Developer ecosystem comparison
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Anthropic vs Marqo

Developer ecosystem comparison across GitHub activity, SDKs, documentation, community, reach and momentum.

Anthropic and Marqo (Tensor search for humans.) both appear on the Smoower Developer Ecosystem Index.

Anthropic (rank #31) holds a meaningful lead over Marqo (rank #430) on the overall Smoower ecosystem score (63 vs 40). The gap of 23 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), Anthropic is slightly ahead of Marqo. On education (docs, guides and learning material for developers), Anthropic is clearly ahead of Marqo. On community (issue response, PR reviews and discussion health), Anthropic is clearly ahead of Marqo. On reach (how visible the ecosystem is beyond its own repos), Anthropic is slightly ahead of Marqo. On momentum (release cadence and how fast the ecosystem moves), Anthropic is slightly ahead of Marqo.

Anthropic carries 584,923 GitHub stars across 93 public repos, with 47 repositories active in the last 90 days and 873 external contributors on record. Marqo shows 5,394 stars across 28 public repos, 14 active in the last 90 days and 4 external contributors. The star gap on its own does not decide the comparison, but Anthropic's footprint is roughly 108.4x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Anthropic is the stronger read for anyone weighting community. Marqo makes more sense for teams already using its adjacent tools. The table below breaks the scores down pillar by pillar; the linked profiles cover the underlying repos, docs and community signals in full.

Side-by-side metrics

MetricAnthropicMarqo
Ranking
Overall rank#31#430
Pillars
Overall6340
Code4441
Education8261
Community6539
Reach3836
Momentum4640
Builder experience00
Signals
Stars584,9235,394
Forks80,351273
Public repos9328
Active repos (90d)4714
External contributors8734
Avg polish4845
Avg AI-readiness4035

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