Product analytics teams usually have to choose between event tracking, dashboards, BI, usage metering, and data exploration tools that solve overlapping but different problems. ToolVitals data for June 2026 compares these tools using health score, shipping score, ToolVitals score, GitHub stars, openness_label, license_label, pricing_scope, and status.
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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