RRepoGEO

REPOGEO REPORT · LITE

ykhli/local-ai-stack

Default branch main · commit 60669979 · scanned 5/24/2026, 1:47:50 PM

GitHub: 1,391 stars · 190 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 ykhli/local-ai-stack, 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 relevant topics to the repository

    Why:

    COPY-PASTE FIX
    local-ai, ai-starter-kit, rag, ollama, langchain, nextjs, javascript, supabase, document-qa, zero-cost-ai, local-llm
  • mediumreadme#2
    Reposition the README's opening paragraph to emphasize "starter kit" and "application"

    Why:

    CURRENT
    # Local AI Stack

Make it possible for anyone to run a simple AI app that can do document Q&A **100% locally** without having to swipe a credit card 💳. Based on AI Starter Kit.
    COPY-PASTE FIX
    # Local AI Stack: Your Zero-Cost, Local-Only AI App Starter Kit

Build and run powerful AI applications, starting with document Q&A, **100% locally** without any cloud costs or credit card swipes 💳. This is a complete, ready-to-use starter kit, not just a collection of tools, designed for developers to quickly launch local AI experiences.
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/ykhli/local-ai-stack

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 ykhli/local-ai-stack
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
ollama/ollama
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. ollama/ollama · recommended 1×
  2. run-llama/llama_index · recommended 1×
  3. chroma-core/chroma · recommended 1×
  4. LM Studio · recommended 1×
  5. janhq/jan · recommended 1×
  • CATEGORY QUERY
    How to develop a fully local document Q&A application without recurring cloud costs?
    you: not recommended
    AI recommended (in order):
    1. Ollama (ollama/ollama)
    2. LlamaIndex (run-llama/llama_index)
    3. ChromaDB (chroma-core/chroma)
    4. LM Studio
    5. Jan AI (janhq/jan)
    6. FAISS (facebookresearch/faiss)
    7. Hugging Face Transformers (huggingface/transformers)
    8. Sentence-Transformers (UKPLab/sentence-transformers)
    9. LanceDB (lancedb/lancedb)
    10. LangChain (langchain-ai/langchain)
    11. Haystack (deepset) (deepset-ai/haystack)
    12. Weaviate Embedded (weaviate/weaviate)

    AI recommended 12 alternatives but never named ykhli/local-ai-stack. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a JavaScript starter kit for building local AI apps with zero operational expenses.
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. Transformers.js
    3. SvelteKit
    4. Electron
    5. ONNX Runtime Web
    6. Vite
    7. TensorFlow.js

    AI recommended 7 alternatives but never named ykhli/local-ai-stack. 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 ykhli/local-ai-stack?
    pass
    AI named ykhli/local-ai-stack explicitly

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

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