RRepoGEO

REPOGEO REPORT · LITE

AFK-surf/open-agent

Default branch master · commit 1a85d765 · scanned 6/16/2026, 3:43:21 PM

GitHub: 939 stars · 116 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 AFK-surf/open-agent, 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
  • hightopics#1
    Add 'platform' and 'full-stack' related topics

    Why:

    CURRENT
    agentic-ai, agentic-framework, agents, multiagent-reinforcement-learning, multiagent-systems, workspace
    COPY-PASTE FIX
    agentic-ai, agentic-framework, agents, multiagent-reinforcement-learning, multiagent-systems, workspace, ai-platform, full-stack-ai, agent-deployment, agent-management
  • highreadme#2
    Reposition README opening to highlight 'full-stack platform'

    Why:

    CURRENT
    > **Open-source alternative to Claude Agent SDK, ChatGPT Agents, and Manus.**
    
    Agentic AI systems, such as Claude Agent SDK (Claude Code) or ChatGPT Agents, can perform meaningful real-world tasks by operating computers, browsers, and phones just like humans. Open source would enhance their capabilities.
    
    **Open-Agent.io** is an open Agentic AI you can use or modify. Chat with cutting-edge models while our multi-agent system completes your tasks.
    COPY-PASTE FIX
    > **Open-source, full-stack platform for autonomous AI agents, offering a comprehensive alternative to Claude Agent SDK, ChatGPT Agents, and Manus.**
    
    Open-Agent.io provides a self-hosted, multi-agent system with a dedicated UI and API, enabling you to develop, deploy, and manage AI agents that operate computers, browsers, and phones just like humans. Chat with cutting-edge models while our multi-agent system completes your tasks, or use it as the foundation for your next dedicated agent.
  • mediumreadme#3
    Add a comparison section highlighting platform advantages over frameworks

    Why:

    COPY-PASTE FIX
    ## 🚀 Why Open-Agent? A Full-Stack Agent Platform
    
    While frameworks like LangChain, CrewAI, and AutoGen provide excellent tools for building agents, Open-Agent stands out as a comprehensive, self-hosted, full-stack platform. We offer not just agent development, but also visual design, deployment, and ongoing management via a dedicated UI and API, bridging the gap from concept to production.

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 AFK-surf/open-agent
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. CrewAI · recommended 2×
  3. Haystack · recommended 2×
  4. AutoGPT · recommended 1×
  5. Open Interpreter · recommended 1×
  • CATEGORY QUERY
    Looking for an open-source framework to build autonomous AI agents for task automation.
    you: not recommended
    AI recommended (in order):
    1. AutoGPT
    2. LangChain
    3. CrewAI
    4. Open Interpreter
    5. AgentGPT
    6. Haystack

    AI recommended 6 alternatives but never named AFK-surf/open-agent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How can I create a multi-agent system combining various LLMs for complex real-world tasks?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. AutoGen
    4. CrewAI
    5. Haystack
    6. Marvin

    AI recommended 6 alternatives but never named AFK-surf/open-agent. 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 AFK-surf/open-agent?
    pass
    AI named AFK-surf/open-agent explicitly

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

  • If a team adopts AFK-surf/open-agent in production, what risks or prerequisites should they evaluate first?
    pass
    AI named AFK-surf/open-agent 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 AFK-surf/open-agent solve, and who is the primary audience?
    pass
    AI did not name AFK-surf/open-agent — 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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AFK-surf/open-agent — 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