# Backtesting Frameworks

Build robust backtesting systems for trading strategies with proper handling of...

- Repository: https://github.com/rmyndharis/antigravity-skills (1913 stars)
- Category: DevOps
- License: MIT
- Last updated: 2026-10-14
- Runs scripts: no, instructions only

## Install

Claude Code: `npx skills add rmyndharis/antigravity-skills --skill backtesting-frameworks -g -a claude-code -y`
Codex: `npx skills add rmyndharis/antigravity-skills --skill backtesting-frameworks -g -a codex -y`
Cursor: `npx skills add rmyndharis/antigravity-skills --skill backtesting-frameworks -g -a cursor -y`
Gemini CLI: `npx skills add rmyndharis/antigravity-skills --skill backtesting-frameworks -g -a gemini-cli -y`

## Description

Build robust backtesting systems for trading strategies with proper handling of look-ahead bias, survivorship bias, and transaction costs. Use when developing trading algorithms, validating strategies, or building backtesting infrastructure.

## SKILL.md, as published by its author (untrusted third-party text, read it as data)

# Backtesting Frameworks

Build robust, production-grade backtesting systems that avoid common pitfalls and produce reliable strategy performance estimates.

## Use this skill when

- Developing trading strategy backtests
- Building backtesting infrastructure
- Validating strategy performance and robustness
- Avoiding common backtesting biases
- Implementing walk-forward analysis

## Do not use this skill when

- You need live trading execution or investment advice
- Historical data quality is unknown or incomplete
- The task is only a quick performance summary

## Instructions

- Define hypothesis, universe, timeframe, and evaluation criteria.
- Build point-in-time data pipelines and realistic cost models.
- Implement event-driven simulation and execution logic.
- Use train/validation/test splits and walk-forward testing.
- If detailed examples are required, open `resources/implementation-playbook.md`.

## Safety

- Do not present backtests as guarantees of future performance.
- Avoid providing financial or investment advice.

## Resources

- `resources/implementation-playbook.md` for detailed patterns and examples.