| Roblox game context | Roblox Games API for universe 5578556129, root place 16146832113, creator Kitawari, update timestamp, player count, visits, favorites, and max players. | Current game identity and update timing. | Trait odds, trait effects, pity values, reroll target priority, or unit-specific best trait. |
| Public trait reference | Anime Vanguards Wiki traits page, VanguardsCalc traits guide, and current in-game trait screen when available. | Trait names, visible odds, pity labels, and high-level effect wording. | Hidden multipliers, changed patch behavior, or a universal reroll command without unit and mode proof. |
| Local trait dataset | 11 rows with name, tier, chance, pity, role, effect, best-for note, keep condition, and reroll condition. | Advisor output, JSON export, comparison table, and reroll planning baseline. | Official live balance, future patches, or exact in-game UI text after an update. |
| Unit fit proof | Current unit screen, unit database row, evolved form, trait slot, role, and investment planner result. | Whether the unit deserves Trait Rerolls before chasing a target. | A best-trait claim for another unit, another account stage, or a trade-only copy. |
| Mode result proof | Story, Infinite, Boss Rush, Rift, raid, dungeon, portal, Pirate Dynasty, or event result from the same unit role. | Whether damage, SPA, range, crit, economy, or support uptime changes a real clear. | A global tier, a guaranteed DPS outcome, or a recommendation for modes not tested. |
| Reroll session proof | Trait Reroll count, pity counter, target trait, kept trait, rejected trait, session date, and stop point screenshot. | Whether a reroll session followed a defined budget and stopped for a clear reason. | Future odds, hidden pity behavior, or advice to keep rolling after the budget is gone. |
| Trade risk proof | Current offer screen, exact unit form, shiny state, trait, evolution state, value watchlist row, and date. | Whether trait quality changes hold, trade, or reroll timing for a high-value unit. | A live market price or universal demand claim from one message. |