REPOGEO REPORT · LITE

marqo-ai/marqo

Default branch mainline · commit 37a72838 · scanned 5/10/2026, 5:41:32 PM

GitHub: 5,027 stars · 232 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 marqo-ai/marqo, 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

Prominently state the open-source project's deprecated status and current purpose

Why:

CURRENT

The deprecation notice is currently at the end of the introductory paragraph.

COPY-PASTE FIX

# Marqo (Archived Open-Source Project)

**NOTICE: This open-source project for Marqo is deprecated and will no longer receive updates. This repository is maintained for archival purposes only.**

**For the active Marqo Search and Discovery platform, which offers AI-native ecommerce search and personalization, please visit [marqo.ai](https://www.marqo.ai/).**

<p align="center">
<b><a href="https://www.marqo.ai">Website</a> | <a href="https://docs.marqo.ai">Documentation</a> | <a href="https://www.marqo.ai">Marqo Search and Discovery</a>
</b>
</p>

## Marqo 

Marqo is the an AI-native ecommerce search platform built for online brands in fashion, beauty, electronics, and home goods. Powered by best-in-class semantic search and personalization technology, the platform leverages clickstream, purchase, and event data to understand shopper intent and deliver fast, relevant, and personalized search results and product recommendations. Marqo enables commerce teams to improve search relevance, increase conversion and average order value, and reduce manual merchandising effort through automated ranking and optimization.

mediumabout#2

Update the repository description to reflect its archival status

Why:

CURRENT

Ecommerce Search and Discovery - marqo.ai

COPY-PASTE FIX

Archived open-source project for Marqo. For the active AI-native ecommerce search and discovery platform, visit marqo.ai.

lowtopics#3

Add more specific e-commerce search and discovery topics

Why:

CURRENT

ecommerce, machine-learning, multi-modal, search-engine

COPY-PASTE FIX

ecommerce, machine-learning, multi-modal, search-engine, product-discovery, personalization, semantic-search

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 marqo-ai/marqo

Avg rank

—

Lower is better. #1 = top recommendation.

Share of voice

Of all named tools, what % are you?

Top rival

Algolia

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Algolia · recommended 2×
Constructor.io · recommended 2×
Lucidworks Fusion · recommended 2×
Coveo · recommended 2×
Bloomreach Discovery · recommended 1×

CATEGORY QUERY
What AI-native search solutions provide personalized product discovery for e-commerce websites?
you: not recommended
AI recommended (in order):
1. Algolia
2. Constructor.io
3. Bloomreach Discovery
4. Klevu
5. Lucidworks Fusion
6. Coveo
AI recommended 6 alternatives but never named marqo-ai/marqo. This is the gap to close.
Show full AI answer
CATEGORY QUERY
How can I integrate a semantic search engine to boost e-commerce conversion rates?
you: not recommended
AI recommended (in order):
1. Algolia
2. Elasticsearch
3. Coveo
4. Lucidworks Fusion
5. Constructor.io
6. Swiftype
AI recommended 6 alternatives but never named marqo-ai/marqo. 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 marqo-ai/marqo?
pass
AI named marqo-ai/marqo explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?
If a team adopts marqo-ai/marqo in production, what risks or prerequisites should they evaluate first?
pass
AI named marqo-ai/marqo 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 marqo-ai/marqo solve, and who is the primary audience?
pass
AI named marqo-ai/marqo explicitly
AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

Embed your GEO score

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Live preview

MARKDOWN (README)

[![RepoGEO](https://repogeo.com/badge/marqo-ai/marqo.svg)](https://repogeo.com/en/r/marqo-ai/marqo)

HTML

<a href="https://repogeo.com/en/r/marqo-ai/marqo"><img src="https://repogeo.com/badge/marqo-ai/marqo.svg" alt="RepoGEO" /></a>

Pro

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Deep reports10 / month
Brand-free category queries5 vs 2 in Lite
Prioritized action items8 vs 3 in Lite