RRepoGEO

REPOGEO REPORT · LITE

SamurAIGPT/awesome-openclaw

Default branch main · commit 6c7c28ed · scanned 6/4/2026, 2:08:32 AM

GitHub: 951 stars · 207 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 SamurAIGPT/awesome-openclaw, 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 OpenClaw's identity and this repo's purpose in the README's opening

    Why:

    CURRENT
    # Awesome OpenClaw [](https://awesome.re)
    
    > A curated list of **OpenClaw** resources, tools, skills, tutorials, articles, and community projects — the open-source self-hosted AI agent taking the world by storm.
    
    **OpenClaw** (formerly Moltbot, originally Clawdbot) is a free and open-source autonomous AI agent created by Peter Steinberger. It runs locally on your machine, connects to 50+ integrations, and lets you chat with AI through WhatsApp, Telegram, Discord, Signal, iMessage, and more — no subscription required.
    COPY-PASTE FIX
    # Awesome OpenClaw [](https://awesome.re)
    
    > A curated list of resources, tools, skills, tutorials, articles, and community projects for **OpenClaw**, the open-source, self-hosted AI agent taking the world by storm.
    
    **OpenClaw** (formerly Moltbot, originally Clawdbot) is a free and open-source, **self-hosted autonomous AI agent** created by Peter Steinberger. It runs locally on your machine, connects to 50+ integrations, and lets you chat with AI through WhatsApp, Telegram, Discord, Signal, iMessage, and more — no subscription required. **This repository is the definitive awesome list for OpenClaw, the AI agent.**
  • mediumabout#2
    Enhance the repository description with more specific keywords

    Why:

    CURRENT
    A curated list of OpenClaw resources, tools, skills, tutorials & articles. OpenClaw (formerly Moltbot / Clawdbot) — open-source self-hosted AI agent for WhatsApp, Telegram, Discord & 50+ integrations.
    COPY-PASTE FIX
    A curated list of OpenClaw resources, tools, skills, tutorials & articles for building and using your own **open-source, self-hosted AI assistant**. OpenClaw (formerly Moltbot / Clawdbot) is an autonomous AI agent for WhatsApp, Telegram, Discord & 50+ integrations, enabling **personal messaging automation**.
  • lowtopics#3
    Add more specific and general AI-related topics

    Why:

    CURRENT
    agentic-ai, ai-agent, ai-automation, autonomous-agents, awesome, awesome-list, chatbot, clawdbot, llm-agent, local-llm, mcp, model-context-protocol, moltbot, nodejs, open-source-ai, openclaw, personal-assistant, self-hosted, telegram-bot, whatsapp-bot
    COPY-PASTE FIX
    agentic-ai, ai-agent, ai-automation, autonomous-agents, awesome, awesome-list, chatbot, clawdbot, llm-agent, local-llm, mcp, model-context-protocol, moltbot, nodejs, open-source-ai, openclaw, personal-assistant, self-hosted, telegram-bot, whatsapp-bot, ai-assistant, local-ai, private-ai, messaging-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 SamurAIGPT/awesome-openclaw
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Twilio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Twilio · recommended 2×
  2. chatwoot/chatwoot · recommended 1×
  3. OpenAI's GPT · recommended 1×
  4. Llama models · recommended 1×
  5. RasaHQ/rasa · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source self-hosted AI assistant for WhatsApp and Telegram?
    you: not recommended
    AI recommended (in order):
    1. Chatwoot (chatwoot/chatwoot)
    2. OpenAI's GPT
    3. Llama models
    4. Rasa (RasaHQ/rasa)
    5. Twilio
    6. Botpress (botpress/botpress)
    7. 360dialog
    8. Open Assistant (LAION-AI/Open-Assistant)
    9. Flask (pallets/flask)
    10. FastAPI (tiangolo/fastapi)
    11. TFY (Telegram For You)
    12. WhatsApp-Web.js (pedroslopez/whatsapp-web.js)
    13. Llama.cpp (ggerganov/llama.cpp)

    AI recommended 13 alternatives but never named SamurAIGPT/awesome-openclaw. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking an autonomous AI agent that runs locally for personal messaging automation?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. Llama 3
    3. Ollama (ollama/ollama)
    4. LM Studio
    5. Twilio
    6. AutoGPT (Significant-Gravitas/AutoGPT)
    7. BabyAGI (yoheinakajima/babyagi)
    8. CrewAI (joaomdmoura/crewai)
    9. transformers (huggingface/transformers)

    AI recommended 9 alternatives but never named SamurAIGPT/awesome-openclaw. 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 SamurAIGPT/awesome-openclaw?
    pass
    AI named SamurAIGPT/awesome-openclaw explicitly

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

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

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

Embed your GEO score

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SamurAIGPT/awesome-openclaw — 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