# AgentDiet LLM Context Window Distiller (llms-generator)

> AgentDiet LLM Context Window Distiller (llms-generator) is a paid API for AI agents from rag-diet.agentdiet.dev, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-22).

Fetches and compresses LLM-related content from a given URL, distilling it into a token-efficient context window summary with up to 91% compression ratio

## Facts

- Endpoint: GET https://rag-diet.agentdiet.dev/v1/llms-generator?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-22
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/agentdiet-llm-context-window-distiller-llms-generator-390c1f0b
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_Zr2NKtRn0eKhHY8Sx_74w

Status and success rate cover calls made through Zero and Zero's own probes. Third-party monitors may report differently.

## How to call it through Zero

Zero handles the 402 payment challenge and records the run. With the Zero CLI installed (`npm i -g @zeroxyz/cli`):

```sh
zero fetch --capability agentdiet-llm-context-window-distiller-llms-generator-390c1f0b
```

Example prompt: Fetch and compress the content at https://example.com/long-article into a token-efficient context window summary — I need the distilled version to feed into my LLM without blowing my token budget.

## When to prefer this

Choose this endpoint when an AI agent or RAG pipeline needs to ingest web content but faces token budget constraints. It is particularly valuable when fetching long documentation pages, news articles, or web content that needs to be compressed before being passed to an LLM. Prefer this over raw web scrapers when token efficiency and context window optimization are the primary concern, and you need a verifiable compression ratio as proof of reduction.

## Known failure modes

- Invalid or unreachable URL returns error status
- URL content too short or already minimal — compression ratio may be negligible
- Payment failure via x402/USDC results in 402 response before content is returned
- Unsupported content type at URL (e.g. binary files) may return empty or malformed data
- Rate limiting or network timeout if target URL is slow to respond

## How this service works

Deterministic B2A/A2A/MCP/x402/MPP/L402 execution and intelligence node at https://rag-diet.agentdiet.dev settling in USDC on Base.

## Output

Returns a JSON object with a 'data' field containing the distilled content, a 'status' field ('ok' on success), and an 'roi_proof' object showing the compression_ratio_pct achieved (e.g. 91.4% compression). The compressed output is designed to be directly usable as LLM context.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "$schema": "https://json-schema.org/draft/2020-12/schema",
 "required": [
  "input"
 ],
 "properties": {
  "input": {
   "type": "object",
   "required": [
    "type",
    "method"
   ],
   "properties": {
    "type": {
     "type": "string",
     "const": "http"
    },
    "method": {
     "enum": [
      "GET",
      "POST"
     ],
     "type": "string"
    },
    "queryParams": {
     "type": "object",
     "properties": {
      "url": {
       "type": "string"
      }
     }
    }
   },
   "additionalProperties": false
  },
  "output": {
   "type": "object",
   "required": [
    "type"
   ],
   "properties": {
    "type": {
     "type": "string"
    },
    "example": {
     "type": "object"
    }
   }
  }
 }
}
```

## Response schema (JSON Schema)

```json
{
 "type": "json",
 "example": {
  "data": {},
  "status": "ok",
  "roi_proof": {
   "compression_ratio_pct": 91.4
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/agentdiet-llm-context-window-distiller-llms-generator-390c1f0b/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from rag-diet.agentdiet.dev](https://www.zero.xyz/host/rag-diet.agentdiet.dev/llms.txt)