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Skills/marketcalls/vectorbt-backtesting-skills/backtest
backtest logo

backtest

marketcalls/vectorbt-backtesting-skills
2K installs154 stars
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Installation

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

Summary

Quick backtest a strategy on a symbol. Creates a complete .py script with data fetch, signals, backtest, stats, and plots.

SKILL.md

Create a complete VectorBT backtest script for the user.

Arguments

Parse $ARGUMENTS as: strategy symbol exchange interval

  • $0 = strategy name (e.g., ema-crossover, rsi, donchian, supertrend, macd, sda2, momentum)
  • $1 = symbol (e.g., SBIN, RELIANCE, NIFTY). Default: SBIN
  • $2 = exchange (e.g., NSE, NFO). Default: NSE
  • $3 = interval (e.g., D, 1h, 5m). Default: D

If no arguments, ask the user which strategy they want.

Instructions

  1. Read the vectorbt-expert skill rules for reference patterns
  2. Create backtesting/{strategy_name}/ directory if it doesn't exist (on-demand)
  3. Create a .py file in backtesting/{strategy_name}/ named {symbol}_{strategy}_backtest.py
  4. Use the matching template from rules/assets/{strategy}/backtest.py as the starting point
  5. The script must:
  • Load .env from the project root using find_dotenv() (walks up from script dir automatically)
  • Fetch data via client.history() from OpenAlgo
  • If user provides a DuckDB path, load data directly via duckdb.connect(path, read_only=True) instead of OpenAlgo API. Auto-detect format: Historify (market_data table, epoch timestamps) vs custom (ohlcv table, date+time). See vectorbt-expert rules/duckdb-data.md.
  • If openalgo.ta is not importable (standalone DuckDB), use inline exrem() fallback.
  • Use TA-Lib for ALL indicators (EMA, SMA, RSI, MACD, BBands, ATR, ADX, STDDEV, MOM)
  • Use OpenAlgo ta for specialty indicators (Supertrend, Donchian, Ichimoku, HMA, KAMA, ALMA)
  • Use ta.exrem() to clean duplicate signals (always .fillna(False) before exrem)
  • Run vbt.Portfolio.from_signals() with min_size=1, size_granularity=1
  • Indian delivery fees: fees=0.00111, fixed_fees=20 for delivery equity
  • Fetch NIFTY benchmark via OpenAlgo (symbol="NIFTY", exchange="NSE_INDEX")
  • Print full pf.stats()
  • Print Strategy vs Benchmark comparison table (Total Return, Sharpe, Sortino, Max DD, Win Rate, Trades, Profit Factor)
  • Explain the backtest report in plain language for normal traders
  • Generate QuantStats HTML tearsheet if quantstats is available
  • Plot equity curve + drawdown using Plotly (template="plotly_dark")
  • Export trades to CSV
  1. Never use icons/emojis in code or logger output
  2. For futures symbols (NIFTY, BANKNIFTY), use lot-size-aware sizing:
  • NIFTY: min_size=65, size_granularity=65 (effective 31 Dec 2025)
  • BANKNIFTY: min_size=30, size_granularity=30
  • Use fees=0.00018, fixed_fees=20 for F&O futures

Available Strategies

StrategyKeywordTemplate
EMA Crossoverema-crossoverassets/ema_crossover/backtest.py
RSIrsiassets/rsi/backtest.py
Donchian Channeldonchianassets/donchian/backtest.py
Supertrendsupertrendassets/supertrend/backtest.py
MACD Breakoutmacdassets/macd/backtest.py
SDA2sda2assets/sda2/backtest.py
Momentummomentumassets/momentum/backtest.py
Dual Momentumdual-momentumassets/dual_momentum/backtest.py
Buy & Holdbuy-holdassets/buy_hold/backtest.py
RSI Accumulationrsi-accumulationassets/rsi_accumulation/backtest.py

Benchmark Rules

  • Default: NIFTY 50 via OpenAlgo (symbol="NIFTY", exchange="NSE_INDEX")
  • If user specifies a different benchmark, use that instead
  • For yfinance: use ^NSEI for India, ^GSPC (S&P 500) for US markets
  • Always compare: Total Return, Sharpe, Sortino, Max Drawdown

Example Usage

/backtest ema-crossover RELIANCE NSE D /backtest rsi SBIN /backtest supertrend NIFTY NFO 5m

Score

0–100
63/ 100

Grade

C

Popularity15/30

1,895 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.

Backtest skill score badge previewScore badge

Markdown

[![Backtest skill](https://www.remoteopenclaw.com/skills/marketcalls/vectorbt-backtesting-skills/backtest/badges/score.svg)](https://www.remoteopenclaw.com/skills/marketcalls/vectorbt-backtesting-skills/backtest)

HTML

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

Backtest FAQ

How do I install the Backtest skill?

Run “npx skills add https://github.com/marketcalls/vectorbt-backtesting-skills --skill backtest” 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 Backtest skill do?

Quick backtest a strategy on a symbol. Creates a complete .py script with data fetch, signals, backtest, stats, and plots. The full SKILL.md on this page shows the exact instructions the skill gives your agent.

Is the Backtest skill free?

Yes. Backtest 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 Backtest work with Claude Code and OpenClaw?

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

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