video-cli

video-cli

Make a video behave like a codebase: searchable, inspectable, citable.

Video is opaque to most tools. video-cli turns it into local artifacts an agent can query with evidence.

Why It Exists

Video is hard to work with programmatically. You can watch it, but you cannot grep it, cite it, diff it, or hand it to an agent and expect repeatable answers.

video-cli exists to make a video usable as a working surface: it extracts transcript spans, OCR text, frame descriptions, embeddings, timestamps, frames, and clips so an agent can search and answer with grounded evidence.

Quick Start

video-cli init
video-cli setup video.mp4
video-cli ask <id> "what is the main argument?"

That is the normal path: initialize credentials once, ingest a video once, then ask questions against the local artifacts.

Install

Published package:

npm install -g video-cli
video-cli init

Repo checkout:

git clone https://github.com/Dexin-Huang/video-cli
cd video-cli
cp .env.example .env
node video-cli.js init

The published package is the normal user path. The repo-local node video-cli.js ... form is mainly for development and contributor workflows.

Onboarding

• Add your API key with video-cli init.
• Run video-cli setup <video-file> to build the artifacts.
• Ask a grounded question with video-cli ask <video-id> "<question>".
• Use video-cli search, context, chapters, frame, or clip when you need to inspect a specific moment.

Example

video-cli setup lecture.mp4
# { "id": "lec-abc123", "ready": true, ... }

video-cli ask lec-abc123 "what is the main argument?"
# { "answer": "...", "citations": [...], "suggestedFollowUps": [...] }

video-cli context lec-abc123 --at 198 --window 15
# { "utterances": [...], "ocrItems": [...], "frames": [...], "sceneChanges": [...] }

video-cli clip lec-abc123 --at 198 --pre 5 --post 10
# { "output": "data/videos/lec-abc123/clips/clip-198_000.mp4" }

Command Surface

Area	Commands	Purpose
Setup	init, install --skills, cleanup	Configure API key, install agent skill, remove artifacts
Intent	setup, ask	Ingest a video or answer a question with evidence
Navigate	search, context, chapters, next, grep	Find and inspect specific moments
Extract	frame, clip	Pull out a still image or short clip
Pipeline	ingest, transcribe, ocr, analyze, embed, describe	Run individual stages when you need control
Inspect	list, status, inspect, timeline, watchpoints, bundle, brief, config	Check readiness and inspect artifacts
Automation	eval:generate, eval:run	Measure retrieval quality

How It Works

video.mp4
  -> ffmpeg scene detection
  -> transcription
  -> OCR + frame descriptions
  -> embeddings
  -> searchable JSON artifacts on disk

query
  -> semantic + lexical + description search
  -> grounded answer with citations and follow-ups

Configuration

video-cli starts from a built-in preset, then resolves runtime config in this order:

• Built-in preset defaults
• video-cli.config.json in the repo root
• Environment variable overrides
• Command flags for commands that expose them

Use video-cli config to inspect the final merged config that the CLI will actually use.

A typical video-cli.config.json looks like this:

{
  "preset": "balanced",
  "ocr": {
    "provider": "gemini",
    "model": "gemini-3.1-flash-lite-preview",
    "watchpointLimit": 8
  },
  "transcribe": {
    "provider": "gemini-transcribe",
    "model": "gemini-3.1-flash-lite-preview",
    "chunkSeconds": 480,
    "trimSilence": false,
    "minSilenceSec": 1.5,
    "padSec": 0.25,
    "silenceNoiseDb": -35,
    "diarize": true,
    "utterances": true,
    "smartFormat": true,
    "punctuate": true,
    "detectLanguage": false,
    "language": null
  },
  "embed": {
    "provider": "gemini",
    "model": "gemini-embedding-2-preview",
    "dimensions": 768,
    "sources": {
      "transcript": true,
      "ocr": true,
      "frames": false
    }
  }
}

Common environment overrides:

• VIDEO_CLI_PRESET: choose the base preset before file/env overrides are merged
• VIDEO_CLI_OCR_PROVIDER, VIDEO_CLI_OCR_MODEL: change OCR provider/model
• VIDEO_CLI_TRANSCRIBE_PROVIDER, VIDEO_CLI_TRANSCRIBE_MODEL: change transcription provider/model
• VIDEO_CLI_TRANSCRIBE_CHUNK_SECONDS: change transcription chunk size
• VIDEO_CLI_TRANSCRIBE_TRIM_SILENCE, VIDEO_CLI_TRANSCRIBE_MIN_SILENCE_SEC, VIDEO_CLI_TRANSCRIBE_PAD_SEC: control silence trimming
• VIDEO_CLI_EMBED_PROVIDER, VIDEO_CLI_EMBED_MODEL, VIDEO_CLI_EMBED_DIMENSIONS: change embedding provider/model/dimensions
• VIDEO_CLI_EMBED_TRANSCRIPT, VIDEO_CLI_EMBED_OCR, VIDEO_CLI_EMBED_FRAMES: turn embedding sources on or off
• VIDEO_CLI_DATA_ROOT: move the artifact store away from the default data/videos
• VIDEO_CLI_ID: provide a default <video-id> for commands that normally take one as the first positional argument

Provider-specific model aliases are also accepted where relevant, including GEMINI_OCR_MODEL and GEMINI_TRANSCRIBE_MODEL.

Requirements

• Node 22 or newer
• ffmpeg and ffprobe
• GEMINI_API_KEY in .env for the default path

Troubleshooting

• ffmpeg not found or ffprobe not found Install ffmpeg and make sure both binaries are on PATH. The CLI shells out to them directly for probing, frame extraction, clip extraction, and silence detection.
• No embeddings found or No transcript/ocr found Run video-cli setup <file> for the normal path, or run the missing pipeline stage directly and re-check with video-cli status <video-id>.
• Unknown video id Run video-cli list to see available artifacts, or set VIDEO_CLI_ID if you want a default active video.
• PowerShell blocks npm On some Windows setups, PowerShell execution policy blocks npm.ps1. Use npm.cmd ... instead.
• Restricted sandboxes fail on child processes The CLI depends on subprocesses for ffmpeg and ffprobe. Some sandboxes block nested process execution; that is an environment limit, not a video-cli bug.

For AI Agents

See SKILL.md for the agent-facing command reference and output shapes.

Development

npm test       # test suite
npm run eval   # retrieval quality eval

Zero npm dependencies. Pure Node.js plus ffmpeg.

License

MIT