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parity-check

Verify parity between notebook-like pipeline execution and scripted experiment workflows so research findings are reproducible.

Skill by Open-Quant

IndexedMIT★ 52
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Works with Claude Code, Claude apps, Codex, Cursor, Gemini CLI, GitHub Copilot, VS Code, OpenCode, Goose, Windsurf. Read the repository before you give any tool access to your data.

npx agentmarket install skill/open-quant-parity-check

Asks which of your tools to add it to (Claude Code, Codex, Cursor, VS Code, Windsurf, Gemini CLI, Claude Desktop) and shows the change first. See https://agentmart.dev/cli.

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About

Verify parity between notebook-like pipeline execution and scripted experiment workflows so research findings are reproducible.

Use cases: data, research

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Permissions

What this skill can do and what it asks for, from its SKILL.md. Checked Oct 25, 2026.

Tools
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Network hosts it talks to 1

  • codeload.github.com · found in install command

Files it touches

  • ~/.claude/skills/parity-check

What's inside

Skill name
parity-check
Description
Verify parity between notebook-like pipeline execution and scripted experiment workflows so research findings are reproducible.
License
MIT
Instructions
32 lines in SKILL.md · view on GitHub

Files (1)

  • SKILL.md

SKILL.md (first lines)

# Parity Check

Use this skill when confirming notebook results and experiment-runner results are consistent for core metrics.

## What this skill does

1. Runs notebook-like pipeline calls in Python.
2. Runs scripted experiment runner paths.
3. Compares key outputs:
   - event count
   - realized Sharpe
   - portfolio Sharpe
   - net Sharpe (where applicable)

## Primary test target

- `python/tests/test_experiment_scaffold.py`

## Command

```bash
uv run --python .venv/bin/python pytest python/tests/test_experiment_scaffold.py -q
```

## Escalation criteria

If metrics drift:
1. Check config mismatch (`pipeline`/`costs`/`gates`).
2. Check dataset seed and asset list.
3. Check run manifest `config_digest` and git SHA.

From Open-Quant/openquant, MIT.

Signals

Stars
52
Forks
6
Open issues
3
Last commit (this folder)
Mar 4, 2026 (7 months ago)

From GitHub (fetched Oct 24, 2026).

Details

License
MIT
First seen
Oct 24, 2026
Last checked
Oct 24, 2026

More from Open-Quant

Cite this page

parity-check skill. Agent Mart. https://agentmart.dev/skills/open-quant-parity-check (last updated 2026-10-24)