RRepoGEO

REPOGEO REPORT · LITE

voocel/openclaw-mini

Default branch main · commit 8f5810c2 · scanned 6/6/2026, 3:52:02 AM

GitHub: 697 stars · 91 forks

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 voocel/openclaw-mini, 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
  • highabout#1
    Refine 'About' description for clearer AI Agent positioning

    Why:

    CURRENT
    🦞 OpenClaw 核心架构的极简复现，涵盖 sessionKey 会话域、队列串行、工具化记忆检索、按需上下文加载、可扩展技能与主动心跳唤醒机制
    COPY-PASTE FIX
    A minimal, educational reproduction of OpenClaw's core AI Agent architecture, designed for learning system-level design principles like session management, memory retrieval, context loading, and extensible skills.
  • mediumhomepage#2
    Add repository URL as homepage

    Why:

    COPY-PASTE FIX
    https://github.com/voocel/openclaw-mini
  • mediumtopics#3
    Expand topics with more specific AI Agent and system design keywords

    Why:

    CURRENT
    agent, ai, clawdbot, openclaw
    COPY-PASTE FIX
    ai-agent, ai-agent-architecture, system-design, llm-agents, memory-management, educational-project, openclaw

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 voocel/openclaw-mini
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 1×
  2. LlamaIndex · recommended 1×
  3. MemGPT · recommended 1×
  4. Haystack · recommended 1×
  5. OpenAI API · recommended 1×
  • CATEGORY QUERY
    How to build an AI agent with robust memory management and active awakening?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. MemGPT
    4. Haystack
    5. OpenAI API
    6. PostgreSQL
    7. MongoDB
    8. Pinecone
    9. Weaviate
    10. Faiss
    11. Annoy

    AI recommended 11 alternatives but never named voocel/openclaw-mini. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a minimal AI agent framework for understanding system architecture and extensible skills.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Haystack (deepset-ai/haystack)
    4. AutoGPT (Significant-Gravitas/AutoGPT)
    5. OpenAI Assistants API
    6. OpenAI
    7. Anthropic
    8. Google Gemini

    AI recommended 8 alternatives but never named voocel/openclaw-mini. 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 voocel/openclaw-mini?
    pass
    AI named voocel/openclaw-mini explicitly

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

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

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

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  • Brand-free category queries5 vs 2 in Lite
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