-zero-token — likely talking about a different project

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

  • If a team adopts linuxhsj/openclaw-zero-token in production, what risks or prerequisites should they evaluate first?
    pass
    AI named linuxhsj/openclaw-zero-token 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 linuxhsj/openclaw-zero-token solve, and who is the primary audience?
    pass
    AI did not name linuxhsj/openclaw-zero-token — likely talking about a different project

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

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linuxhsj/openclaw-zero-token — 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