RRepoGEO

REPOGEO REPORT · LITE

weaviate/Verba

Default branch main · commit 6695928e · scanned 5/29/2026, 9:16:56 AM

GitHub: 7,713 stars · 849 forks

AI VISIBILITY SCORE
35 /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
3 / 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 weaviate/Verba, 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
    Reposition the README's opening sentence to emphasize 'end-to-end RAG application'

    Why:

    CURRENT
    Welcome to Verba: The Golden RAGtriever, an community-driven open-source application designed to offer an end-to-end, streamlined, and user-friendly interface for Retrieval-Augmented Generation (RAG) out of the box.
    COPY-PASTE FIX
    Welcome to Verba: The Golden RAGtriever, a community-driven, open-source **end-to-end RAG application and platform** designed to offer a streamlined, user-friendly interface for Retrieval-Augmented Generation (RAG) out of the box.
  • mediumhomepage#2
    Add the official homepage URL to the repository metadata

    Why:

    COPY-PASTE FIX
    https://verba.weaviate.io/

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 weaviate/Verba
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LlamaIndex
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LlamaIndex · recommended 2×
  2. LangChain · recommended 2×
  3. Weaviate · recommended 2×
  4. Haystack · recommended 1×
  5. Gradio · recommended 1×
  • CATEGORY QUERY
    How can I quickly set up a RAG chatbot to explore my datasets and extract insights?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack
    4. Gradio
    5. Streamlit
    6. Pinecone
    7. Weaviate
    8. Chroma

    AI recommended 8 alternatives but never named weaviate/Verba. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    What open-source tools help build a custom RAG application with flexible LLM integration?
    you: not recommended
    AI recommended (in order):
    1. LlamaIndex
    2. LangChain
    3. Haystack (deepset/Haystack)
    4. Faiss
    5. Sentence-Transformers
    6. Weaviate
    7. Qdrant

    AI recommended 7 alternatives but never named weaviate/Verba. 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 weaviate/Verba?
    pass
    AI named weaviate/Verba explicitly

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

  • If a team adopts weaviate/Verba in production, what risks or prerequisites should they evaluate first?
    pass
    AI named weaviate/Verba 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 weaviate/Verba solve, and who is the primary audience?
    pass
    AI named weaviate/Verba explicitly

    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 weaviate/Verba. 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/weaviate/Verba.svg)](https://repogeo.com/en/r/weaviate/Verba)
HTML
<a href="https://repogeo.com/en/r/weaviate/Verba"><img src="https://repogeo.com/badge/weaviate/Verba.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

weaviate/Verba — 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