RRepoGEO

REPOGEO REPORT · LITE

the-open-agent/openagent

Default branch master · commit cc00ed27 · scanned 5/17/2026, 8:02:04 PM

GitHub: 4,790 stars · 555 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 the README's opening statement to emphasize 'all-in-one' and 'self-hostable product'

    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, all-in-one personal AI assistant that ships as a single binary, requiring no installation. It empowers you with computer-use, browser-use, and coding agent capabilities, powered by LLM, RAG, and autonomous agent loops.
  • mediumabout#2
    Refine the 'About' description to reinforce 'all-in-one' and 'self-hostable'

    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 is a self-hostable, all-in-one personal AI assistant powered by LLM, RAG, and autonomous agent loops. It provides comprehensive computer-use, browser-use, and coding agent capabilities. Demo: https://demo.openagentai.org
  • lowtopics#3
    Add specific topics for 'personal AI assistant' and 'self-hostable AI'

    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, personal-ai-assistant, self-hostable-ai

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
Ollama
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Ollama · recommended 2×
  2. LangChain · recommended 2×
  3. Open Interpreter · recommended 1×
  4. GPT-Engineer · recommended 1×
  5. LM Studio · recommended 1×
  • CATEGORY QUERY
    Looking for a self-hostable AI assistant that can browse the web and execute code.
    you: not recommended
    AI recommended (in order):
    1. Open Interpreter
    2. GPT-Engineer
    3. Ollama
    4. LM Studio
    5. AutoGPT
    6. llama.cpp
    7. LangChain
    8. LlamaIndex
    9. MemGPT

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

    Show full AI answer
  • CATEGORY QUERY
    What are some open-source personal AI agents with RAG capabilities and custom knowledge bases?
    you: not recommended
    AI recommended (in order):
    1. PrivateGPT
    2. LocalGPT
    3. Jan
    4. Open WebUI
    5. LangChain
    6. Llama 2
    7. Mistral
    8. Chroma
    9. FAISS
    10. Ollama
    11. vLLM
    12. Haystack

    AI recommended 12 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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  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite