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Skills/marketcalls/vectorbt-backtesting-skills/quick-stats
quick-stats logo

quick-stats

marketcalls/vectorbt-backtesting-skills
1K installs154 stars
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Installation

npx skills add https://github.com/marketcalls/vectorbt-backtesting-skills --skill quick-stats

Summary

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.md

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%
  1. Explain key metrics in plain language for normal traders
  2. Show equity curve plot using Plotly (template="plotly_dark")

Example Usage

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

Score

0–100
63/ 100

Grade

C

Popularity15/30

1,117 installs — growing adoption.

Completeness27/30

Documented: full SKILL.md body, description, one-line install. Missing: category/license metadata.

Trust15/25

Community skill with a public GitHub source repository you can review.

Freshness6/15

No update timestamp is tracked for this skill in our catalog.

Scored automatically from popularity, completeness, trust, and freshness — computed only from data in our catalog, never fabricated.

Proud of your score? Add this badge to your README.

Paste a snippet into your GitHub README. The badge updates automatically and links back to this page.

Quick Stats skill score badge previewScore badge

Markdown

[![Quick Stats skill](https://www.remoteopenclaw.com/skills/marketcalls/vectorbt-backtesting-skills/quick-stats/badges/score.svg)](https://www.remoteopenclaw.com/skills/marketcalls/vectorbt-backtesting-skills/quick-stats)

HTML

<a href="https://www.remoteopenclaw.com/skills/marketcalls/vectorbt-backtesting-skills/quick-stats"><img src="https://www.remoteopenclaw.com/skills/marketcalls/vectorbt-backtesting-skills/quick-stats/badges/score.svg" alt="Quick Stats skill"/></a>

Quick Stats FAQ

How do I install the Quick Stats skill?

Run “npx skills add https://github.com/marketcalls/vectorbt-backtesting-skills --skill quick-stats” in your terminal. The skill is added to your agent's skills directory and picked up automatically on the next run — no restart or extra configuration needed.

What does the Quick Stats skill do?

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. The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Quick Stats skill free?

Yes. Quick Stats is a free, open-source skill published from marketcalls/vectorbt-backtesting-skills. As with any third-party skill, review the source repository before installing it into an agent with sensitive access.

Does Quick Stats work with Claude Code and OpenClaw?

Yes. Skills use the portable SKILL.md format, so Quick Stats works with Claude Code, OpenClaw, Codex, Hermes, and any other agent that reads SKILL.md skills.

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