Evaluator-Optimizer in Claude Code: From Pattern to Skill
How I turned an Agentic AI pattern into a reusable Claude Code skill with evidence-based evaluation.
From zero to pro with Claude Code. In-depth guides and tips you can apply today.
8 articles · 33 tips
How I turned an Agentic AI pattern into a reusable Claude Code skill with evidence-based evaluation.
Practical guide to Claude Code hooks: 3 hook types, 5 essential hooks, advanced patterns and common pitfalls. With copy-paste ready examples.
Skills are the fastest way to create repeatable workflows in Claude Code. A markdown file, a slash command, and predictable steps with human intervention.
Learn how to connect Claude Code with Playwright and Notion via MCP to create an automated UI and code review system.
Learn to create and manage subagents in Claude Code. Divide complex tasks, avoid context contamination, and scale your AI development.
The definitive Claude Code guide (2026). Installation, CLAUDE.md configuration, hooks, skills, subagents, and professional workflows for developers.
Understand what the Model Context Protocol (MCP) is and how to use it in Claude Code to connect your LLM with real tools (GitHub, Linear, Databases).
Use opusplan in Claude Code: Opus for planning, Sonnet for execution, Haiku for exploring. Stop using the frontier model for everything.
Learn when each Claude Code feature loads into context — CLAUDE.md, Skills, MCP, Subagents, and Hooks — and how to save tokens from the start.
The 5 exclusive features of Claude Code Desktop over the CLI: visual diffs, parallel sessions, embedded preview, PR monitoring, and built-in connectors.
Build the Evaluator-Optimizer pattern as an inline skill in Claude Code. One LLM generates, another evaluates every claim against real evidence.
Every agentic pattern from Anthropic's guide maps to a Claude Code primitive. Here's the complete reference.
Hooks are commands that run automatically at specific points in Claude Code's lifecycle. Unlike CLAUDE.md instructions, hooks are deterministic: if the condition is met, they always execute.
Use the allowed-tools field in your Claude Code skills to automate tool approval and eliminate repetitive confirmation prompts.
claude -w feature-auth creates a git worktree, branches your code, and starts a new Claude instance in it. Run it three times in three terminals and you have three Claudes working on three different tasks — in parallel, on the same repo, without conflicts.
claude --continue --fork-session creates an independent branch of your current conversation. Same context, new path. Like git branch, but for your sessions with Claude.
claude --chrome or /chrome connects Claude Code to your browser. Claude opens tabs, navigates, clicks, reads the console, and debugs your frontend — all without leaving the terminal.
Press Ctrl+O to watch Claude think. Spot problems early. Stop bad decisions before they become bad code.
MCP is not a plugin, not a skill, not an API. It's a protocol. claude mcp add + URL or local command and Claude is connected to any service.