RRepoGEO

REPOGEO REPORT · LITE

ElricLiu/AutoGPT-Next-Web

Default branch main · commit 93c325af · scanned 5/8/2026, 9:22:02 PM

GitHub: 3,008 stars · 1,353 forks

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 ElricLiu/AutoGPT-Next-Web, 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 the README's opening statement to clarify its role as an agent management platform

    Why:

    CURRENT
    One-Click to deploy well-designed AutoGPT-Next-Web web UI on Vercel.
    COPY-PASTE FIX
    AutoGPT-Next-Web: Your one-click web UI for deploying and managing autonomous AI agents, easily hosted on Vercel.
  • hightopics#2
    Add more specific topics related to AI agent management and platforms

    Why:

    CURRENT
    auto-gpt, connect-ai, docker, docker-compose, langchangjs, llm, nextjs, openai, react, vercel
    COPY-PASTE FIX
    auto-gpt, connect-ai, docker, docker-compose, langchainjs, llm, nextjs, openai, react, vercel, ai-agent-management, agent-platform, autonomous-agents, web-interface, agent-deployment
  • mediumcomparison#3
    Add a 'Key Differentiators' or 'Why AutoGPT-Next-Web?' section to the README

    Why:

    COPY-PASTE FIX
    ## Key Differentiators
    
    AutoGPT-Next-Web stands out by providing a user-friendly, one-click deployable web interface specifically designed for managing and interacting with AutoGPT agents. Unlike command-line interfaces or general-purpose UI builders, it offers a streamlined experience focused on agent deployment, configuration, and monitoring, with features like improved local language support and access code control.

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 ElricLiu/AutoGPT-Next-Web
Avg rank
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI Platform
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI Platform · recommended 1×
  2. langchain-ai/langchain · recommended 1×
  3. streamlit/streamlit · recommended 1×
  4. gradio-app/gradio · recommended 1×
  5. Hugging Face Spaces · recommended 1×
  • CATEGORY QUERY
    What are good tools for deploying and managing autonomous AI agents through a web UI?
    you: not recommended
    AI recommended (in order):
    1. OpenAI Platform
    2. LangChain (langchain-ai/langchain)
    3. Streamlit (streamlit/streamlit)
    4. Gradio (gradio-app/gradio)
    5. Hugging Face Spaces
    6. AutoGen (microsoft/autogen)
    7. Microsoft Azure AI Studio
    8. Azure Machine Learning
    9. Azure OpenAI Service
    10. Azure App Service
    11. Azure Functions
    12. Google Cloud Vertex AI
    13. Gemini models
    14. Google App Engine
    15. Cloud Run
    16. AWS SageMaker
    17. AWS Amplify (aws-amplify/amplify-js)
    18. AWS Elastic Beanstalk
    19. Flask (pallets/flask)
    20. Django (django/django)
    21. Node.js (nodejs/node)

    AI recommended 21 alternatives but never named ElricLiu/AutoGPT-Next-Web. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a browser-based platform to configure and run large language model agents easily.
    you: not recommended
    AI recommended (in order):
    1. LangChain Playground (LangSmith)
    2. LlamaIndex Playground
    3. FlowiseAI (FlowiseAI/Flowise)
    4. AgentGPT
    5. SuperAGI (SuperAGI/SuperAGI)
    6. OpenAI Playground
    7. Google AI Studio (formerly MakerSuite)

    AI recommended 7 alternatives but never named ElricLiu/AutoGPT-Next-Web. 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 ElricLiu/AutoGPT-Next-Web?
    pass
    AI did not name ElricLiu/AutoGPT-Next-Web — 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?

  • If a team adopts ElricLiu/AutoGPT-Next-Web in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ElricLiu/AutoGPT-Next-Web 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 ElricLiu/AutoGPT-Next-Web solve, and who is the primary audience?
    pass
    AI named ElricLiu/AutoGPT-Next-Web 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
  • Prioritized action items8 vs 3 in Lite