NiceShot AI
Call of Duty Gameplay Event Detector & Clipper
FreeWorkflow automationOpen SourceAI254 impressions#1634 of its week
NiceShot AI is a Python tool that uses computer vision to auto-detect, clip and analyze key events in Call of Duty gameplay videos.
- for
- Game content creators and players who want automated video highlights and coaching.
- pricing
- open source
- license
- AGPL-3.0
Key features
- Event Auto-Clipping — Automatically cuts detected kills, deaths and medals into separate video clips.
- Timestamp CSV Export — Outputs event timestamps to a CSV for further analysis.
- Session Analysis Reports — Generates charts summarizing session statistics after processing.
- Lightweight Coaching — Uses VLM and LLM to describe negative clips and suggest improvements.
- Bulk Twitch Analysis (testing) — Can download and process multiple streams from a Twitch channel.
- Custom Compilation Creation — Creates highlight reels in horizontal or vertical (TikTok) formats with fade transitions.
Use cases
- Create a highlight reel of the best kills from a Black Ops 6 match
- Generate a CSV log of all deaths for post-game performance review
- Produce coaching insights on frequent death scenarios for personal improvement
- Batch-process a streamer’s recent videos to extract medal moments
- Export vertical-format clips for quick sharing on TikTok
NiceShot AI FAQ
Do I need to create an account or use cloud services?+
No, NiceShot AI runs locally with no sign-ups or cloud queues.
What operating system is required?+
Windows 10 or 11 with an NVIDIA GTX1650 4GB GPU (AMD/Intel GPUs not supported yet).
Can I analyze videos from multiple games?+
Supported games include Call of Duty: Black Ops 7, Black Ops 6 and Modern Warfare II (still in testing).
How fast is the analysis?+
On a laptop with RTX 5070 it reaches up to 170 FPS (frames_to_skip = 5); with a GTX 1650 about 60 FPS.
Is the source code licensed?+
Yes, it is released under the AGPL-3.0 license.
How do I get support or custom development?+
Contact the author at niceshot.ai@gmail.com for custom work or consultation.
Summarized by DevHunt from github.com · Oct 3, 2026. Details may change; check the official site.
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