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DataPython

Quick Stats

by marketcalls

Quick Stats is a Data skill for Claude Code, published by marketcalls in vectorbt-backtesting-skills.

200 stars43 forkson marketcalls/vectorbt-backtesting-skillsAdded 2026/09/05Repository updated 2026/07/12
agent-skillsbacktestingmonte-carlooptimizationpythonquantstatsrobustnesstearsheetsvectorbtwalk-forward
Install in seconds
Install Quick Stats
Copy Quick Stats into your Claude Code skills folder. Run the command in your terminal, or review the source on GitHub before installing.
terminal
npx degit https://github.com/marketcalls/vectorbt-backtesting-skills/tree/master/.claude/skills/quick-stats ~/.claude/skills/quick-stats

Requires Node.js. Downloads this skill only — not the rest of the repository — into your Claude Code skills folder.

Without Node.js

git clone https://github.com/marketcalls/vectorbt-backtesting-skills.git

Clones the whole repository, then copy the skill’s own directory into your skills folder yourself.

In this catalog

Source file
.claude/skills/quick-stats/SKILL.md in marketcalls/vectorbt-backtesting-skills
Installs to
~/.claude/skills/quick-stats
Collection
One of 6 skills cataloged from this repository
Category
Data762 skills

What Quick Stats does

Quick Stats generates an inline EMA 10/20 backtest and prints key performance metrics for a symbol. Use it in a notebook cell or console when you want a fast summary without creating files.

Quick Stats is cataloged under Data on DirSkills. Quick Stats comes from a repository tagged agent-skills, backtesting, monte-carlo, optimization and python.

Documentation

README

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:

This is the opening of the README. Read the full README on GitHub.

Commands Quick Stats provides

Slash commands named in this skill’s SKILL.md, listed in the order they first appear.

  • /quick-stats

Frequently asked about Quick Stats

  • What else does marketcalls publish alongside Quick Stats?

    Quick Stats is one of 6 skills that DirSkills catalogs from marketcalls/vectorbt-backtesting-skills, the repository it ships in. Its siblings there include Optimize, Setup and Strategy Compare. Each one is a separate skill with its own page in this directory, installs the same way Quick Stats does, and is maintained by marketcalls in that same repository. The rest of the collection is listed on the marketcalls/vectorbt-backtesting-skills page.

  • How does Quick Stats compare to other Data skills?

    Quick Stats ranks #700 by stars among the 762 Data skills in this catalog. The most-starred ones next to it are Benchmark Methodology, Jupyter Notebook and Solana. DirSkills ranks by the star count of the repository each skill ships in, so that order reflects how popular those repositories are rather than any review of Quick Stats against them. Open each page to compare what they document and how they install.