# Qveris

> Discovers and invokes external APIs and tools dynamically through the QVeris service, covering weather, search, stock data, and more.

- Skill: `demerzels-lab/qveris` (Agent Skill, multi-file: 6 files)
- Install (CLI): `npx skillmds add demerzels-lab/qveris`
- Raw SKILL.md: https://api.skillmd.com/api/skills/demerzels-lab/qveris/raw
- Safety review: CAUTION (external: skill-scanner PASS, skillspector FAIL)
- Works with: Claude Code, Claude.ai, OpenAI Codex
- Category: Integrations & APIs, REST & GraphQL APIs
- Tags: Api Integration, Data Retrieval, Qveris, Stock Data, Tool Search, Weather, Web Search
- Author: Demerzels-lab (https://skillmd.com/u/demerzels-lab)
- Updated: 2026-08-22
- Page: https://skillmd.com/skills/demerzels-lab/qveris

---


# QVeris Tool Search & Execution

QVeris provides dynamic tool discovery and execution - search for tools by capability, then execute them with parameters.

## Setup

Requires environment variable:
- `QVERIS_API_KEY` - Get from https://qveris.ai

## Quick Start

### Search for tools
```bash
uv run scripts/qveris_tool.py search "weather forecast API"
```

### Execute a tool
```bash
uv run scripts/qveris_tool.py execute openweathermap_current_weather --search-id <id> --params '{"city": "London", "units": "metric"}'
```

## Script Usage

```
scripts/qveris_tool.py <command> [options]

Commands:
  search <query>     Search for tools matching a capability description
  execute <tool_id>  Execute a specific tool with parameters

Options:
  --limit N          Max results for search (default: 5)
  --search-id ID     Search ID from previous search (required for execute)
  --params JSON      Tool parameters as JSON string
  --max-size N       Max response size in bytes (default: 20480)
  --json             Output raw JSON instead of formatted display
```

## Workflow

1. **Search**: Describe the capability needed (not specific parameters)
   - Good: "weather forecast API"
   - Bad: "get weather for London"

2. **Select**: Review tools by `success_rate` and `avg_execution_time`

3. **Execute**: Call tool with `tool_id`, `search_id`, and `parameters`

## Example Session

```bash
# Find weather tools
uv run scripts/qveris_tool.py search "current weather data"

# Execute with returned tool_id and search_id
uv run scripts/qveris_tool.py execute openweathermap_current_weather \
  --search-id abc123 \
  --params '{"city": "Tokyo", "units": "metric"}'
```

## Use Cases

- **Weather Data**: Get current weather, forecasts for any location
- **Stock Market**: Query stock prices, historical data, earnings calendars
- **Search**: Web search, news retrieval
- **Data APIs**: Currency exchange, geolocation, translations
- **And more**: QVeris aggregates thousands of API tools