RRepoGEO

REPOGEO REPORT · LITE

qingchencloud/clawpanel

Default branch main · commit dbdf2394 · scanned 5/21/2026, 8:41:26 AM

GitHub: 2,746 stars · 338 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
33 /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
2 / 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 qingchencloud/clawpanel, 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
    Strengthen the README's opening sentence to clearly state its core purpose

    Why:

    CURRENT
    ClawPanel 是支持多 AI Agent 框架的可视化管理面板，目前支持 OpenClaw 和 Hermes Agent 双引擎。**内置智能 AI 助手**，帮你一键安装、自动诊断配置、排查问题、修复错误。8 大工具 + 4 种模式 + 交互式问答，从新手到老手都能轻松管理。
    COPY-PASTE FIX
    ClawPanel is a cross-platform desktop management panel for multi-engine AI agents and LLM frameworks (OpenClaw & Hermes Agent), featuring a built-in AI assistant with tool calling, image recognition, and multimodal capabilities.
  • mediumtopics#2
    Add more specific topics to refine AI categorization

    Why:

    CURRENT
    admin-panel, ai-agent, ai-assistant, ai-chat, ai-tools, chatgpt, cross-platform, deepseek, desktop-app, hermes-agent, llm, management-panel, multi-engine, openclaw, openclaw-panel, rust, tauri, tauri-v2, tool-calling, vite
    COPY-PASTE FIX
    admin-panel, ai-agent, ai-agent-management, ai-assistant, ai-chat, ai-tools, chatgpt, cross-platform, deepseek, desktop-app, hermes-agent, llm, llm-ops, management-panel, multi-engine, openclaw, openclaw-panel, rust, tauri, tauri-v2, tool-calling, vite
  • lowlicense#3
    Clarify the project's license directly in the README

    Why:

    COPY-PASTE FIX
    ## License
This project is licensed under its custom terms. Please see the [LICENSE file](LICENSE) for full details.

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 qingchencloud/clawpanel
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. Streamlit · recommended 2×
  3. Gradio · recommended 2×
  4. LlamaIndex · recommended 2×
  5. AgentGPT · recommended 1×
  • CATEGORY QUERY
    Looking for a cross-platform desktop application to manage multiple AI agents and LLM frameworks.
    you: not recommended
    AI recommended (in order):
    1. AgentGPT
    2. SuperAGI
    3. LangChain
    4. Streamlit
    5. Gradio
    6. Electron
    7. Open Interpreter
    8. FlowiseAI
    9. LlamaIndex
    10. PyQt
    11. Kivy

    AI recommended 11 alternatives but never named qingchencloud/clawpanel. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I find an AI admin panel with built-in multimodal AI assistant and tool calling features?
    you: not recommended
    AI recommended (in order):
    1. Gradio
    2. FastAPI
    3. Django
    4. OpenAI's GPT-4o
    5. Google's Gemini
    6. Anthropic's Claude 3
    7. Streamlit
    8. Appsmith
    9. OpenAI's Assistants API
    10. Google's Vertex AI Agent Builder
    11. Retool
    12. LangChain
    13. LlamaIndex
    14. React
    15. Vue.js
    16. Angular
    17. Node.js
    18. Dialogflow CX

    AI recommended 18 alternatives but never named qingchencloud/clawpanel. 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 qingchencloud/clawpanel?
    pass
    AI named qingchencloud/clawpanel explicitly

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

  • If a team adopts qingchencloud/clawpanel in production, what risks or prerequisites should they evaluate first?
    pass
    AI named qingchencloud/clawpanel 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 qingchencloud/clawpanel solve, and who is the primary audience?
    pass
    AI did not name qingchencloud/clawpanel — 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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qingchencloud/clawpanel — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite
qingchencloud/clawpanel — RepoGEO report