RRepoGEO

REPOGEO REPORT · LITE

xvirobotics/metabot

Default branch main · commit 664fbac2 · scanned 6/16/2026, 6:43:49 PM

GitHub: 877 stars · 136 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 xvirobotics/metabot, 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
    Reposition README H1 and add a clear tagline

    Why:

    CURRENT
    # 🤖 MetaBot
    ### 在飞书 / Telegram / 微信上用手机控制 Claude Code、Kimi Code 或 Codex CLI
    COPY-PASTE FIX
    # 🤖 MetaBot: 手机端 AI Agent 组织基础设施 (Mobile AI Agent Organization Infrastructure)
    
    ### 在飞书 / Telegram / 微信上用手机控制 Claude Code、Kimi Code 或 Codex CLI
  • mediumreadme#2
    Add a 'Key Features' section to highlight core capabilities

    Why:

    COPY-PASTE FIX
    ## ✨ 核心功能 (Key Features)
    
    *   **多引擎支持:** 无缝集成 Claude Code, Kimi Code, 和 Codex CLI,支持原生订阅和 API Key。
    *   **移动端访问:** 通过飞书、Telegram 和微信等主流聊天应用,在手机上直接控制 AI Agent。
    *   **Agent 组织与管理:** 构建、监督和管理自我进化的 AI Agent 团队。
    *   **共享记忆与技能:** Agent 间共享上下文记忆和可复用技能,提升协作效率。
    *   **任务调度与自动化:** 内置定时任务和通信总线,实现复杂的自动化工作流。
    *   **自托管与隐私:** 开箱即用的个人版,支持本地部署,不依赖 SSO / 企业登录。
  • lowreadme#3
    Add a 'Why MetaBot?' section to clarify its unique value

    Why:

    COPY-PASTE FIX
    ## 💡 MetaBot 的独特之处 (Why MetaBot?)
    
    MetaBot 专注于提供一个**端到端的、可自托管的移动端 AI Agent 组织平台**。与通用的大模型 API 服务(如 OpenAI API)或企业级工作流编排工具(如 Kubernetes, Airflow)不同,MetaBot 直接在您的聊天应用中提供一个**即插即用、高度集成**的 Agent 环境,特别为**个人开发者和小型团队**设计,实现**AI 编码、任务自动化和Agent管理**的无缝体验。

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 xvirobotics/metabot
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Google Cloud Vertex AI · recommended 1×
  3. Azure OpenAI Service · recommended 1×
  4. Hugging Face Transformers · recommended 1×
  5. Hugging Face Text Generation Inference (TGI) · recommended 1×
  • CATEGORY QUERY
    How to deploy AI coding assistants accessible through mobile chat applications?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Google Cloud Vertex AI
    3. Azure OpenAI Service
    4. Hugging Face Transformers
    5. Hugging Face Text Generation Inference (TGI)
    6. vLLM
    7. Firebase
    8. Firestore
    9. Cloud Functions
    10. Authentication
    11. Stream Chat
    12. Sendbird
    13. React Native
    14. Flutter
    15. AWS Lambda
    16. Google Cloud Functions
    17. Azure Functions

    AI recommended 17 alternatives but never named xvirobotics/metabot. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking infrastructure for orchestrating self-improving AI agent organizations with task scheduling.
    you: not recommended
    AI recommended (in order):
    1. Kubernetes
    2. Argo Workflows
    3. Apache Airflow
    4. Temporal
    5. Prefect
    6. AWS Step Functions
    7. Dagster
    8. Ray
    9. Ray Workflows

    AI recommended 9 alternatives but never named xvirobotics/metabot. 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 xvirobotics/metabot?
    pass
    AI named xvirobotics/metabot explicitly

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

  • If a team adopts xvirobotics/metabot in production, what risks or prerequisites should they evaluate first?
    pass
    AI named xvirobotics/metabot 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 xvirobotics/metabot solve, and who is the primary audience?
    pass
    AI named xvirobotics/metabot 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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xvirobotics/metabot — 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