Product analytics teams usually have to choose between event tracking, dashboards, BI, usage metering, and data exploration tools that solve overlapping but different problems.
This ranking is limited to open/source-visible tools and is ordered by ToolVitals score first, with GitHub stars used only as a secondary popularity signal for ties. In this dataset, every ranked tool is labeled OSI-approved OSS, but the licenses still vary across MIT, Apache-2.0, and AGPL-3.0.
Rankings
| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |
|---|---|---|---|---|---|---|---|---|
| 1 | Lightdash | OSI-approved OSS | MIT | 96 | 100 | 5874 | 98 | 🟢 Excellent |
| 2 | Rill | OSI-approved OSS | Apache-2.0 | 96 | 100 | 2646 | 98 | 🟢 Excellent |
| 3 | StarRocks | OSI-approved OSS | Apache-2.0 | 93 | 95 | 11763 | 95 | 🟢 Excellent |
| 4 | Apache Superset | OSI-approved OSS | Apache-2.0 | 94 | 89 | 73212 | 94 | 🟢 Excellent |
| 5 | FinceptTerminal | OSI-approved OSS | AGPL-3.0 | 94 | 89 | 25914 | 94 | 🟢 Excellent |
| 6 | Rybbit | OSI-approved OSS | AGPL-3.0 | 84 | 83 | 12225 | 88 | 🟢 Excellent |
| 7 | OpenMeter | OSI-approved OSS | Apache-2.0 | 81 | 81 | 2026 | 86 | 🟢 Excellent |
| 8 | Databuddy | OSI-approved OSS | AGPL-3.0 | 81 | 78 | 1071 | 85 | 🟢 Excellent |
| 9 | MindsDB | OSI-approved OSS | MIT | 88 | 55 | 39258 | 81 | 🟢 Excellent |
| 10 | Quary | OSI-approved OSS | Apache-2.0 | 41 | 10 | 2370 | 44 | 🟡 Fair |
| 11 | Trench | OSI-approved OSS | MIT | 43 | 7 | 1639 | 44 | 🟡 Fair |
| 12 | Aptabase | OSI-approved OSS | AGPL-3.0 | 41 | 0 | 1713 | 43 | 🟡 Fair |
| 13 | Evidence | OSI-approved OSS | MIT | 32 | 4 | 6425 | 38 | 🔴 Needs Attention |
| 14 | RAWGraphs | OSI-approved OSS | Apache-2.0 | 31 | 0 | 8968 | 36 | 🔴 Needs Attention |
| 15 | Featuredrop | OSI-approved OSS | MIT | 27 | 4 | 11 | 34 | 🔴 Needs Attention |
| 16 | Swishjam | OSI-approved OSS | MIT | 28 | 0 | 179 | 33 | 🔴 Needs Attention |
| 17 | Metarank | OSI-approved OSS | Apache-2.0 | 14 | 0 | 2430 | 25 | 🔴 Needs Attention |
Top 3 Highlights
Lightdash ranks first with a 98 ToolVitals score, matching Rill on score but leading the tie with 5,874 GitHub stars versus Rill’s 2,646. It has a 96 health score, a 100 shipping score, status 🟢 Excellent, openness_label OSI-approved OSS, and license_label MIT.
Rill also scores 98 overall, with a 96 health score and a 100 shipping score. Its description positions it as a fast business intelligence tool for humans and agents, and the dataset lists it as OSI-approved OSS under Apache-2.0 with status 🟢 Excellent.
StarRocks ranks third with a 95 ToolVitals score and the highest GitHub star count among the top three at 11,763. Its description focuses on sub-second analytics, real-time analytics, ad-hoc queries, and lakehouse use cases, with openness_label OSI-approved OSS and license_label Apache-2.0.
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