RRepoGEO

REPOGEO REPORT · LITE

jakobhoeg/nextjs-ollama-llm-ui

Default branch master · commit 79c53f4a · scanned 6/30/2026, 12:27:18 PM

GitHub: 1,417 stars · 331 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
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 jakobhoeg/nextjs-ollama-llm-ui, 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
    Remove self-deprecating 'hobby project' line from README

    Why:

    CURRENT
    > This is a hobby project. If you want a more complete experience, I suggest taking a look at this instead.
    COPY-PASTE FIX
    (remove this line entirely)
  • highreadme#2
    Clarify README opening to position as a ready-to-use chatbot UI

    Why:

    CURRENT
    Get up and running with Large Language Models **quickly**, **locally** and even **offline**. This project aims to be the easiest way for you to get started with LLMs. No tedious and annoying setup required!
    COPY-PASTE FIX
    This fully-featured web interface lets you get up and running with Large Language Models **quickly**, **locally**, and even **offline**. It's designed to be the easiest way to interact with your local LLMs, providing a complete chatbot UI experience with no tedious setup required.
  • mediumhomepage#3
    Add a homepage URL to the repository settings

    Why:

    COPY-PASTE FIX
    https://github.com/jakobhoeg/nextjs-ollama-llm-ui

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 jakobhoeg/nextjs-ollama-llm-ui
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 1×
  3. Open WebUI · recommended 1×
  4. Chatbot UI · recommended 1×
  5. Jan · recommended 1×
  • CATEGORY QUERY
    What are the best web interfaces for interacting with local LLMs easily and offline?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama
    3. Open WebUI
    4. Chatbot UI
    5. Jan
    6. KoboldCpp
    7. text-generation-webui
    8. LocalAI

    AI recommended 8 alternatives but never named jakobhoeg/nextjs-ollama-llm-ui. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    How to build a local LLM chatbot UI with Next.js and offline chat storage?
    you: not recommended
    AI recommended (in order):
    1. Next.js
    2. Tailwind CSS
    3. IndexedDB
    4. Dexie.js
    5. Web Workers
    6. Ollama
    7. LangChain.js

    AI recommended 7 alternatives but never named jakobhoeg/nextjs-ollama-llm-ui. 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 jakobhoeg/nextjs-ollama-llm-ui?
    pass
    AI did not name jakobhoeg/nextjs-ollama-llm-ui — 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 jakobhoeg/nextjs-ollama-llm-ui in production, what risks or prerequisites should they evaluate first?
    pass
    AI named jakobhoeg/nextjs-ollama-llm-ui 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 jakobhoeg/nextjs-ollama-llm-ui solve, and who is the primary audience?
    pass
    AI did not name jakobhoeg/nextjs-ollama-llm-ui — 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 jakobhoeg/nextjs-ollama-llm-ui. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

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MARKDOWN (README)
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  • Brand-free category queries5 vs 2 in Lite
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jakobhoeg/nextjs-ollama-llm-ui — RepoGEO report