Python · MIT
oxbshw/watch-skill
Give AI agents eyes, ears, and verifiable results. Watch Skill turns video, audio and screen activity into searchable, timestamped evidence and proves work with deterministic contracts, not model opinion. DeepWatch is the agent workspace built on DeepSeek Harness. Python + npm, MCP, CLI, REST, Web.
★ 555
Stars
82 forks · 10 open issues
+3.1/day
Growth · measured
Stars counted between two of our own snapshots roughly a week apart. The repository page gives the exact span.
34.3
Momentum / 100
see the breakdown below
4mo ago
Created
last push 12d ago
Star history
How this score was built
| Component | Weight | Earned | Why |
|---|---|---|---|
| Velocity | 55 | 11.8 | +3.1/day, log-scaled against a 750/day ceiling |
| Acceleration | 15 | 0.3 | last week ran 1.02× the monthly pace |
| Freshness | 15 | 14.2 | last push 12d ago; decays to zero at 180 days |
| Scale | 15 | 8.0 | 555 stars, log-scaled against 150k — stops a 3-star repo topping the board |
| Momentum | 100 | 34.3 | sum of the above |
Detail
| Topics | agent-observabilityagent-skillsagentic-aiai-agentsaudio-understandingcomputer-visiondeepseekdeepseek-harnessdeepwatchllmlocal-firstmcpmultimodalocrpythonspeech-to-texttypescriptverificationvideo-analysisvideo-understanding |
| Matched on | Computer Vision (computer-vision) |
| Short window | +22 stars over 7 days = 3.1/day |
| Long window | +80 stars over 26 days = 3.1/day |
| Lifetime average | 4.53 stars/day over 123 days |
| First seen here | 2026-10-11 |
| Last read | 2d ago |