BEST WEAPONS - NPCs Rankings

Include Exoskeleton Data

ALL ARMOR

Merge Ammo Variants

🔧 Toolkit:

Distance: Close <20m · Medium 20–80m · Long >80m

⚡ Best Weighted avg Master TTK across armor classes (lower is better) - weapons

#	Weapon	Master TTK	Avg Dist.	Avg TTTK	Exo & Exolight	Heavy	Light & Medium	Toolkit	Notes

💸 Cheapest Weighted average cost per kill in roubles (lower is better) - weapons

#	Weapon	Avg Cost/ Kill	Avg Dist.	Master TTK	Exo & Exolight	Heavy	Light & Medium	Toolkit	Notes

⚖️ Balanced Weighted Master TTK 60% + Cost 40% (lower is better) - weapons

#	Weapon	Balance Score	Avg Dist.	Avg Cost/ Kill	Exo & Exolight	Heavy	Light & Medium	Toolkit	Notes

⚠ Insufficient Data Under 10 kills in any active armor tier, or under 100 total = excluded from rankings

Pre-Processing

● Data Cleaning: Every log players send is checked for duplicate entries and outlier data (non-vanilla ballistics, artifact on-hit effects...). Anything suspicious is skipped before being added to the database.
● Minimum Sample Size: Each weapon needs enough kills recorded to enter the rankings pool (combination of armor/weapon/ammo/distance). Anything below a reliable threshold is dropped.
● IQR Outlier Removal: Statistical freaks and big outliers are automatically removed to not skew the data (enemy that ran away after you shot him once and shows as a 40s kill in the data, when the average for that bucket is 3s for example).
● Headshot Balancing: All the kills that are headshots and one-shot the enemy are balanced to match the community headshot average, so very good players that send lots of kills with specific weapons do not skew the data too much.

TTK: Time To Kill

What happens in-game

Time from first shot to kill shot, measured in-game. Big melting pot of accuracy, fire rate, player skill and aim, enemy behavior etc. Very noisy by essence, but a real gameplay measurement.

STK: Standardized TTK

Theoretical limit of the weapon

Theoretical minimum kill time if every bullet hits, with reload time taken into account. This is the "weapon's ceiling" and a stat anchor to dampen a bit the very noisy TTK.

TTTK: True TTK

Recoil & Accuracy

Takes recorded accuracy and asks how long it realistically takes to land enough hits to kill. Allows weapon with good recoil to shine, balancing skill and weapon performance metrics.

Master TTK: Final Metric

The Ranking Scale

Weighted mix of all the previous data points. Aims at being a good representation of a weapon performance by balancing in-game recorded data, weapons "on-paper" stats, and players variable skill level.

⚖️ Calculation Weights

Master TTK composite

45% TTK

35% TTTK

20% RSTK

Armor tiers: all included

25% Exo & Exolight

40% Heavy

35% Light & Medium

Armor tiers: Exo excluded

0% Exo & Exolight

55% Heavy

45% Light & Medium

⚡ Best

Lowest Master TTK

Ranks by weighted average Master TTK across all armor tiers. Lower is better. The Low Data badge appears when total active kills are under 250 and any active tier is under 50 kills.

💸 Cheapest

Lowest cost/kill

Average roubles spent per kill. Cheap and fast will be ranked at the top. Secondary column shows Master TTK so you can see what you're trading in speed for money.

⚖️ Balanced

Real efficiency

Normalises each weapon's Master TTK and Cost as a weighted score: TTK × 60% + Cost × 40%. TTK has higher weight as kill speed is the primary combat variable. Ties (within 2%) are grouped.