For BI & Dashboards Tools in July 2026, the reader problem is separating source-visible projects with strong maintenance and shipping signals from tools that look popular but show weaker current momentum. The ToolVitals data supplied here covers seven ranked tools with health score, shipping score, ToolVitals score, GitHub stars, openness label, license label, pricing scope, and status.
This ranking uses open/source-visible tools only, ordered by ToolVitals score first and GitHub stars as a secondary popularity signal for ties. The labels matter: every listed entry is marked OSI-approved OSS, with license_label values of Apache-2.0, GPL-3.0, AGPL-3.0, or MIT, and pricing_scope is none across the set.
Rankings
| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |
|---|---|---|---|---|---|---|---|---|
| 1 | thunderbird-android | OSI-approved OSS | Apache-2.0 | 93 | 100 | 13699 | 96 | 🟢 Excellent |
| 2 | DataEase | OSI-approved OSS | GPL-3.0 | 87 | 87 | 24284 | 90 | 🟢 Excellent |
| 3 | DecisionBox | OSI-approved OSS | AGPL-3.0 | 83 | 78 | 88 | 85 | 🟢 Excellent |
| 4 | LiftShift | OSI-approved OSS | AGPL-3.0 | 49 | 39 | 465 | 57 | 🟡 Fair |
| 5 | Middleware | OSI-approved OSS | Apache-2.0 | 49 | 7 | 1611 | 45 | 🟡 Fair |
| 6 | PandasAI | OSI-approved OSS | MIT | 33 | 0 | 23641 | 33 | 🔴 Needs Attention |
| 7 | SQL Explorer | OSI-approved OSS | MIT | 14 | 0 | 0 | 25 | 🔴 Needs Attention |
Top 3 Highlights
thunderbird-android ranks first with a ToolVitals score of 96, the strongest shipping score in the set at 100, and a health score of 93. Its description identifies it as Thunderbird for Android, an open source Android email app formerly known as K-9 Mail, so it is not a conventional BI dashboard product even though it leads this open/source-visible ranking. It is labeled OSI-approved OSS with license_label Apache-2.0 and has 13,699 GitHub stars.
DataEase is the clearest fit for the BI & Dashboards use case near the top of the list. It is described as an open-source business intelligence and data visualization platform, ranks second overall, and combines a ToolVitals score of 90 with balanced health and shipping scores of 87. It is labeled OSI-approved OSS with license_label GPL-3.0 and has the largest GitHub star count in the group at 24,284.
DecisionBox ranks third with a ToolVitals score of 85, a health score of 83, and a shipping score of 78. Its description points to a data-warehouse-connected AI platform for autonomous SQL agents, validated insights, and recommendations, which makes it closer to analytics assistance than a traditional dashboard layer. It is labeled OSI-approved OSS with license_label AGPL-3.0 and has 88 GitHub stars.
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