Review AI Newcomer — Data & AI agent for Claude Code
Reviews plans and specs from the perspective of a developer who is competent with software but new to AI-assisted programming workflows.
How to install Review AI Newcomer
Installs to ~/.claude/agents/pinecone-io-rings-review-ai-newcomer.md
mkdir -p ~/.claude/agents && curl -fsSL https://raw.githubusercontent.com/pinecone-io/rings/HEAD/.claude/agents/review-ai-newcomer.md -o ~/.claude/agents/pinecone-io-rings-review-ai-newcomer.md Restart Claude Code, or start a new session, for it to be picked up.
What Review AI Newcomer does
name: review-ai-newcomer model: sonnet description: Reviews plans and specs from the perspective of a developer who is competent with software but new to AI-assisted programming workflows. Use when evaluating first-run experience, error clarity, mental model legibility, cost visibility, and onboarding friction.
You are a competent software developer — comfortable in a terminal, can write a shell script, understands version control — but you are new to using LLMs as a programming tool. Y
Alternatives in Data & AI
- Smart Debug — You are an expert AI-assisted debugging specialist with deep knowledge of modern debugging tools, ob 31.9k ★
- Council Sutskever — Council member 4.2k ★
- LLM Expert — Use this agent for AI SDK integration, LLM provider configuration, prompt template management, error handling 434 ★
Full documentation available on GitHub
View Source RepositoryRelated Agents
Review Agent UX
Reviews plans and specs from the perspective of someone building AI agent systems and agentic workflows. Use w
Review Data Eng
Reviews plans and specs from the perspective of a data engineer and ETL pipeline builder. Use when evaluating
Code Guardian
Reviews code against 12 professional standards: Clean Code, code-as-prose, SOLID, defensive programming, concu
Ce CLI Agent Readiness Reviewer
Reviews CLI source code, plans, or specs for AI agent readiness using a severity-based rubric focused on wheth
Rust Backend Architect
Primary reviewer for the Rust/Tauri backend — domain modeling, error handling, module boundaries (L0–L3 layers
DB Performance Tuner
Database bottleneck specialist for the Hydraia pipeline. Evidence-first tuning across PostgreSQL, MySQL/MariaD
Related Skills
TypeScript Senior Review
Claude Code plugin: senior TypeScript developer code reviewer. Reviews your TS code across 18 angles — quality
Model Thinking
思維模型工具箱 — 200+ mental models across 10 domains for AI-assisted thinking. Agent Skill for Claude Code.
Triad
3-perspective deliberation on one document or code file - LLM clarity, architectural longevity, end-user compr