Readers comparing financial data and trading software need to distinguish exchange APIs, trading engines, and wealth-management applications rather than treat every tool as interchangeable. This September 2026 snapshot uses the supplied ToolVitals scores, health and shipping measures, openness and license labels, and GitHub activity context.
The list covers open/source-visible tools and follows the supplied order: ToolVitals score is the primary ranking signal, with health and shipping breaking equal composite scores. GitHub stars provide context only and do not determine rank.
Rankings
| Rank | Tool | Openness | License | Health | Shipping | GitHub Stars | Score | Status |
|---|---|---|---|---|---|---|---|---|
| 1 | CCXT | OSI-approved OSS | MIT | 98 | 99 | 43945 | 98 | 🟢 Excellent |
| 2 | Nautilus Trader | OSI-approved OSS | LGPL-3.0 | 98 | 98 | 28793 | 98 | 🟢 Excellent |
| 3 | Ghostfolio | OSI-approved OSS | AGPL-3.0 | 97 | 97 | 9276 | 97 | 🟢 Excellent |
| 4 | QuantDinger | OSI-approved OSS | Apache-2.0 | 95 | 94 | 11520 | 95 | 🟢 Excellent |
| 5 | StakTrakr | OSI-approved OSS | MIT | 92 | 96 | 8 | 94 | 🟢 Excellent |
| 6 | FinceptTerminal | OSI-approved OSS | AGPL-3.0 | 94 | 93 | 31292 | 93 | 🟢 Excellent |
| 7 | Hikyuu | OSI-approved OSS | Apache-2.0 | 93 | 94 | 3496 | 93 | 🟢 Excellent |
| 8 | pybroker | OSI-approved OSS | Apache-2.0 | 93 | 94 | 3537 | 93 | 🟢 Excellent |
| 9 | FinanceToolkit | OSI-approved OSS | MIT | 90 | 93 | 5319 | 91 | 🟢 Excellent |
| 10 | Lean Algorithmic Trading | OSI-approved OSS | Apache-2.0 | 91 | 85 | 21580 | 89 | 🟢 Excellent |
| 11 | Gold Prices | OSI-approved OSS | Apache-2.0 | 88 | 90 | 5 | 89 | 🟢 Excellent |
| 12 | AKQuant | OSI-approved OSS | MIT | 87 | 94 | 2300 | 89 | 🟢 Excellent |
| 13 | stock-screener | OSI-approved OSS | Apache-2.0 | 86 | 92 | 307 | 88 | 🟢 Excellent |
| 14 | FinanceMCP | OSI-approved OSS | MIT | 88 | 84 | 665 | 86 | 🟢 Excellent |
| 15 | FinMind | OSI-approved OSS | Apache-2.0 | 84 | 80 | 2787 | 83 | 🟢 Excellent |
| 16 | TradeClaw | OSI-approved OSS | MIT | 83 | 76 | 40 | 80 | 🟢 Excellent |
| 17 | FinRobot | OSI-approved OSS | Apache-2.0 | 69 | 60 | 7972 | 65 | 🟢 Good |
| 18 | OpenStock | OSI-approved OSS | AGPL-3.0 | 60 | 40 | 14227 | 52 | 🟡 Fair |
| 19 | TradingGoose Studio | OSI-approved OSS | AGPL-3.0 | 59 | 40 | 141 | 52 | 🟡 Fair |
| 20 | vectorbt | OSI-approved OSS | Apache-2.0 | 58 | 41 | 9063 | 52 | 🟡 Fair |
| 21 | Finmars | OSI-approved OSS | EUPL-1.2 | 56 | 44 | 52 | 51 | 🟡 Fair |
| 22 | OpenBB | OSI-approved OSS | AGPL-3.0 | 61 | 31 | 72896 | 49 | 🟡 Fair |
| 23 | AlphaSuite | OSI-approved OSS | MIT | 45 | 20 | 239 | 35 | 🔴 Needs Attention |
| 24 | vn.py | OSI-approved OSS | MIT | 44 | 15 | 45350 | 32 | 🔴 Needs Attention |
| 25 | TradeApe | OSI-approved OSS | AGPL-3.0 | 17 | 0 | 5 | 10 | 🔴 Needs Attention |
| 26 | Multi-Agent AI Finance Assistant | OSI-approved OSS | MIT | 13 | 0 | 26 | 8 | 🔴 Needs Attention |
| 27 | VibeTrader | OSI-approved OSS | Apache-2.0 | 12 | 0 | 54 | 7 | 🔴 Needs Attention |
| 28 | AnyAI | OSI-approved OSS | MIT | 9 | 0 | 70 | 5 | 🔴 Needs Attention |
| 29 | ValueCell | OSI-approved OSS | Apache-2.0 | 8 | 0 | 11007 | 5 | 🔴 Needs Attention |
| 30 | Kand | OSI-approved OSS | Apache-2.0 | 7 | 0 | 551 | 4 | 🔴 Needs Attention |
| 31 | Trading Buddy | OSI-approved OSS | MIT | 7 | 0 | 19 | 4 | 🔴 Needs Attention |
| 32 | GraphVega | OSI-approved OSS | MIT | 0 | 0 | 296 | 0 | 🔴 Needs Attention |
Top 3 Highlights
CCXT ranks first with a ToolVitals score of 98, a health score of 98, and a shipping score of 99. Its supplied profile describes a cryptocurrency trading API for more than 100 exchanges, with JavaScript / TypeScript, Python, C#, PHP, and Go support. Its openness label is OSI-approved OSS and its license label is MIT.
Nautilus Trader ranks second with a ToolVitals score of 98, a health score of 98, and a shipping score of 98. The supplied profile describes it as a Rust-native trading engine with a deterministic, event-driven architecture. Its openness label is OSI-approved OSS and its license label is LGPL-3.0.
Ghostfolio ranks third with a ToolVitals score of 97, a health score of 97, and a shipping score of 97. Its supplied profile describes wealth management software built with Angular, NestJS, Prisma, Nx, and TypeScript. Its openness label is OSI-approved OSS and its license label is AGPL-3.0.
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