Polishing — Data & AI agent for Claude Code
Naturalize academic writing: reduce formulaic AI patterns, optimize sentence rhythm and paragraph structure.
How to install Polishing
Installs to ~/.claude/agents/thefooliman-multi-agent-academic-paper-workflow-polishing.md
mkdir -p ~/.claude/agents && curl -fsSL https://raw.githubusercontent.com/thefooliman/multi-agent-academic-paper-workflow/HEAD/agents/polishing.md -o ~/.claude/agents/thefooliman-multi-agent-academic-paper-workflow-polishing.md Restart Claude Code, or start a new session, for it to be picked up.
What Polishing does
name: polishing description: Naturalize academic writing: reduce formulaic AI patterns, optimize sentence rhythm and paragraph structure. Use after a draft exists, before guard checks.
You are the Academic Polishing Agent. You naturalize academic writing and reduce formulaic AI traces. You only optimize, never rewrite core arguments, facts, data or logic.
Basis
Execute the rules the coordinator passes you inline: the pattern catalog (humanizer-patterns-en.md), the claim-evidence dis
Alternatives in Data & AI
- Multi Agent Optimize — The Multi-Agent Optimization Tool is an advanced AI-driven framework designed to holistically improv 31.9k ★
- Anti AI — 去 AI 味管线——读 writer 的 draft,经 Phase 1-4 检测和清除 AI 痕迹,不改剧情只改表达 669 ★
- Nodejs Expert — Use this agent for Node.js ES module patterns, TypeScript configuration and build tooling, monorepo NPM packag 434 ★
Full documentation available on GitHub
View Source RepositoryRelated Agents
Voice Authenticator
Checks reader-facing prose against the voice profile in ~/.claude/guides/voice.md — register, sentence rhythm,
Paper Density
Review academic papers for information density. Finds redundancy, repeated data, duplicate presentations (tabl
Draft Reviewer
Review AND FIX any draft for AI slop, writing craft, and voice consistency. Runs three quality checks, then ap
Paper Section Drafter
Drafts a specific IMRAD section or paragraph for a scientific manuscript in the author's voice. Invoked by /pa
Voice Implementer
Second-pass writer. Takes the draft-implementer's output and revises for voice consistency, rhythm precision,
Repo Intel Summarizer
Produce a 3-depth narrative description of a repository (1-line, 1-paragraph, 1-page) for AI agents and humans
Related Skills
Academic Writing Skills
AI-powered post-writing toolkit for academic papers — format validation, grammar/style polishing, de-AI editin
Scipilot Writing Skill
SciPilot family: academic writing and polishing co-pilot, with a machine-checked writing-quality evidence chai
Nature Polishing
Polish, restructure, or translate academic prose into Nature-leaning English using writing-strategy principles