# Marqo — developer ecosystem report

> Tensor search for humans.

- GitHub org: `marqo-ai`
- Category: ai
- Overall score: 39.0 / 100
- Overall rank: #496
- Last refreshed: 2026-08-19

## Pillar scores

| Pillar | Score / 100 | Rank | Weight in overall |
| --- | --- | --- | --- |
| Code & Polish | 42.0 | #674 | ~22% |
| Education | 59.0 | #572 | ~18% |
| AI readiness | 40.0 | #322 | part of Reach |
| Builder experience | 0.0 | #1 | ~12% |
| Community | 37.0 | #404 | ~16% |
| Reach | 36.0 | #642 | ~18% |
| Momentum | 40.0 | #334 | ~14% |

## Links

- GitHub: https://github.com/marqo-ai
- Website: https://www.marqo.ai
- Docs: https://docs.marqo.ai

## Public GitHub totals

| Metric | Value |
| --- | --- |
| Repos analyzed | 12 |
| Stars | 5,407 |
| Forks | 279 |
| Open issues | 312 |
| Contributors | — |

## Top repositories

| Repo | Stars | Language | Description |
| --- | --- | --- | --- |
| [marqo](https://github.com/marqo-ai/marqo) | 5,019 | Python | Ecommerce Search and Discovery - marqo.ai |
| [marqo-FashionCLIP](https://github.com/marqo-ai/marqo-FashionCLIP) | 143 | Python | State-of-the-art CLIP/SigLIP embedding models finetuned for the fashion domain. +57% increase in evaluation metrics vs F |
| [GCL](https://github.com/marqo-ai/GCL) | 76 | Python | Generalised Contrastive Learning. This is a Repository for Google Shopping Dataset and Benchmarks followed by our novel  |
| [fine-tuning-embedding-models-course](https://github.com/marqo-ai/fine-tuning-embedding-models-course) | 59 | Jupyter Notebook | Marqo's Course on 'Fine-Tuning Embedding Models for Semantic Search'. |
| [marqo-ecommerce-embeddings](https://github.com/marqo-ai/marqo-ecommerce-embeddings) | 48 | Python | State-of-the-art embedding models fine-tuned for the ecommerce domain. +67% increase in evaluation metrics vs ViT-B-16-S |
| [py-marqo](https://github.com/marqo-ai/py-marqo) | 31 | Python | Python client for Marqo |
| [marqo-demo](https://github.com/marqo-ai/marqo-demo) | 16 | TypeScript | — |
| [local-image-search-demo](https://github.com/marqo-ai/local-image-search-demo) | 10 | Python | This is a demo of E-Commerce search using Marqo that can be run locally on a laptop or desktop with or without a GPU. |
| [marqo-api-tests](https://github.com/marqo-ai/marqo-api-tests) | 1 | Python | Api tests for marqo |
| [ingrain_server](https://github.com/marqo-ai/ingrain_server) | 1 | — | A wrapper to simplify serving Sentence Transformer and Open CLIP Models with Triton |
| [vespa](https://github.com/marqo-ai/vespa) | 0 | Java | AI + Data, online. https://vespa.ai |
| [marqo-instantsearch-client](https://github.com/marqo-ai/marqo-instantsearch-client) | 0 | TypeScript | Marqo client compatible with the Instantsearch.js library |

## Methodology

Scores are computed from public signals only (GitHub, package registries, docs sites, community platforms). Pillar definitions: https://www.smoower.com/docs.md

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