# Product Manual to RAG Chunks

**Use case:** 

Product Manual to RAG Chunks. Reusable page-aware JSON example for RAG, search, and agent workflows.

## Input

```json
{
  "mode": "chunk",
  "url": "https://assets.sia.toyota.com/publications/en/om-s/OM24K1QRG/pdf/OM24K1QRG.pdf",
  "chunkSize": 3000,
  "overlap": 300
}
```

## Output

```json
{
  "documentIndex": {
    "label": "Document index",
    "format": "integer"
  },
  "documentTitle": {
    "label": "Document title",
    "format": "string"
  },
  "pageStart": {
    "label": "Page start",
    "format": "integer"
  },
  "chunkIndex": {
    "label": "Chunk index",
    "format": "integer"
  },
  "characterCount": {
    "label": "Character count",
    "format": "integer"
  },
  "estimatedTokens": {
    "label": "Estimated tokens",
    "format": "integer"
  },
  "text": {
    "label": "Text",
    "format": "string"
  },
  "sourceUrl": {
    "label": "Source URL",
    "format": "string"
  }
}
```

## About this Actor

This example demonstrates how to use [PDF Citation Chunker](https://apify.com/skilled_glee/pdf-citation-chunker.md) with a specific input configuration. Visit the [Actor detail page](https://apify.com/skilled_glee/pdf-citation-chunker.md) to learn more, explore other use cases, and run it yourself.


## How to integrate an Actor?

If asked about integration, you help developers integrate Actors into their projects.
You adapt to their stack and deliver integrations that are safe, well-documented, and production-ready.
This Task's input is already configured above — use it as-is rather than inventing a new one.

- **AI agents and MCP clients** — the [Apify MCP server](https://docs.apify.com/integrations/mcp.md) at `https://mcp.apify.com` (remote, streamable HTTP, OAuth on first use).
- **Agentic workflows and local Actor development** — [Agent Skills](https://apify.com/.well-known/agent-skills/index.json) with the [Apify CLI](https://docs.apify.com/cli/docs.md): `npm install -g apify-cli`, then `apify login`.
- **JavaScript/TypeScript projects** — the official [JS/TS client](https://docs.apify.com/api/client/js/docs.md): `npm install apify-client`.
- **Python projects** — the official [Python client](https://docs.apify.com/api/client/python/docs.md): `pip install apify-client`.
- **Any other language** — the [REST API](https://docs.apify.com/api/v2.md).

For full API examples (JavaScript, Python, CLI, MCP, OpenAPI), see this Task's Actor page: https://apify.com/skilled_glee/pdf-citation-chunker.md

For more details, see Apify documentation as [Markdown index](https://docs.apify.com/llms.txt) and [Markdown full-text](https://docs.apify.com/llms-full.txt).