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Video RAG Ingestion - Scenes, Keyframes and Transcript Chunks

Prepare videos for a RAG pipeline or vector database: one chunk per scene with its time range, transcript text and a keyframe image link, plus a ready-to-embed llmContext block. Works from n8n, Make or the API. Example: a 21-second public-domain NASA talk.

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Video to LLM Context - Keyframes, Transcript & Scenes for AI
Video to LLM Context - Keyframes, Transcript & Scenes for AIkantolabs/video-to-llm-context
Keyframe grid
File
Status
Duration (s)
+10 fields
Text
Number
Boolean
List
Object

Input

Video file URLs(required):https://api.apify.com/v2/key-value-stores/aXcXwfChlioPWAUJv/records/sample-vertical-talk.mp4?signature=105QVevs72w3z5gMQzgIJ
Max scenes / keyframes per video:12
Transcribe speech:true
Max scene length (seconds):30

Output fields

Keyframe grid
File
Status
Duration (s)
Width
Height
FPS
Audio
Scenes
Keyframes
Language
Billed keyframes
Billed audio min
Error

How it works

Sign up on Apify or log in

The Video to LLM Context - Keyframes, Transcript & Scenes for AI Actor is ready to run with the inputs already set for "Video RAG Ingestion - Scenes, Keyframes and Transcript Chunks". Sign up or log in and you'll land in Apify Console with a copy of this exact task.

Start the "Video RAG Ingestion - Scenes, Keyframes and Transcript Chunks" task

The Video to LLM Context - Keyframes, Transcript & Scenes for AI Actor will start running based on the input automatically. You can also change all the input fields, like video file urls, max scenes / keyframes per video, and more, to match your specific use case.

Receive the "Video RAG Ingestion - Scenes, Keyframes and Transcript Chunks" output

Monitor the progress in real time. You will be notified as soon as your dataset is complete and ready for review. Each result includes data such as keyframe grid, file, status, and more.

Integrate into your workflow

The final output is delivered in JSON, CSV, or Excel format, ready to be plugged into your workflow. You can also run the "Video RAG Ingestion - Scenes, Keyframes and Transcript Chunks" task via API.

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Connect "Video RAG Ingestion - Scenes, Keyframes and Transcript Chunks" with 100+ integrations, or run it via API or MCP.

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