RRepoGEO

REPOGEO REPORT · LITE

lks-ai/anynode

Default branch main · commit c3393b58 · scanned 6/14/2026, 9:53:05 PM

GitHub: 547 stars · 41 forks

AI VISIBILITY SCORE
28 /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
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 lks-ai/anynode, 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 specific topics to improve categorization

    Why:

    COPY-PASTE FIX
    comfyui, comfyui-node, llm, ai-workflow, generative-ai, openai, gemini, local-llm, visual-programming
  • highreadme#2
    Reposition the README H1 to specify category

    Why:

    CURRENT
    # AnyNode v0.1 (🍄 beta)
    COPY-PASTE FIX
    # AnyNode: The ComfyUI Node for Any LLM Task (🍄 beta)
  • mediumhomepage#3
    Add a homepage link to the repository

    Why:

    COPY-PASTE FIX
    https://www.youtube.com/@lks-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 lks-ai/anynode
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
OpenAI API
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. OpenAI API · recommended 1×
  2. Hugging Face Transformers · recommended 1×
  3. Google Cloud Vertex AI · recommended 1×
  4. Anthropic Claude API · recommended 1×
  5. LangChain · recommended 1×
  • CATEGORY QUERY
    How to add AI text generation and processing capabilities to a visual node-based editor?
    you: not recommended
    AI recommended (in order):
    1. OpenAI API
    2. Hugging Face Transformers
    3. Google Cloud Vertex AI
    4. Anthropic Claude API
    5. LangChain
    6. LlamaIndex
    7. NLTK
    8. spaCy

    AI recommended 8 alternatives but never named lks-ai/anynode. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What tools allow integrating OpenAI, Gemini, or local LLMs into a graphical workflow builder?
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Dust.tt
    4. FlowiseAI (FlowiseAI/Flowise)
    5. PromptLayer
    6. n8n (n8n-io/n8n)
    7. Make

    AI recommended 7 alternatives but never named lks-ai/anynode. 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 lks-ai/anynode?
    pass
    AI did not name lks-ai/anynode — 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 lks-ai/anynode in production, what risks or prerequisites should they evaluate first?
    pass
    AI named lks-ai/anynode 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 lks-ai/anynode solve, and who is the primary audience?
    pass
    AI named lks-ai/anynode explicitly

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

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lks-ai/anynode — 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