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camsnap — measured AI agent skill | DecimalAI

understudy-ai/camsnap

NewSkillScoreMaintained

Capture frames or clips from RTSP/ONVIF cameras.

design-mediaby understudy-ai

Links this skill to your agents and keeps it current with the author’s updates.

Automatic

Personal Assistant pack

1 · One-time — install the CLI (docs ↗)

pip install decimalai

2 · Get the skill — writes .claude/skills/understudy-ai-camsnap/SKILL.md

decimalai skills pull understudy-ai-camsnap --out .claude/skills/

No CLI? Get the same file — curl · raw file

curl -fsSL --create-dirs -o .claude/skills/understudy-ai-camsnap/SKILL.md https://app.decimal.ai/s/understudy-ai-camsnap/SKILL.md

Raw file: /s/understudy-ai-camsnap/SKILL.md ↗ · machine-readable summary at /s/understudy-ai-camsnap.json ↗

In productionGlobal

how this skill behaves on real traffic · last 30 days

No production data for this skill yet — usage numbers appear here once agents start running it.

Anonymized aggregate across every org using this skill — proof from real production use, not a demo.

Does this skill help? · Benchmark: with vs. withoutsign in to run this on your agents

22 test cases from the publisher’s eval.yaml · each run twice on gemini-3.6-flash — with the skill injected, then without · last run 1h ago

Yes — +77% lift-58% tokens0% turns95% of whole cases pass with skill (21/22)

Test case	Without → With	Effect	Δ tokens	Δ turns
case-01	✗→✓	▲ Improved	151%	0%
case-03	✗→✓	▲ Improved	-77%	0%
case-04	✗→✓	▲ Improved	-67%	0%
case-05	✗→✓	▲ Improved	-84%	0%
case-06	✗→✓	▲ Improved	-82%	0%

Showing 5 of 22 cases

SkillSafety

✓ 3 of 3 passed

Code scan15 of 15 checks clean

0 critical · 0 warning · 0 info — scanner v4 — 8/3/2026

live_secretremote_code_executionreverse_shelldata_exfiltrationssrf_metadataagent_snoopinganti_refusaldestructive_commandsobfuscated_unicodeunicode_homoglyphopaque_blobsuspicious_urltool_overreachtrigger_abuseprompt_injection_phrasing

IntentSafe

LLM judge · does the skill do what it claims

ContentClean

LLM judge · policy & harmful-content review

Source

Imported

understudy-ai / understudy

skills/camsnap/SKILL.md

View on GitHub ↗

License MITImported 8/3/2026Version v1

Skill contents

SKILL.md

camsnap

Use camsnap to grab snapshots, clips, or motion events from configured cameras.

Setup

Config file: ~/.config/camsnap/config.yaml
Add camera: camsnap add --name kitchen --host 192.168.0.10 --user user --pass pass

Common commands

Discover: camsnap discover --info
Snapshot: camsnap snap kitchen --out shot.jpg
Clip: camsnap clip kitchen --dur 5s --out clip.mp4
Motion watch: camsnap watch kitchen --threshold 0.2 --action '...'
Doctor: camsnap doctor --probe

Notes

Requires ffmpeg on PATH.
Prefer a short test capture before longer clips.

Want to see if understudy-ai/camsnap would activate on your phrasing? Try it before you install — no LLM call, no signup.

Other measured skills in the registry, with their headline benchmark lift.