RRepoGEO

REPOGEO REPORT · LITE

coleam00/local-ai-packaged

Default branch main · commit 2c541913 · scanned 5/16/2026, 8:18:14 AM

GitHub: 3,697 stars · 1,356 forks

AI VISIBILITY SCORE
22 /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
1 / 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 coleam00/local-ai-packaged, 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
    Emphasize 'all-in-one Docker Compose environment' in README opening

    Why:

    CURRENT
    Self-hosted AI Package is an open, docker compose template that quickly bootstraps a fully featured Local AI and Low Code development environment including Ollama for your local LLMs, Open WebUI for an interface to chat with your N8N agents, and Supabase for your database, vector store, and authentication.
    COPY-PASTE FIX
    The **Self-hosted AI Package** is a comprehensive, all-in-one Docker Compose template designed to quickly bootstrap a fully featured local AI and low-code development environment. Unlike single tools or libraries, this package integrates essential components like Ollama for local LLMs, Open WebUI for chat interfaces, n8n for AI agents, and Supabase for database, vector store, and authentication, providing a complete self-hosted stack.
  • hightopics#2
    Add relevant topics to improve categorization

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    self-hosted-ai, docker-compose, local-llm, ollama, supabase, n8n, open-webui, ai-development-environment, rag, ai-agents, low-code, flowise, neo4j, langfuse, searxng
  • mediumcomparison#3
    Add a comparison section to differentiate from single tools

    Why:

    COPY-PASTE FIX
    Add a new section, e.g., '## Why Choose This Package Over Individual Tools?' with content like: 'Unlike single LLM runtimes (e.g., Ollama, LM Studio) or AI libraries (e.g., LangChain), the Self-hosted AI Package provides a fully integrated, multi-component Docker Compose environment. It bundles everything needed for local AI development, including LLMs, a chat UI, an agent workflow engine, and a database, offering a complete self-hosted stack out-of-the-box.'

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 coleam00/local-ai-packaged
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. LM Studio · recommended 2×
  3. LocalAI · recommended 1×
  4. oobabooga/text-generation-webui · recommended 1×
  5. Hugging Face Transformers · recommended 1×
  • CATEGORY QUERY
    How to quickly set up a self-hosted local AI development environment with LLMs?
    you: not recommended
    AI recommended (in order):
    1. Ollama
    2. LM Studio
    3. LocalAI
    4. text-generation-webui (oobabooga/text-generation-webui)
    5. Hugging Face Transformers
    6. bitsandbytes
    7. accelerate
    8. Jan

    AI recommended 8 alternatives but never named coleam00/local-ai-packaged. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for an all-in-one package to build local AI agents with RAG capabilities.
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. Ollama
    3. LM Studio
    4. LangChain
    5. Haystack
    6. nomic-embed-text
    7. Sentence Transformers
    8. FAISS
    9. ChromaDB

    AI recommended 9 alternatives but never named coleam00/local-ai-packaged. 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 coleam00/local-ai-packaged?
    pass
    AI did not name coleam00/local-ai-packaged — 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 coleam00/local-ai-packaged in production, what risks or prerequisites should they evaluate first?
    pass
    AI named coleam00/local-ai-packaged 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 coleam00/local-ai-packaged solve, and who is the primary audience?
    pass
    AI did not name coleam00/local-ai-packaged — 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?

Embed your GEO score

Drop this badge into the README of coleam00/local-ai-packaged. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/coleam00/local-ai-packaged.svg)](https://repogeo.com/en/r/coleam00/local-ai-packaged)
HTML
<a href="https://repogeo.com/en/r/coleam00/local-ai-packaged"><img src="https://repogeo.com/badge/coleam00/local-ai-packaged.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

coleam00/local-ai-packaged — 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