# Quick Ratio Distribution Histogram

> Quick Ratio Distribution Histogram is a paid API for AI agents from market.datapackvibe.com, paid per call via x402, $0.01/call, status unknown (last checked 2026-10-23).

Bins up to 200 quick ratio observations into equal-width histogram buckets, returning bin edges, counts, and metric metadata.

## Facts

- Endpoint: POST https://market.datapackvibe.com/x402/assistant-finance-quick-ratio-histogram?utm_source=zero.xyz
- Price: $0.01/call
- Payment: x402
- Status: unknown
- Last checked: 2026-10-23
- Activations on Zero: 0
- Tags: x402
- Canonical page: https://www.zero.xyz/c/quick-ratio-distribution-histogram-5306bbd5
- Structured record (JSON): https://api.zero.xyz/v1/capabilities/cap_oyWMWnUgc6H9i10NOTumL

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 quick-ratio-distribution-histogram-5306bbd5 -d '<json body>'
```

Example prompt: Can you run a quick ratio distribution histogram across these 12 quarters of data — cash, marketable securities, receivables, and current liabilities for each — and split the results into 10 bins so I can see how the liquidity ratio is spread?

## When to prefer this

Use this endpoint when you need a statistical frequency distribution of quick ratio values across multiple observations rather than a single ratio calculation. It is ideal for portfolio-level liquidity analysis, peer benchmarking, or trend analysis over many periods where understanding the shape and spread of the ratio distribution matters. Prefer it over a single-record calculator when you have 2–200 data points and want binned output with edge definitions.

## Known failure modes

- Fewer than 2 rows supplied — minimum 2 observations required
- current_liabilities set to 0 or missing — division by zero not permitted (exclusiveMinimum enforced)
- More than 200 rows submitted — exceeds maximum batch size
- Bins value outside 1–30 range — returns validation error
- Non-numeric or missing required fields (cash, marketable_securities, receivables, current_liabilities) — schema validation failure
- Payment not included or insufficient — 402 payment required response

## How this service works

Quick ratio - Distribution histogram: Bin up to 200 calculated observations into equal-width bins, including edge definitions. Metric: Quick ratio. Supplied figures only; returns JSON with formula, units and limitations. One of 50 calculators with 20 analysis modes. No live feed, financial advice or trade execution. 0.01 USDC includes one bounded distribution histogram report.

## Output

Returns a JSON object containing the histogram bin edges, observation counts per bin, the quick ratio formula used, units, and any limitations of the calculation. Each bin represents an equal-width interval of quick ratio values.

## Request schema (JSON Schema)

```json
{
 "type": "object",
 "properties": {
  "bins": {
   "type": "integer",
   "default": 5,
   "maximum": 30,
   "minimum": 1
  },
  "rows": {
   "type": "array",
   "items": {
    "type": "object",
    "required": [
     "cash",
     "marketable_securities",
     "receivables",
     "current_liabilities"
    ],
    "properties": {
     "cash": {
      "type": "number",
      "default": 5000,
      "maximum": 1000000000000,
      "minimum": 0,
      "description": "Amount in a consistent supplied currency and reporting period"
     },
     "receivables": {
      "type": "number",
      "default": 8000,
      "maximum": 1000000000000,
      "minimum": 0,
      "description": "Amount in a consistent supplied currency and reporting period"
     },
     "current_liabilities": {
      "type": "number",
      "default": 10000,
      "maximum": 1000000000000,
      "minimum": 0,
      "description": "Amount in a consistent supplied currency and reporting period",
      "exclusiveMinimum": 0
     },
     "marketable_securities": {
      "type": "number",
      "default": 2000,
      "maximum": 1000000000000,
      "minimum": 0,
      "description": "Amount in a consistent supplied currency and reporting period"
     }
    },
    "additionalProperties": false
   },
   "default": [
    {
     "cash": 5000,
     "receivables": 8000,
     "current_liabilities": 10000,
     "marketable_securities": 2000
    },
    {
     "cash": 5500,
     "receivables": 8800,
     "current_liabilities": 11000,
     "marketable_securities": 2200
    },
    {
     "cash": 5000,
     "receivables": 8000,
     "current_liabilities": 10000,
     "marketable_securities": 2000
    },
    {
     "cash": 5500,
     "receivables": 8800,
     "current_liabilities": 11000,
     "marketable_securities": 2200
    }
   ],
   "maxItems": 200,
   "minItems": 2
  }
 }
}
```

## More

- Live health (JSON, refreshed every minute): https://www.zero.xyz/c/quick-ratio-distribution-histogram-5306bbd5/health.json
- [Zero catalog index](https://www.zero.xyz/llms.txt)
- [Other services from market.datapackvibe.com](https://www.zero.xyz/host/market.datapackvibe.com/llms.txt)