# AgentDiet Context Diet – BM25-Budget Web Distillation

> AgentDiet Context Diet – BM25-Budget Web Distillation is a paid API for AI agents from token-intel.agentdiet.dev, paid per call via MPP, $0.001/call, status unknown (last checked 2026-10-23).

Fetches and distills a URL or raw HTML into compressed Markdown, structured JSON, or a BM25-ranked token-budget excerpt, returning ROI proof of tokens saved.

## Facts

- Endpoint: POST https://token-intel.agentdiet.dev/v1/context-diet?utm_source=zero.xyz
- Price: $0.001/call
- Payment: MPP
- Status: unknown
- Last checked: 2026-10-23
- Activations on Zero: 0
- Provider: token-intel.agentdiet.dev
- Website: https://token-intel.agentdiet.dev
- Canonical page: https://www.zero.xyz/c/token-intel-agentdiet-dev-agentdiet-context-diet-bm25-budget-web-33ecb8ef
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_lM1kXHkyGmwd161jmh6gC

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 token-intel-agentdiet-dev-agentdiet-context-diet-bm25-budget-web-33ecb8ef -d '<json body>'
```

Example prompt: Distill https://stripe.com/docs/billing/subscriptions/overview into budget mode focused on the query 'subscription lifecycle' and keep it under 1500 tokens — I want to see how many tokens you saved me.

## When to prefer this

Choose this endpoint when you need to feed webpage content to an LLM but want to minimize token consumption, especially when you need BM25-focused relevance ranking against a specific query. It is particularly valuable for agentic pipelines that repeatedly fetch docs or web pages, since the ROI proof lets you track cost savings. Prefer it over raw HTML scraping when token budget control and compression metrics matter.

## Known failure modes

- URL is unreachable or returns non-200 — endpoint may return an error status
- HTML payload is malformed or empty — distillation may produce minimal output
- max_tokens set too low (below 20) — rejected by schema validation
- BM25 query not provided when mode=budget — may fall back to default behavior
- Rate limit or payment failure via x402 — billing object absent, request rejected
- Paywalled or JavaScript-rendered pages may return incomplete HTML

## How this service works

Distill a URL or raw HTML payload with BM25 budget control (Live x402 v2, IETF MPP & MCP endpoint at https://token-intel.agentdiet.dev/v1/context-diet)

## Output

A JSON object containing the distilled content (Markdown text, structured JSON tables, skeleton outline, or BM25-ranked excerpt depending on mode), plus an roi_proof block showing raw_tokens, distilled_tokens, tokens_saved, compression_ratio_pct, roi_multiplier, and llm_cost_saved_usd. Also includes cache status (HIT/MISS) and billing metadata.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "required": [
  "url"
 ],
 "properties": {
  "url": {
   "type": "string",
   "minLength": 1,
   "description": "Target webpage URL to fetch and distill (or builtin://stripe-docs)"
  },
  "html": {
   "type": "string",
   "description": "Optional raw HTML string to distill directly without fetching"
  },
  "mode": {
   "enum": [
    "markdown",
    "structured",
    "skeleton",
    "budget"
   ],
   "type": "string",
   "default": "markdown",
   "description": "Distillation mode"
  },
  "query": {
   "type": "string",
   "description": "BM25 focus query when mode=budget"
  },
  "max_tokens": {
   "type": "integer",
   "minimum": 20,
   "description": "Strict token budget ceiling when mode=budget"
  }
 }
}
```

## Response schema (JSON Schema)

```json
{
 "type": "object",
 "required": [
  "status",
  "roi_proof",
  "data"
 ],
 "properties": {
  "data": {
   "type": "object",
   "description": "Distilled Markdown, structured JSON tables/metadata, skeleton outline, or BM25 budget excerpt."
  },
  "cache": {
   "type": "object",
   "properties": {
    "status": {
     "enum": [
      "HIT",
      "MISS"
     ],
     "type": "string"
    },
    "cache_key": {
     "type": "string"
    },
    "latency_ms": {
     "type": "number"
    }
   }
  },
  "status": {
   "type": "string",
   "description": "Execution status ('ok')"
  },
  "billing": {
   "type": "object",
   "properties": {
    "agent_id": {
     "type": "string"
    },
    "payment_method": {
     "type": "string"
    },
    "fee_charged_usd": {
     "type": "number"
    }
   }
  },
  "roi_proof": {
   "type": "object",
   "properties": {
    "raw_tokens": {
     "type": "integer"
    },
    "tokens_saved": {
     "type": "integer"
    },
    "roi_multiplier": {
     "type": "number"
    },
    "distilled_tokens": {
     "type": "integer"
    },
    "llm_cost_saved_usd": {
     "type": "number"
    },
    "compression_ratio_pct": {
     "type": "number"
    }
   }
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/token-intel-agentdiet-dev-agentdiet-context-diet-bm25-budget-web-33ecb8ef/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from token-intel.agentdiet.dev](https://www.zero.xyz/host/token-intel.agentdiet.dev/llms.txt)