RRepoGEO

REPOGEO REPORT · LITE

ztx888/HaloWebUI

Default branch main · commit 2f7b9018 · scanned 5/23/2026, 11:28:05 PM

GitHub: 1,023 stars · 48 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
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 ztx888/HaloWebUI, 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

2 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Clarify project's domain in README's opening to prevent mis-categorization

    Why:

    CURRENT
    <h1>HaloWebUI</h1>
<p><strong>自托管 AI 平台 · 多模型路由 · 知识检索增强 · 全链路可控</strong></p>
<p>
  基于 Open WebUI 深度定制，原生集成 Anthropic Claude / Google Gemini / xAI Grok，<br/>
  内置 HaloClaw 消息网关，一站式管理你的所有大模型。
</p>
    COPY-PASTE FIX
    <h1>HaloWebUI</h1>
<p><strong>自托管 AI 平台 · 多模型路由 · 知识检索增强 · 全链路可控</strong></p>
<p>
  HaloWebUI 是一个基于 Open WebUI 深度定制的自托管 AI 平台，旨在提供多模型路由、知识检索增强和全链路可控的 AI 交互体验。
  请注意，本项目与 Halo 博客发布平台<b>无关</b>。
  它原生集成 Anthropic Claude / Google Gemini / xAI Grok，内置 HaloClaw 消息网关，一站式管理你的所有大模型。
</p>
  • mediumhomepage#2
    Add a homepage URL to the repository

    Why:

    CURRENT
    (none)
    COPY-PASTE FIX
    https://github.com/ztx888/HaloWebUI

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 ztx888/HaloWebUI
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
MLflow
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. MLflow · recommended 1×
  2. Kubeflow · recommended 1×
  3. OpenFaaS · recommended 1×
  4. BentoML · recommended 1×
  5. Seldon Core · recommended 1×
  • CATEGORY QUERY
    Looking for a self-hosted platform to centralize access and manage various AI models.
    you: not recommended
    AI recommended (in order):
    1. MLflow
    2. Kubeflow
    3. OpenFaaS
    4. BentoML
    5. Seldon Core
    6. CML

    AI recommended 6 alternatives but never named ztx888/HaloWebUI. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a self-hostable AI chat interface with integrated model billing and usage statistics.
    you: not recommended
    AI recommended (in order):
    1. Open WebUI
    2. OpenRouter
    3. LiteLLM
    4. Chatbot UI
    5. LiteLLM Proxy
    6. Helicone
    7. LangChain
    8. React
    9. Vue

    AI recommended 9 alternatives but never named ztx888/HaloWebUI. 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 ztx888/HaloWebUI?
    pass
    AI named ztx888/HaloWebUI explicitly

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

  • If a team adopts ztx888/HaloWebUI in production, what risks or prerequisites should they evaluate first?
    pass
    AI named ztx888/HaloWebUI 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 ztx888/HaloWebUI solve, and who is the primary audience?
    pass
    AI did not name ztx888/HaloWebUI — 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 ztx888/HaloWebUI. 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/ztx888/HaloWebUI.svg)](https://repogeo.com/en/r/ztx888/HaloWebUI)
HTML
<a href="https://repogeo.com/en/r/ztx888/HaloWebUI"><img src="https://repogeo.com/badge/ztx888/HaloWebUI.svg" alt="RepoGEO" /></a>
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ztx888/HaloWebUI — 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
ztx888/HaloWebUI — RepoGEO report