weco

Automate code optimization with the Weco CLI against speed, accuracy, latency, and cost metrics.

7|1|Updated Jan 27, 2026

Search Tags:#code quality #performance #optimization #speed #accuracy #weco

Ready to run

npx skills add https://github.com/WecoAI/weco-skill --skill weco

💬 Prompt for ChatGPT / Claude Chat▼

Please help me install this Agent Skill.
Skill: weco
Source: https://github.com/WecoAI/weco-skill/tree/main
Command: npx skills add https://github.com/WecoAI/weco-skill --skill weco

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill includes scripts (resource) and references (resource) and assets (resource) components.

What problem does it solve?

This Skill automates the complex and time-consuming process of code optimization, making your software faster, more accurate, and more efficient without manual effort.

Core Features & Use Cases

Automated Optimization: Uses the Weco engine to iteratively refine code against measurable metrics like speed, accuracy, latency, or cost.
Multiple Modes: Offers "Vibe Mode" for quick, autonomous optimization and "Assistant Scientist Mode" for collaborative, educational deep dives.
Use Case: You have a Python function that's too slow. Ask the Skill to "make this function faster," and it will analyze, benchmark, optimize, and present a significantly improved version.

Quick Start

Use the weco skill to make the current code faster.

Frequently Asked Questions about weco

High-intent search queries and answers about installing and using this skill.

FAQPage Schema

How do I automate code optimization for speed and accuracy?▼

Automated code optimization analyzes your code, sets up benchmarks, and runs an iterative engine to refine it against measurable metrics like speed and accuracy. This significantly improves performance without requiring manual tuning effort.

Can I optimize Python functions to run faster automatically?▼

Yes, you can optimize Python functions to run faster automatically by using an optimization engine that iteratively refines the code. You simply request it to make a function faster, and it analyzes, benchmarks, and presents an improved version.

What is iterative code refinement against performance metrics?▼

Iterative code refinement against performance metrics is a process where an optimization engine repeatedly adjusts code to improve measurable targets like speed, accuracy, latency, or cost. It benchmarks each version to ensure continuous performance gains.

Do I need the Weco CLI to optimize code within Claude Code or Cursor?▼

Yes, you need the Weco CLI installed to optimize code within Claude Code or Cursor. The optimization engine integrates with these platforms to analyze code, run benchmarks, and apply iterative improvements autonomously or collaboratively.

Does automated code optimization support collaborative workflows?▼

Yes, automated code optimization supports collaborative workflows through Assistant Scientist Mode for educational deep dives, alongside an autonomous Vibe Mode for quick, self-directed iterative refinement against your performance metrics.

What are the limitations of autonomous code optimization?▼

Limitations of autonomous code optimization include its reliance on the Weco CLI and integration with Claude Code or Cursor, meaning it requires these specific environments to function and cannot operate as a standalone utility.