quick-stats

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.

Skill file

Preview skill file
---
name: quick-stats
description: 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.
argument-hint: "[symbol] [exchange] [interval]"
allowed-tools: Read, Bash, Glob, Grep
---

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

## Instructions

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

1. Fetch data from OpenAlgo (or DuckDB if user provides a DB path, or yfinance as fallback)
2. **Use TA-Lib** for EMA 10/20 crossover (never VectorBT built-in)
3. Clean signals with `ta.exrem()` (always `.fillna(False)` before exrem)
4. Use **Indian delivery fees**: `fees=0.00111, fixed_fees=20`
5. Fetch **NIFTY benchmark** via OpenAlgo (`symbol="NIFTY", exchange="NSE_INDEX"`)
6. Print a compact results summary:

```
Symbol: SBIN | Exchange: NSE | Interval: D
Strategy: EMA 10/20 Crossover
Period: 2023-01-01 to 2026-02-27
Fees: Delivery Equity (0.111% + Rs 20/order)
-------------------------------------------
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
-------------------------------------------
Benchmark (NIFTY): 32.10%
Alpha:           +13.13%
```

7. **Explain** key metrics in plain language for normal traders
8. Show equity curve plot using Plotly (`template="plotly_dark"`)

## Example Usage

`/quick-stats RELIANCE`
`/quick-stats HDFCBANK NSE 1h`

Source

Creator's repository · marketcalls/vectorbt-backtesting-skills

View on GitHub

Security

Security checks in progress
Results will appear here once audits complete
What this skill can do
Reads your filesConnects to the internetRuns code on your machine
Checked by 3 independent security firms
Does it try to trick the AI?Not yet checkedPending · Gen Agent Trust Hub
Does it sneak in hidden code?Not yet checkedPending · Socket
Does it have known bugs?Not yet checkedPending · Snyk