RRepoGEO

REPOGEO REPORT · LITE

kreneskyp/ix

Default branch master · commit d5868fc1 · scanned 5/12/2026, 2:12:06 PM

GitHub: 1,041 stars · 129 forks

AI VISIBILITY SCORE
35 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 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 kreneskyp/ix, 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 to clearly state 'No-code LLM agent platform'

    Why:

    CURRENT
    # iX - Autonomous GPT-4 Agent Platform

[](https://github.com/kreneskyp/ix/actions/workflows/test.yml)
[](https://discord.gg/jtrMKxzZZQ)
[](https://twitter.com/kreneskyp)

<div>

<p>
<br>
<br>
<br>
<br>
Amidst the swirling sands of the cosmos, Ix stands as an enigmatic jewel, 
where the brilliance of human ingenuity dances on the edge of forbidden 
knowledge, casting a shadow of intrigue over the galaxy.

- Atreides Scribe, The Chronicles of Ixian Innovation
<p>
</div>
    COPY-PASTE FIX
    # iX - Autonomous GPT-4 Agent Platform

iX is a no-code platform for designing, deploying, and orchestrating autonomous and semi-autonomous LLM-powered agents and workflows. It features a visual editor for rapid development and testing, providing a flexible and scalable solution for delegating tasks to AI agents.

[](https://github.com/kreneskyp/ix/actions/workflows/test.yml)
[](https://discord.gg/jtrMKxzZZQ)
[](https://twitter.com/kreneskyp)
  • mediumtopics#2
    Expand topics to include 'no-code' and 'agent orchestration'

    Why:

    CURRENT
    ai, gpt-4, openai, python
    COPY-PASTE FIX
    ai, gpt-4, openai, python, no-code, agent-orchestration, llm-agents, workflow-automation, visual-programming
  • mediumhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/kreneskyp/ix

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 kreneskyp/ix
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
langchain-ai/langchain
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. langchain-ai/langchain · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. OpenAI API · recommended 1×
  4. huggingface/transformers · recommended 1×
  5. kubernetes/kubernetes · recommended 1×
  • CATEGORY QUERY
    How can I build and deploy autonomous AI agents for complex task automation?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. OpenAI API
    4. Hugging Face Transformers (huggingface/transformers)
    5. Kubernetes (kubernetes/kubernetes)
    6. Docker
    7. Prefect (PrefectHQ/prefect)
    8. Apache Airflow (apache/airflow)

    AI recommended 8 alternatives but never named kreneskyp/ix. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What Python frameworks exist for orchestrating LLM agents and creating AI workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. CrewAI
    5. DSPy
    6. Autogen
    7. Marvin

    AI recommended 7 alternatives but never named kreneskyp/ix. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • 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 kreneskyp/ix?
    pass
    AI named kreneskyp/ix explicitly

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

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