# Kymera Mr Optimizer

> A Claude skill from astoreyai/claude-skills.

- **Type:** Skill
- **Install:** `agentstack add skill-astoreyai-claude-skills-kymera-mr-optimizer`
- **Verified:** Yes — security-reviewed for prompt injection and unsafe behavior
- **Seller:** [astoreyai](https://agentstack.voostack.com/s/astoreyai)
- **Installs:** 0
- **Category:** [Agent Skills](https://agentstack.voostack.com/c/agent-skills)
- **Latest version:** 0.1.0
- **License:** MIT
- **Upstream author:** [astoreyai](https://github.com/astoreyai)
- **Source:** https://github.com/astoreyai/claude-skills/tree/master/kymera-mr-optimizer

## Install

```sh
agentstack add skill-astoreyai-claude-skills-kymera-mr-optimizer
```

Requires the [AgentStack CLI](https://agentstack.voostack.com/docs/cli). Works with Claude Code, Cursor, and any MCP-compatible agent.

## About

# Kymera Mean-Reversion Optimizer

Continuously optimizes mean-reversion strategy parameters based on real performance data. Identifies winning patterns and recommends parameter adjustments.

## Capabilities

- **Performance Analysis**: Analyze MR trade results and identify patterns
- **Win Rate Optimization**: Detect entry quality degradation
- **Parameter Tuning**: Recommend VWAP thresholds, stop-loss levels, profit targets
- **Symbol Selection**: Identify best-performing symbols
- **Portfolio Alignment**: Validate correlation with portfolio system

## Use Cases

1. **Analyze MR Performance**
   ```
   /kymera-mr-optimizer analyze
   ```

2. **Generate Optimization Report**
   ```
   /kymera-mr-optimizer report
   ```

3. **Validate System Alignment**
   ```
   /kymera-mr-optimizer check-alignment
   ```

## Key Parameters

- Win rate (target: ≥50%)
- Profit factor (target: ≥1.2)
- VWAP band threshold (1.5σ - 2.5σ)
- Stop-loss level (-2% to -4%)
- Profit targets (0.5% - 2%)
- Position sizing (Kelly-based)

## Integration

Works with:
- Strategy-to-portfolio integrator
- Portfolio-to-strategy converter
- Unified dashboard
- Risk adjuster

## Author

Aaron Storey | Kymera Strategy (Nov 2025)

## Source & license

This open-source skill is cataloged on AgentStack and links to its original source — we do not rehost the code.

- **Author:** [astoreyai](https://github.com/astoreyai)
- **Source:** [astoreyai/claude-skills](https://github.com/astoreyai/claude-skills)
- **License:** MIT

Install and usage instructions live in the source repository linked above.

## Pricing

- **Free** — Free

## Security capabilities

Automated source analysis of v0.1.0 — what this tool can access:

- **Network access:** no
- **Filesystem access:** no
- **Shell / process execution:** no
- **Environment & secrets:** no
- **Dynamic code execution:** no

*"Yes" means the capability is present in the source — more access means more to trust, not that it is unsafe.*


## Versions

- **0.1.0** — security scan: passed — Imported from the upstream source.

## Links

- Listing page: https://agentstack.voostack.com/l/skill-astoreyai-claude-skills-kymera-mr-optimizer
- Seller: https://agentstack.voostack.com/s/astoreyai
- Browse the marketplace: https://agentstack.voostack.com/browse

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Listed on AgentStack — the marketplace for AI agent skills and MCP servers. Every listing is security-reviewed. Creators keep 70%.