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.
This ranking uses open/source-visible tools only, ordered by ToolVitals score first and GitHub stars as a secondary popularity signal for ties.
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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