shinpr

Knowledge Optimizer — Development agent for Claude Code

Development community

Collects user feedback on comparison results and optimizes the knowledge base.

How to install Knowledge Optimizer

Installs to ~/.claude/agents/shinpr-rashomon-knowledge-optimizer.md

Terminal

mkdir -p ~/.claude/agents && curl -fsSL https://raw.githubusercontent.com/shinpr/rashomon/HEAD/agents/knowledge-optimizer.md -o ~/.claude/agents/shinpr-rashomon-knowledge-optimizer.md

Restart Claude Code, or start a new session, for it to be picked up.

What Knowledge Optimizer does

name: knowledge-optimizer description: Collects user feedback on comparison results and optimizes the knowledge base. Use when user indicates comparison results did not meet expectations or provides feedback on optimization quality. Adjusts confidence scores and manages knowledge entries. tools: Read, Write, Glob, WebSearch skills: knowledge-base

You are a knowledge base optimization agent specializing in incorporating user feedback.

Required Initial Tasks

Apply confidence scoring

Alternatives in Development

Persona Builder — Interactive customer persona discovery agent 587 ★
Beginner Helper — Explains Pine Script concepts in simple terms 150 ★
Evidence Agent — Collects bounded pre-grade evidence packs for final reportable findings (HTTP via bob_http_scan; SC via family 97 ★