RRepoGEO

REPOGEO REPORT · LITE

linuxhsj/openclaw-zero-token

Default branch main · commit 45371627 · scanned 6/24/2026, 12:51:26 AM

GitHub: 5,013 stars · 1,197 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 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • mediumreadme#1
    Refine README's opening to highlight the browser automation mechanism

    Why:

    CURRENT
    **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 lets you use major LLMs without API tokens 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 for free through a unified gateway.
  • lowhomepage#2
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://linuxhsj.github.io/openclaw-zero-token/

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
LiteLLM
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LiteLLM · recommended 1×
  2. OpenRouter · recommended 1×
  3. Anyscale Endpoints · recommended 1×
  4. Together AI · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    How can I access various large language models without needing individual API keys?
    you: not recommended
    AI recommended (in order):
    1. LiteLLM
    2. OpenRouter
    3. Anyscale Endpoints
    4. Together AI
    5. LangChain
    6. LlamaIndex
    7. MindsDB

    AI recommended 7 alternatives but never named linuxhsj/openclaw-zero-token. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a unified interface to interact with multiple LLMs, avoiding direct API costs.
    you: not recommended
    AI recommended (in order):
    1. LiteLLM (BerriAI/LiteLLM)
    2. Ollama (ollama/ollama)
    3. vLLM (vllm-project/vllm)
    4. LocalAI (go-skynet/LocalAI)
    5. LangChain (langchain-ai/langchain)
    6. LlamaIndex (run-llama/llama_index)
    7. OpenRouter.ai

    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 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?

  • 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 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?

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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