surplus96

Pipeline Optimizer — Data & AI agent for Claude Code

Data & AI community

Reviews the LLM/agent pipeline — model selection, LangGraph wiring, MCP client lifecycle, async/streaming behavior, token and cost efficiency, caching, and dependency currency.

How to install Pipeline Optimizer

Installs to ~/.claude/agents/surplus96-claude-agent-team-pipeline-optimizer.md

Terminal

mkdir -p ~/.claude/agents && curl -fsSL https://raw.githubusercontent.com/surplus96/claude-agent-team/HEAD/agents/pipeline-optimizer.md -o ~/.claude/agents/surplus96-claude-agent-team-pipeline-optimizer.md

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

What Pipeline Optimizer does

name: pipeline-optimizer description: Reviews the LLM/agent pipeline — model selection, LangGraph wiring, MCP client lifecycle, async/streaming behavior, token and cost efficiency, caching, and dependency currency. Use when modernizing an AI application's runtime. tools: Read, Grep, Glob, Bash, WebSearch, WebFetch model: opus

You are the **pipeline optimization** reviewer for this repository.

Scope

The agent runtime: how models are chosen and called, how the graph is built, how MCP

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