quick-stats

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Quickly fetch data and print key backtest stats for a symbol with a default EMA crossover strategy. No file creation needed - runs inline in a notebook cell or prints to console.

2installs

Sourcemarketcalls/vectorbt-backtesting-skills

Added on2026-02-26

NPX Install

npx skill4agent add marketcalls/vectorbt-backtesting-skills quick-stats

SKILL.md Content

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Generate a quick inline backtest and print stats. Do NOT create a file - output code directly for the user to run or execute in a notebook.

Arguments

```
$0
```
= symbol (e.g., SBIN, RELIANCE). Default: SBIN
```
$1
```
= exchange. Default: NSE
```
$2
```
= interval. Default: D

Output Format

Generate a single code block the user can paste into a Jupyter cell or run as a script. The code should:

Fetch data from OpenAlgo (or yfinance as fallback)
Run EMA 10/20 crossover
Print a compact results summary:

Symbol: SBIN | Exchange: NSE | Interval: D
Strategy: EMA 10/20 Crossover
Period: 2022-01-01 to 2025-02-25
-------------------------------------------
Total Return:    45.23%
Sharpe Ratio:    1.45
Sortino Ratio:   2.01
Max Drawdown:   -12.34%
Win Rate:        42.5%
Profit Factor:   1.67
Total Trades:    28
Avg Win:         3.2%
Avg Loss:       -1.8%
Best Trade:     15.2%
Worst Trade:    -8.1%

Show equity curve plot

Example Usage

/quick-stats RELIANCE

/quick-stats HDFCBANK NSE 1h