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Reflection Loop LangGraph

blueprint · 3 agents · 0 MCP servers

What it does

A generator writes a first pass. A reflector reads it and writes specific, actionable criticism. The generator revises against that criticism. The loop runs until the reflector has nothing left to flag or a cap is hit. Simple, and it noticeably raises quality on writing and code tasks. Pure reasoning, no servers required.

Depends on (MCP servers)

Agent flow

1 · Generator
Write a draft
no tools · reasoning
2 · Reflector
Critique it honestly
no tools · reasoning
3 · Generator
Revise against the critique
no tools · reasoning
fork & run
# fork into your project, wire your own servers
npx socketcat fork reflection-loop