RRepoGEO

REPOGEO REPORT · LITE

the-open-agent/openagent

Default branch master · commit bb1af436 · scanned 6/29/2026, 12:51:40 AM

GitHub: 5,312 stars · 612 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
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 the-open-agent/openagent, 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's opening statement to emphasize "self-hostable application"

    Why:

    CURRENT
    **Next-generation personal AI assistant powered by LLM, RAG and agent loops — ships as a single binary, no installation neededSupporting computer-use, browser-use and coding agent***
    COPY-PASTE FIX
    **OpenAgent is a self-hostable, next-generation personal AI assistant** powered by LLM, RAG and agent loops. It ships as a single binary, enabling computer-use, browser-use, and coding automation.
  • mediumtopics#2
    Add specific topics for "self-hostable" and "personal assistant" applications

    Why:

    CURRENT
    agent, agentic, agentic-ai, agi, chatbot, chatgpt, gpt, harness, hermes-agent, knowledge-base, langchain, llm, mcp, model-context-protocol, multi-agent, openagent, openai, openclaw, rag
    COPY-PASTE FIX
    agent, agentic, agentic-ai, agi, chatbot, chatgpt, gpt, harness, hermes-agent, knowledge-base, langchain, llm, mcp, model-context-protocol, multi-agent, openagent, openai, openclaw, rag, self-hostable-ai, personal-ai-assistant, desktop-automation, browser-automation, ai-assistant-app
  • lowabout#3
    Refine the repository description to reinforce "self-hostable" and "application"

    Why:

    CURRENT
    ⚡️next-generation personal AI assistant powered by LLM, RAG and agent loops, supporting computer-use, browser-use and coding agent, demo: https://demo.openagentai.org
    COPY-PASTE FIX
    ⚡️OpenAgent: a self-hostable, next-generation personal AI assistant powered by LLM, RAG and agent loops, supporting computer-use, browser-use and coding agent. Demo: https://demo.openagentai.org

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 the-open-agent/openagent
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
AutoGPT
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. AutoGPT · recommended 2×
  2. LangChain · recommended 2×
  3. Open Interpreter · recommended 1×
  4. GPT-Engineer · recommended 1×
  5. AgentGPT · recommended 1×
  • CATEGORY QUERY
    Looking for a self-hostable AI assistant to automate browser and computer tasks.
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter
    2. AutoGPT
    3. GPT-Engineer
    4. AgentGPT
    5. LangChain
    6. Ollama
    7. LM Studio
    8. Selenium
    9. Playwright

    AI recommended 9 alternatives but never named the-open-agent/openagent. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build an autonomous AI agent with RAG and custom tool integration?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. BabyAGI
    6. CrewAI
    7. Microsoft Semantic Kernel

    AI recommended 7 alternatives but never named the-open-agent/openagent. 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 the-open-agent/openagent?
    pass
    AI named the-open-agent/openagent explicitly

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

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

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

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the-open-agent/openagent — 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