Agent Refinement
ruvnet/ruflo
Agent skill for refinement - invoke with $agent-refinement. An agent skill from ruvnet/ruflo.
Refine prose and everyday explanations to remove formulaic AI phrasing, empty rhetoric, repetitive structure, and generic character voices while preserving meaning and technical syntax.
Custom licenceAuto-check passed
Install Rewrite Natural Prose
$ npx skills add LiarMTTT/TavernWeave --skill rewrite-natural-prose -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install LiarMTTT/TavernWeave rewrite-natural-prose --agent claude-codeProject scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).
$ git clone --depth 1 https://github.com/LiarMTTT/TavernWeave.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/rewrite-natural-prose .claude/skills/rewrite-natural-prose && rm -rf skills-srcUse ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.
Claude Code skills documentation · loads skills from .claude/skills/
Install the "rewrite-natural-prose" agent skill from https://github.com/LiarMTTT/TavernWeave/tree/main/skills/rewrite-natural-prose into .claude/skills/rewrite-natural-prose/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewrite-natural-prose", then confirm the skill loads.Claude Code copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$skill-installer install https://github.com/LiarMTTT/TavernWeave/tree/main/skills/rewrite-natural-proseType this inside Codex. $skill-installer <name> installs a curated skill from openai/skills. The installer writes to $CODEX_HOME/skills (default ~/.codex/skills). Restart Codex if the skill does not show up.
$ npx skills add LiarMTTT/TavernWeave --skill rewrite-natural-prose -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install LiarMTTT/TavernWeave rewrite-natural-prose --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/LiarMTTT/TavernWeave.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/rewrite-natural-prose .agents/skills/rewrite-natural-prose && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "rewrite-natural-prose" agent skill from https://github.com/LiarMTTT/TavernWeave/tree/main/skills/rewrite-natural-prose into .agents/skills/rewrite-natural-prose/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewrite-natural-prose", then confirm the skill loads.Codex copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add LiarMTTT/TavernWeave --skill rewrite-natural-prose -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install LiarMTTT/TavernWeave rewrite-natural-prose --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/LiarMTTT/TavernWeave.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/rewrite-natural-prose .cursor/skills/rewrite-natural-prose && rm -rf skills-srcUse ~/.cursor/skills/ instead of .cursor/skills for a personal install.
Cursor skills documentation · loads skills from .cursor/skills/, .agents/skills/, .claude/skills/, .codex/skills/
Install the "rewrite-natural-prose" agent skill from https://github.com/LiarMTTT/TavernWeave/tree/main/skills/rewrite-natural-prose into .cursor/skills/rewrite-natural-prose/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewrite-natural-prose", then confirm the skill loads.Cursor copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gemini skills install https://github.com/LiarMTTT/TavernWeave.git --path skills/rewrite-natural-prose--scope user (default) or --scope workspace; --path is the subfolder of the repo that holds the skill; --consent skips the security confirmation prompt.
$ npx skills add LiarMTTT/TavernWeave --skill rewrite-natural-prose -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install LiarMTTT/TavernWeave rewrite-natural-prose --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/LiarMTTT/TavernWeave.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/rewrite-natural-prose .gemini/skills/rewrite-natural-prose && rm -rf skills-srcUse ~/.gemini/skills/ instead of .gemini/skills for a personal install, then run /skills reload.
Gemini CLI skills documentation · loads skills from .gemini/skills/, .agents/skills/
Install the "rewrite-natural-prose" agent skill from https://github.com/LiarMTTT/TavernWeave/tree/main/skills/rewrite-natural-prose into .gemini/skills/rewrite-natural-prose/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewrite-natural-prose", then confirm the skill loads.Gemini CLI copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ gh skill install LiarMTTT/TavernWeave rewrite-natural-proseInstalls for Copilot at project scope by default; add --scope user for a personal install. Preview a skill first with gh skill preview. Needs GitHub CLI 2.90.0 or later (public preview).
$ npx skills add LiarMTTT/TavernWeave --skill rewrite-natural-prose -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/LiarMTTT/TavernWeave.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/rewrite-natural-prose .github/skills/rewrite-natural-prose && rm -rf skills-srcUse ~/.copilot/skills/ instead of .github/skills for a personal install. Commit .github/skills so cloud agent and code review can use it.
GitHub Copilot skills documentation · loads skills from .github/skills/, .claude/skills/, .agents/skills/
Install the "rewrite-natural-prose" agent skill from https://github.com/LiarMTTT/TavernWeave/tree/main/skills/rewrite-natural-prose into .github/skills/rewrite-natural-prose/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewrite-natural-prose", then confirm the skill loads.GitHub Copilot copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
$ npx skills add LiarMTTT/TavernWeave --skill rewrite-natural-prose -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install LiarMTTT/TavernWeave rewrite-natural-prose --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/LiarMTTT/TavernWeave.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/rewrite-natural-prose .opencode/skills/rewrite-natural-prose && rm -rf skills-srcUse ~/.config/opencode/skills/ instead of .opencode/skills for a personal install.
OpenCode skills documentation · loads skills from .opencode/skills/, .claude/skills/, .agents/skills/
Install the "rewrite-natural-prose" agent skill from https://github.com/LiarMTTT/TavernWeave/tree/main/skills/rewrite-natural-prose into .opencode/skills/rewrite-natural-prose/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "rewrite-natural-prose", then confirm the skill loads.OpenCode copies the folder itself, the same result as the manual copy. Check what it changed before you commit it.
Facts
- Skill name
rewrite-natural-prose- GitHub stars
- 154
- Token cost
- ~1.6k tokens
- SKILL.md length
- 811 words
- Files
- 7 (incl. scripts, references, assets)
- Skills in repo
- 22
- Repo updated
- First seen
- Licence
- Custom licence
At a glance
Refine prose and everyday explanations to remove formulaic AI phrasing, empty rhetoric, repetitive structure, and generic character voices while preserving meaning and technical syntax.
- 洗稿、去 AI 味、去八股、自然表达
- SKILL.md covers Shared communication, Choose the amount of change, Modes and state and Persistent rules, plus 1 more section
- Runs JavaScript scripts from its folder; calls node
- Exit an explicitly requested continuous
What it does
Rewrite Natural Prose is an agent skill from LiarMTTT/TavernWeave. Refine prose and everyday explanations to remove formulaic AI phrasing, empty rhetoric, repetitive structure, and generic character voices while preserving meaning and technical syntax. Use for 洗稿、去 AI 味、去八股、自然表达, or to enable, inspect, or exit an explicitly requested continuous or persistent rewriting mode. Supports character-card prose, dialogue, narrative, documentation, plans, and reports; ordinary card creation does not activate a persistent mode.
Its SKILL.md is about 1.6k tokens, which your agent loads only when the skill is triggered. The skill folder holds 11 other files, including scripts, reference files and assets (for example `agents/openai.yaml`, `assets/rewrite-policy.md` and `references/editing-guide.md`).
The repository describes itself as: Noncommercial Agent Skills for SillyTavern rolecard engineering.
When your agent uses it
- 洗稿、去 AI 味、去八股、自然表达
- Exit an explicitly requested continuous
- Persistent rewriting mode
Example prompts
- “/rewrite-natural-prose”
Requirements
- Node.js
What it can do on your machine
Read from SKILL.md and the folder at commit d9da0b0. It shows what the files ask for, not the result of running them.
Tool permissions
Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.
From allowed-tools in the SKILL.md frontmatter.
Runs code
Ships 1 file in scripts/ (JavaScript), which the agent can run.
Shell commands in SKILL.md call:
node
From the folder's file list and the shell code blocks in SKILL.md.
Network
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Credentials
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Context cost
Rewrite Natural Prose loads about 1.6k tokens when it runs, and up to ~3.7k if it reads all its reference files. Until then it costs about 120 tokens; SKILL.md has 811 words of instructions outside code blocks.
Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.
Safety
Auto-check passed
The automated check found no risky patterns in SKILL.md.
Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.
SKILL.md
Its licence (Custom licence) doesn't allow us to republish the file, so here is its outline and opening line. It has 811 words (~1,632 tokens).
“Apply TW plain-language and guidance rules to user-facing work. Explain terms in context; preserve the user's chosen 新人/入门/熟练/老手 level without inferred changes. 新人 and 入门 receive detailed explanations; every level receives needed and bug explanations unless the user explicitly waives…”
- name
- rewrite-natural-prose
Files
SKILL.md and 6 other files (scripts, references, assets) in skills/rewrite-natural-prose of LiarMTTT/TavernWeave.
- SKILL.md
- agents/openai.yaml
- assets/rewrite-policy.md
- references/editing-guide.md
- references/persistent-modes.md
- scripts/manage-rewrite-policy.mjs
- tests/policy.test.mjs
Open the folder on GitHubat commit d9da0b0
Compare with similar skills
Rewrite Natural Prose next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.
| Skill | Stars | Used in | Tokens | Auto-check | Licence | Repo updated |
|---|---|---|---|---|---|---|
| Rewrite Natural Prose this skillLiarMTTT/TavernWeave | 154 | — | ~1.6k | Automated safety check: Pass | Custom licence | |
| Agent Refinementruvnet/ruflo | 74k | 2 repos | ~3.5k | Automated safety check: Pass | MIT | |
| Rewrite Plannexu-io/open-design | 100k | — | ~511 | Automated safety check: Pass | Apache-2.0 | |
| Refinewindmill-labs/windmill | 18k | — | ~420 | Automated safety check: Pass | Custom licence | |
| Refiner AutomationComposioHQ/awesome-claude-skills | 77k | 3 repos | ~730 | Automated safety check: Pass | None | |
| Sparc Refineruvnet/ruflo | 74k | — | ~1.5k | Automated safety check: Notes | MIT |
Similar skills
Rewrite Plan
nexu-io/open-design
Author a long-running multi-file rewrite plan that subsequent patch-edit + diff-review + build-test stages will execute, with explicit ownership boundaries and patch-safety guarantees.
Refine
windmill-labs/windmill
End-of-session reflection. An agent skill from windmill-labs/windmill.
Refiner Automation
ComposioHQ/awesome-claude-skills
Automate Refiner tasks via Rube MCP (Composio). An agent skill from ComposioHQ/awesome-claude-skills.
Sparc Refine
ruvnet/ruflo
Run the SPARC Refinement and Completion phases — review code, improve test coverage, validate against specification, and generate documentation
Refine Prompt
penpot/penpot
Refine and improve a user-supplied prompt for maximum clarity and effectiveness using prompt-engineering best practices and Penpot project context.
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Questions about Rewrite Natural Prose
What does Rewrite Natural Prose do?
Refine prose and everyday explanations to remove formulaic AI phrasing, empty rhetoric, repetitive structure, and generic character voices while preserving meaning and technical syntax. Rewrite Natural Prose is an agent skill from LiarMTTT/TavernWeave. Refine prose and everyday explanations to remove formulaic AI phrasing, empty rhetoric, repetitive structure, and generic character voices while preserving meaning and technical syntax.
When should I use Rewrite Natural Prose?
Rewrite Natural Prose fits situations like: 洗稿、去 AI 味、去八股、自然表达; exit an explicitly requested continuous; persistent rewriting mode.
How do I install Rewrite Natural Prose in Claude Code?
Run `npx skills add LiarMTTT/TavernWeave --skill rewrite-natural-prose -a claude-code`. Or copy the skill folder (skills/rewrite-natural-prose in LiarMTTT/TavernWeave) into .claude/skills/rewrite-natural-prose in your project. Claude Code loads it when a task matches its description.
How do I install Rewrite Natural Prose in Codex?
Run `npx skills add LiarMTTT/TavernWeave --skill rewrite-natural-prose -a codex`. Or copy the skill folder (skills/rewrite-natural-prose in LiarMTTT/TavernWeave) into .agents/skills/rewrite-natural-prose in your project. Codex loads it when a task matches its description.
Can I use Rewrite Natural Prose in Cursor, Gemini CLI or GitHub Copilot?
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add LiarMTTT/TavernWeave --skill rewrite-natural-prose -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/rewrite-natural-prose, .gemini/skills/rewrite-natural-prose, .github/skills/rewrite-natural-prose and .opencode/skills/rewrite-natural-prose in your project.
What does Rewrite Natural Prose need to run?
Going by SKILL.md and its folder, Rewrite Natural Prose needs JavaScript for the scripts in its folder and the command-line tools its instructions call (node). Our summary lists: Node.js.
Does Rewrite Natural Prose access the network?
SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.
Is Rewrite Natural Prose safe to install?
Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.
What licence does Rewrite Natural Prose use?
Rewrite Natural Prose has a licence file (the repository's licence) that doesn't match a standard licence. Read it on GitHub before reusing the skill.
How many tokens does Rewrite Natural Prose use?
About 1.6k tokens (SKILL.md is roughly 6.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 2.1k tokens, read only when the agent opens those files.
What are the alternatives to Rewrite Natural Prose?
Skills that share tags, products or a category with Rewrite Natural Prose: Agent Refinement (ruvnet/ruflo, 74k stars), Rewrite Plan (nexu-io/open-design, 100k stars), Refine (windmill-labs/windmill, 18k stars) and Refiner Automation (ComposioHQ/awesome-claude-skills, 77k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
Who maintains Rewrite Natural Prose?
LiarMTTT (a GitHub user) maintains it in LiarMTTT/TavernWeave, which has 154 GitHub stars. The repository holds 22 skills in this directory. The repository was last updated on October 4, 2026.
Source: LiarMTTT/TavernWeave on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.