RRepoGEO

REPOGEO REPORT · LITE

nuclia/nucliadb

Default branch main · commit 5099010c · scanned 6/9/2026, 10:11:51 AM

GitHub: 716 stars · 58 forks

AI VISIBILITY SCORE
40 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
2 pass · 0 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 nuclia/nucliadb, 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 the README's main heading to explicitly mention RAG

    Why:

    CURRENT
    <h3 align="center">The AI Search Database.</h3>
    COPY-PASTE FIX
    <h3 align="center">NucliaDB: The AI Search Database for RAG.</h3>
  • highreadme#2
    Strengthen the README's opening paragraph to highlight RAG and unstructured data

    Why:

    CURRENT
    NucliaDB is a robust database that allows storing and searching on unstructured data. It is an out of the box hybrid search database, utilizing vector, full text and graph indexes.
    COPY-PASTE FIX
    NucliaDB is a robust, open-source database designed for Retrieval Augmented Generation (RAG) applications, allowing efficient storage and hybrid search on unstructured data. It provides out-of-the-box vector, full-text, and graph indexing for all your unstructured content.
  • mediumlicense#3
    Clarify the project's license(s) directly in the README

    Why:

    COPY-PASTE FIX
    Add a "License" section to the README, or a line in the "About" section, stating: "NucliaDB is licensed under [insert specific license name(s) here, e.g., Apache 2.0 and MIT]. See the `LICENCE.md` file for full details."

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 nuclia/nucliadb
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Pinecone
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. Pinecone · recommended 2×
  2. weaviate/weaviate · recommended 2×
  3. qdrant/qdrant · recommended 2×
  4. milvus-io/milvus · recommended 2×
  5. Elasticsearch · recommended 1×
  • CATEGORY QUERY
    What database solution handles large unstructured data for AI-powered RAG applications?
    you: not recommended
    AI recommended (in order):
    1. Pinecone
    2. Weaviate (weaviate/weaviate)
    3. Qdrant (qdrant/qdrant)
    4. Milvus (milvus-io/milvus)
    5. Elasticsearch
    6. PostgreSQL

    AI recommended 6 alternatives but never named nuclia/nucliadb. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Looking for a Rust or Python-based database for semantic search on diverse unstructured content.
    you: not recommended
    AI recommended (in order):
    1. Qdrant (qdrant/qdrant)
    2. Weaviate (weaviate/weaviate)
    3. Pinecone
    4. Elasticsearch (elastic/elasticsearch)
    5. Milvus (milvus-io/milvus)
    6. Faiss (facebookresearch/faiss)

    AI recommended 6 alternatives but never named nuclia/nucliadb. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    pass

  • 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 nuclia/nucliadb?
    pass
    AI named nuclia/nucliadb explicitly

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

  • If a team adopts nuclia/nucliadb in production, what risks or prerequisites should they evaluate first?
    pass
    AI named nuclia/nucliadb 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 nuclia/nucliadb solve, and who is the primary audience?
    pass
    AI named nuclia/nucliadb 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 nuclia/nucliadb. 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/nuclia/nucliadb.svg)](https://repogeo.com/en/r/nuclia/nucliadb)
HTML
<a href="https://repogeo.com/en/r/nuclia/nucliadb"><img src="https://repogeo.com/badge/nuclia/nucliadb.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

nuclia/nucliadb — 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