RRepoGEO

REPOGEO REPORT · LITE

Haervwe/open-webui-tools

Default branch main · commit 9d78a303 · scanned 6/15/2026, 6:47:18 AM

GitHub: 751 stars · 69 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 Haervwe/open-webui-tools, 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
    Reposition README H1 and tagline to clarify Open WebUI extension focus

    Why:

    CURRENT
    # Open WebUI Tools Collection

> **🚀 A modular collection of tools, function pipes, and filters to supercharge your Open WebUI experience.**
    COPY-PASTE FIX
    # Open WebUI Tools: The Definitive Extension Toolkit

> **🚀 Transform your Open WebUI instance into a powerful AI workstation with this modular collection of tools, function pipes, and filters.**
  • mediumabout#2
    Refine repository description to highlight Open WebUI-specific extension and differentiation

    Why:

    CURRENT
    Open‑WebUI Tools is a modular toolkit designed to extend and enrich your Open WebUI instance, turning it into a powerful AI workstation. With a suite of over 15 specialized tools, function pipelines, and filters, this project supports academic research, agentic autonomy, multimodal creativity, workflows, and more
    COPY-PASTE FIX
    Open-WebUI Tools is the definitive modular toolkit for developers and power users to extend and enrich their Open WebUI instance, transforming it into a powerful AI workstation. Unlike generic LLM frameworks, this project provides over 15 specialized tools, function pipelines, and filters designed specifically for Open WebUI, supporting academic research, agentic autonomy, multimodal creativity, and complex workflows.
  • lowhomepage#3
    Add a homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://github.com/Haervwe/open-webui-tools

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 Haervwe/open-webui-tools
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LangChain
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LangChain · recommended 2×
  2. LlamaIndex · recommended 2×
  3. OpenAI API · recommended 2×
  4. Transformers · recommended 1×
  5. Diffusers · recommended 1×
  • CATEGORY QUERY
    How can I add advanced research and multimedia generation tools to my local AI chat interface?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Transformers
    4. Diffusers
    5. Stable Diffusion
    6. Automatic1111 web UI
    7. ComfyUI
    8. OpenAI API
    9. DALL-E 3
    10. GPT-4V
    11. ElevenLabs API
    12. Bark
    13. FFmpeg

    AI recommended 13 alternatives but never named Haervwe/open-webui-tools. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What toolkit provides diverse AI agents for academic search, content generation, and multi-modal workflows?
    you: not recommended
    AI recommended (in order):
    1. LangChain
    2. LlamaIndex
    3. Haystack
    4. AutoGPT
    5. BabyAGI
    6. Microsoft Semantic Kernel
    7. OpenAI API

    AI recommended 7 alternatives but never named Haervwe/open-webui-tools. 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 Haervwe/open-webui-tools?
    pass
    AI named Haervwe/open-webui-tools explicitly

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

  • If a team adopts Haervwe/open-webui-tools in production, what risks or prerequisites should they evaluate first?
    pass
    AI named Haervwe/open-webui-tools 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 Haervwe/open-webui-tools solve, and who is the primary audience?
    pass
    AI did not name Haervwe/open-webui-tools — 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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  • Brand-free category queries5 vs 2 in Lite
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