Aiming CookieRun a drill. Ask your AI coach.
Aiming Cookie reads first-party data while you train — mouse Raw Input, your screen recording, KovaaK's Stats, plus engine-level ground-truth telemetryInternal ground truth read straight from the game engine — target positions, crosshair angles — no pixel recognition involved. It lets the Coach compute the true angular error of your crosshair shot by shot (measured median 0.2–0.5° on kill clicks) and attribute every miss to a specific motion. — diagnoses your aiming with physics and kinematics informed by community experience, and an AI coach explains what to change, then tracks you over time.
1wall 6targets small · run 54020
Beyond watching your demos:
the raw data straight from your mouse.
The usual self-review: watch your own demo and guess from what's on screen.
Aiming Cookie reads first-party raw data instead. In principle, it knows your aim better than you do.
| Dimension | Self-review · watching demos | Aiming Cookie · reading data |
|---|---|---|
| Data source | Your demo footage | Mouse Raw Input + screen recording + KovaaK's Stats / Performance + engine-level ground-truth telemetry |
| Method | Experience-based guesses from what's on screen | Kinematic metrics computed straight from raw input |
| Resolution | "Probably", "feels like", "maybe" | Per-shot precision — true angular error, true reaction time, off-screen targets included |
Aiming Cookie
records in the background
Collects automatically in the background: mouse input data, screen recording, KovaaK's own Stats / Performance, plus engine-level ground-truth telemetry — zero interaction required.
When you're done, switch back — runs and replays are already saved and synced. Pick the runs you want to talk about and look at them together with Aiming Cookie.
KovaaK's has no screen recording or replays of its own — we fill that gap along the way.
待分析训练
30Scores wobble with your daily state.
We read your real progress out of the data.
Scores track how you feel that day; ability metrics don't. So when we re-test, we look at ability — not the score.
Score stuck, but you're improving
Ability metrics are climbing — you're genuinely getting better; the score just can't see it.
A hot streak ≠ real gains.
An inspired day spikes your score while ability metrics stay flat — form is not skill.
Through quiet late-night sessions, Aiming Cookie stays on your PC and walks the whole loop with you — watching your effort turn into breakthroughs.
Describe your aiming motion
with kinematic metrics.
| Sample metrics | In plain words | What it says about your aim |
|---|---|---|
| decel_frac | Deceleration share | Do your flicks land in one clean motion, or overshoot and drag back? |
| SPARC | Smoothness | How smooth your aiming path is |
| linearity | Linearity | Is your path a straight line, or does it wander? |
| throughput | Information throughput | How well you read the target |
A private coach with infinite patience.
Systematic knowledge
Aim-training documents and coaching videos scattered across the community, consolidated into one coherent system and mapped one-to-one onto your own data — no more fragmented folklore, no more ping-ponging between conflicting advice.
Gear experience
Mouse and gear advice comes from the experience of Gearclickist, a peripherals reviewer on Bilibili. Gear talk only happens when you ask for it — your needs plus your data, turned into a recommendation.
A coach of your own
No low score gets laughed at, and nobody tells you to quit; every problem gets explained. To Aiming Cookie, no aiming question is stupid. Take your time — its time belongs to you alone; available around the clock, holding nothing back.