# Human Writing Skills > Advanced multilingual AI humanizer for natural rewriting, fiction editing, long-form audit and continuity, verified chunked agent review, translationese review, and character consistency. Humanize AI text, remove robotic tone, edit fiction and novels, continue webnovel chapters, proofread writing, and audit story continuity, character voice, dialogue register and performance, scene geography, relationships, numbers, citations, source meaning, and translated-text fidelity. Use for AI writing cleanup, supplied-sample style matching, long-context fiction, essays, news, official, academic, legal, and technical prose. Trigger on humanize AI text, de-AI writing, natural rewriting, novel writing assistant, story consistency checker, scene ending audit, reflective ending, chunked audit, long-form agent audit, translationese audit, style consistency review, character consistency audit, dialogue audit, dialogue action audit, 增强版去 AI 写作 Skill、高级 AI 写作工具、去AI味、去AI写作、消除AI腔、AI人性化改写、AI文本润色、AI文章润色、小说润色、小说续写、AI式结尾、生硬结尾审查、无意义升华 - Skill: `whh110112/human-writing-skills` (Agent Skill, multi-file: 12 files) - Install (CLI): `npx skillmds@latest add whh110112/human-writing-skills` - Raw SKILL.md: https://api.skillmd.com/api/skills/whh110112/human-writing-skills/raw - Safety review: pending - Works with: Claude Code, Claude.ai, OpenAI Codex - Category: AI & ML - Author: whh110112 (https://skillmd.com/u/whh110112) - Updated: 2026-09-17 - Page: https://skillmd.com/skills/whh110112/human-writing-skills --- # Advanced Human Writing & AI Humanizer Humanize AI-shaped text, write or continue genre-aware prose, and audit long-form continuity without flattening a specific voice. Use the smallest set of modules that covers the task. Keep project facts, prior chapters, rewrite originals, and continuity ledgers separate from optional style references. ## Capability Layers - The `humanwriting/` Python package is executable. Its CLI deterministically compiles prompts, locates recurring text patterns, calculates diagnostics, previews conservative fixes, checks protected content, and writes staged audits. - The Markdown files under `skills/` are model-executed writing and editorial modules. They are selected by the compiler and are intentionally not pretending to be deterministic NLP algorithms. - A normal installation includes both layers. Verify the executable layer with `human-writing-skills list --kind module` and run a real draft through `lint`, `fix`, `verify`, or `pipeline` rather than judging the package from `SKILL.md` alone. - `human-writing-mcp` is an optional project-local coordination layer. It gives separate agents bounded long-form assignments, stores receipts, and refuses reconciliation until coverage verification passes. It does not call a model. ## Quick Humanize Route - For a supplied draft, use `humanize --mode quick` for surface patterns, rewrite fidelity, and voice/ambiguity preservation. - Use `--mode deep` only when structural repetition, cliches, paragraph stagnation, or broad editorial reconstruction needs a separate pass. - Load `humanize-examples` only after an explicit request or `--with-examples`. - Do not activate rewrite-preservation modules for unrelated new drafting. ## Workflow 1. Select one base style from `skills/`: `fiction`, `webnovel`, `argumentative`, `news-report`, `formal-document`, `self-media`, or `academic-paper`. 2. Read only the relevant modules. Add continuity, spatial, relationship, number, dialogue, dialogue-performance, register, capability, world, process, salience, recurrence, source, rhythm, preservation, or AI-trace modules when the text actually needs them. `narrative-naturalness-audit` is reserved for deep or explicit AI-trace review of narrative prose; it is not loaded for ordinary quick humanization or serious documents. 3. Treat user facts and `--context` as authoritative. Never borrow facts from a style sample. When `--original` is supplied for a rewrite, activate `rewrite-fidelity` and preserve meaning without preserving awkward wording. In fiction and webnovels, do not let time/place mini-headings replace scene bridges. 4. Activate `reference-style-alignment` only when the user supplies reference material, gives an explicit style direction, or directly asks to match a style. 5. Treat `--source` as factual evidence only. Activate `source-grounding` only for serious academic, formal, news, legal, or technical work with explicit source files. 6. For important revisions, run deterministic `lint`, then independent audit profiles, then `verify` protected content against the source. Run `stats` only when distributional diagnostics help; use `fix` as a preview before writing. 7. Keep `voice`, `serial`, `world`, `process`, `momentum`, `salience`, `recurrence`, `ending`, `texture`, `fidelity`, `preservation`, examples, and `sources` separate from the default audit. Activate them explicitly or through `pipeline --auto`. `serial` requires context, `recurrence` requires at least three chapters, `fidelity` requires `--original`, `preservation` requires both explicit selection and `--original`, examples require an explicit request, and `sources` requires both a serious document and `--source`. 8. For a book-length manuscript or large report, use `chunk-audit` instead of placing the whole draft in one prompt. Supply `--outline` or `--context` for authoritative character or report rules. Use `--agent-mode deep` only when every block needs a visible coverage receipt, then run `verify-chunk-audit` before reconciliation. Use `--translationese` only for an explicitly translated or localized work. Read `docs/long-form-consistency.md` only for this workflow. 9. When multiple agents or sessions share a long-form project, use `human-writing-mcp` rather than copying the entire manuscript into each chat. Agents must claim a task, submit a complete receipt, and pass coverage verification before one final reconciliation task is released. Read `docs/agent-orchestration.md` only when an MCP-capable host is available. ## Commands ```powershell human-writing-skills build --style fiction --context ledger.md --task "Continue the scene." human-writing-skills humanize --draft chapter.md --style fiction --mode quick human-writing-skills humanize --draft article.md --style self-media --mode deep --with-examples human-writing-skills build --style fiction --reference sample.md --task "Match the sample's restrained rhythm." human-writing-skills build --style self-media --original original.md --task "Rewrite without adding facts." human-writing-skills audit --draft chapter.md --context ledger.md --profile physical human-writing-skills audit --draft chapter.md --profile voice human-writing-skills audit --draft chapter.md --context ledger.md --profile serial human-writing-skills audit --draft chapters.md --profile momentum human-writing-skills audit --draft chapters.md --profile recurrence human-writing-skills audit --draft chapter.md --profile process human-writing-skills audit --draft chapter.md --document-type fiction --profile ending human-writing-skills audit --draft paper.md --document-type academic-paper --source study.md --profile sources human-writing-skills audit --draft revised.md --original original.md --profile fidelity human-writing-skills audit --draft revised.md --original original.md --profile preservation human-writing-skills pipeline --draft chapter.md --context ledger.md --auto --with-stats --output-dir audit human-writing-skills chunk-audit --draft full-novel.md --style fiction --outline outline.md --output-dir novel-audit human-writing-skills chunk-audit --draft full-novel.md --style fiction --outline outline.md --agent-mode deep --output-dir novel-agent-audit human-writing-skills verify-chunk-audit --package-dir novel-agent-audit human-writing-skills chunk-audit --draft report-es.md --style news-report --source sources.md --translationese --agent-mode deep --output-dir report-audit human-writing-mcp --root C:\writing-project human-writing-skills lint --draft chapter.md --style fiction human-writing-skills stats --draft chapter.md --style fiction human-writing-skills fix --draft chapter.md --preview human-writing-skills verify --source original.md --candidate revised.md ``` Read `README.md` or `README.zh-CN.md` for user-facing guidance. Read files under `docs/` only for the workflow being used. Do not claim detector evasion or infer authorship from stylistic patterns; frame results as editing evidence.