About

• Player rankings are ordered by trophy snapshots from the public leaderboard data.
• Club rankings use total club trophies, then add compact enrichment like members, average trophies, top member, prestige, and update age when available.
• Brawler rankings show the highest trophy players for a selected brawler and estimate non-top-200 placement with percentile-style context where the API allows it.

• Static metadata covers names, rarities, classes, ability text, gadgets, star powers, gears, hypercharges, and icons.
• Performance rows use tracked battle aggregates. Win rate and pick rate are not hand-authored labels.
• Tier labels are derived from win rate and sample volume so low-data rows do not look stronger than they are.

• The maps page combines layout metadata, mode labels, observed battle volume, and live rotation markers.
• The spotlight map is the map with the most tracked battles in the current data, not a subjective recommendation.
• Per-map brawler tables aggregate picks and wins before calculating win rate.

• Profiles use public player data and recent battle logs for current context.
• Prestige, peak brawlers, club links, and battle rows appear only when the upstream data includes enough information.
• Team quality labels should be read as formulas based on battle context, not as proof that a player made the correct decision.

Counts are summed before the rate is calculated. A row with 10 picks does not receive the same influence as a row with 1,000 picks.

Pick rate is a popularity and confidence signal. It does not mean the brawler is stronger by itself.

• Win rate is the primary input.
• Volume uses a softened/log-style contribution so popularity matters without dominating.
• Stability rewards brawlers that qualify across more than one slice of the data.
• Rows with very low samples are guarded so one lucky batch does not become the top recommendation.

When a player or brawler is not in a visible top list, BrawlLens estimates context from available ordered data rather than showing a blank dash. The label is meant to be directional, not a permanent official rank.

• Static brawler metadata changes only when the source catalog changes.
• Leaderboards depend on public ranking snapshots.
• Tracked brawler and map aggregates depend on collected battle rows.
• Recent battle rows can shift faster than season-level rankings.

If a table is empty, the selected map, mode, rarity, class, region, or minimum-pick filter may not have enough matching data. Clearing filters is the fastest check.

A high win rate can come from map shape, mode, team composition, player skill, matchup pool, or sample size. Use the number as a starting signal, then inspect the surrounding columns.

• No account is required for public lookup and rankings.
• Player searches request public game data for the searched tag.
• Small interface preferences can be stored locally in the browser.
• Contact form submissions use the email you provide so a reply can be sent.