Developer ecosystem comparison
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Metabase vs TikTok

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

Metabase and TikTok (Inspire creativity and bring joy.) both appear on the Smoower Developer Ecosystem Index.

Metabase (rank #165) holds a modest lead over TikTok (rank #693) on the overall Smoower ecosystem score (51 vs 31). The gap of 20 points reflects composite signals across code, docs, community and reach.

On code quality (the state of repositories, tests, releases and polish), TikTok is slightly ahead of Metabase. On education (docs, guides and learning material for developers), Metabase is clearly ahead of TikTok. On reach (how visible the ecosystem is beyond its own repos), TikTok is ahead of Metabase. On momentum (release cadence and how fast the ecosystem moves), Metabase is clearly ahead of TikTok.

Metabase carries 50,225 GitHub stars across 100 public repos, with 21 repositories active in the last 90 days and 49 external contributors on record. TikTok shows 1,463 stars across 25 public repos, 7 active in the last 90 days and 10 external contributors. The star gap on its own does not decide the comparison, but Metabase's footprint is roughly 34.3x larger, which usually shows up in downstream signals like inbound issues and third party integrations.

Metabase is the stronger read for anyone weighting momentum. TikTok looks better where reach is the deciding factor. 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

MetricMetabaseTikTok
Ranking
Overall rank#165#693
Pillars
Overall5131
Code4950
Education8040
Community3939
Reach4153
Momentum6113
Builder experience00
Signals
Stars50,2251,463
Forks7,167352
Public repos10025
Active repos (90d)217
External contributors4910
Avg polish5057
Avg AI-readiness3036

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