Humanizer
Azure-Samples/interview-coach-agent-framework
Remove signs of AI-generated writing from text. An agent skill from Azure-Samples/interview-coach-agent-framework.
A skill your agent uses when the user provides an original and rewritten version, asks whether a rewrite preserved protected content, or wants a deterministic check for code, frontmatter, quotes…
$ npx skills add conorbronsdon/avoid-ai-writing --skill preservation-verifier -a claude-codeProject install by default; add -g for ~/.claude/skills/.
$ gh skill install conorbronsdon/avoid-ai-writing preservation-verifier --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/conorbronsdon/avoid-ai-writing.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/preservation-verifier .claude/skills/preservation-verifier && 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 "preservation-verifier" agent skill from https://github.com/conorbronsdon/avoid-ai-writing/tree/main/skills/preservation-verifier into .claude/skills/preservation-verifier/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "preservation-verifier", 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/conorbronsdon/avoid-ai-writing/tree/main/skills/preservation-verifierType 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 conorbronsdon/avoid-ai-writing --skill preservation-verifier -a codexProject install goes to .agents/skills/; add -g for ~/.codex/skills/.
$ gh skill install conorbronsdon/avoid-ai-writing preservation-verifier --agent codexProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/conorbronsdon/avoid-ai-writing.git skills-src && mkdir -p .agents/skills && cp -r skills-src/skills/preservation-verifier .agents/skills/preservation-verifier && rm -rf skills-srcUse ~/.agents/skills/ instead of .agents/skills for a personal install.
Codex skills documentation · loads skills from .agents/skills/
Install the "preservation-verifier" agent skill from https://github.com/conorbronsdon/avoid-ai-writing/tree/main/skills/preservation-verifier into .agents/skills/preservation-verifier/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "preservation-verifier", 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 conorbronsdon/avoid-ai-writing --skill preservation-verifier -a cursorProject install goes to .agents/skills/; add -g for ~/.cursor/skills/.
$ gh skill install conorbronsdon/avoid-ai-writing preservation-verifier --agent cursorProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/conorbronsdon/avoid-ai-writing.git skills-src && mkdir -p .cursor/skills && cp -r skills-src/skills/preservation-verifier .cursor/skills/preservation-verifier && 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 "preservation-verifier" agent skill from https://github.com/conorbronsdon/avoid-ai-writing/tree/main/skills/preservation-verifier into .cursor/skills/preservation-verifier/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "preservation-verifier", 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/conorbronsdon/avoid-ai-writing.git --path skills/preservation-verifier--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 conorbronsdon/avoid-ai-writing --skill preservation-verifier -a gemini-cliProject install goes to .agents/skills/; add -g for ~/.gemini/skills/.
$ gh skill install conorbronsdon/avoid-ai-writing preservation-verifier --agent gemini-cliProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/conorbronsdon/avoid-ai-writing.git skills-src && mkdir -p .gemini/skills && cp -r skills-src/skills/preservation-verifier .gemini/skills/preservation-verifier && 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 "preservation-verifier" agent skill from https://github.com/conorbronsdon/avoid-ai-writing/tree/main/skills/preservation-verifier into .gemini/skills/preservation-verifier/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "preservation-verifier", 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 conorbronsdon/avoid-ai-writing preservation-verifierInstalls 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 conorbronsdon/avoid-ai-writing --skill preservation-verifier -a github-copilotProject install goes to .agents/skills/; add -g for ~/.copilot/skills/.
$ git clone --depth 1 https://github.com/conorbronsdon/avoid-ai-writing.git skills-src && mkdir -p .github/skills && cp -r skills-src/skills/preservation-verifier .github/skills/preservation-verifier && 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 "preservation-verifier" agent skill from https://github.com/conorbronsdon/avoid-ai-writing/tree/main/skills/preservation-verifier into .github/skills/preservation-verifier/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "preservation-verifier", 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 conorbronsdon/avoid-ai-writing --skill preservation-verifier -a opencodeOpenCode documents no install command of its own. Project install goes to .agents/skills/; add -g for ~/.config/opencode/skills/.
$ gh skill install conorbronsdon/avoid-ai-writing preservation-verifier --agent opencodeProject scope by default (.agents/skills/); add --scope user for a personal install.
$ git clone --depth 1 https://github.com/conorbronsdon/avoid-ai-writing.git skills-src && mkdir -p .opencode/skills && cp -r skills-src/skills/preservation-verifier .opencode/skills/preservation-verifier && 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 "preservation-verifier" agent skill from https://github.com/conorbronsdon/avoid-ai-writing/tree/main/skills/preservation-verifier into .opencode/skills/preservation-verifier/ in this project. Copy the whole folder (SKILL.md and every file beside it), keep the folder name "preservation-verifier", 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.
preservation-verifierA skill your agent uses when the user provides an original and rewritten version, asks whether a rewrite preserved protected content, or wants a deterministic check for code, frontmatter, quotes…
Preservation Verifier is an agent skill from conorbronsdon/avoid-ai-writing. Use when the user provides an original and rewritten version, asks whether a rewrite preserved protected content, or wants a deterministic check for code, frontmatter, quotes, tables, links, paths, numbers, headings, and residual AI-pattern regressions.
Its SKILL.md is about 1.7k tokens, which your agent loads only when the skill is triggered. The skill folder holds 5 other files, including scripts (for example `agents/openai.yaml`, `scripts/patterns.js` and `scripts/validate.js`).
It sits in Writing & Content, covering Humanizing AI text. The repository describes itself as: Skill that audits and rewrites content to remove AI writing patterns. Use it with your favorite agents including Claude Code, OpenClaw, Codex, and Hermes. The licence is MIT.
Read from SKILL.md and the folder at commit 5a5cf6a. It shows what the files ask for, not the result of running them.
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.
Ships 2 files in scripts/ (JavaScript), which the agent can run.
Shell commands in SKILL.md call:
nodeFrom the folder's file list and the shell code blocks in SKILL.md.
No URLs in SKILL.md.
From URLs in SKILL.md, links to its own repository left out.
Names no API keys, tokens, secrets or passwords.
From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.
Preservation Verifier loads about 1.7k tokens when it runs. Until then it costs about 69 tokens; SKILL.md has 825 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.
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.
The full file from conorbronsdon/avoid-ai-writing at commit 5a5cf6a, republished under its MIT licence (© conorbronsdon). 825 words, ~1,740 tokens.
.claude/skills/preservation-verifier/SKILL.md (or your agent's skills folder). This skill also uses 3 other files; get the full folder from GitHub.Verify that a rewrite or file edit kept the content the original ../avoid-ai-writing/SKILL.md says to protect.
For cross-Skill work, follow ../avoid-ai-writing-router/references/handoff-contract.md and ../avoid-ai-writing-router/references/skill-graph.json.
Accept before/after verification from:
avoid-ai-writing-router via ROUTE when the user directly supplies before and after material.voice-preserving-rewriter via VERIFY after returned-text rewriting.file-edit-in-place via VERIFY after an authorized named-file mutation.Require both original and current versions. If either is unavailable, return control to the router rather than inventing a comparison.
Update the handoff envelope with:
execution_evidence.verifier: executed only if the bundled validator ran, otherwise model_only.verification_summary.status: PASS, REVIEW, or FAIL.A FAIL is a blocking workflow result. The rewrite/edit stage is not complete merely because text was produced or a file write succeeded.
REPAIR to voice-preserving-rewriter when returned text failed preservation and the shared editing budget has room.REPAIR to file-edit-in-place when a named file failed preservation and the shared editing budget has room.RECHECK to ai-writing-detector only when convergence or a residual audit was part of the user's request.PASS unless another user-requested stage remains.Apply both encoded lenses from ../avoid-ai-writing-router/references/agency-role-lenses.md:
agency-software-architect: verification is a boundary gate with explicit ownership and bounded repair cycles.agency-senior-developer: execution claims require actual command evidence, errors propagate, and before/after state remains attributable to the correct target.The verifier does not rewrite content itself.
The bundled scripts/validate.js is an exact copy of the source repository's preservation validator. When Node execution is available, run:
node scripts/validate.js --residual-policy warn before.md after.mdFor programmatic use:
const { validate } = require("./scripts/validate.js");
const result = validate(original, rewritten, { residualPolicy: "warn" });Use the explicit warn residual policy for editorial verification. The validator exposes mechanical preservation results separately from quality diagnostics while retaining top-level errors, warnings, and stats. Residual growth stays visible as a warning; it is not proof of content damage and does not by itself authorize a repair. A skipped, unavailable, or unscored quality check is not a clean residual audit. It does not decide whether a semantic change was grounded in an explicit user correction or whether the user specifically authorized editing a normally protected span. Never claim it ran unless the current host executed it.
If execution is unavailable, compare the original and rewrite manually using the same preservation contract and label the result as model_only.
In addition to the canonical validator's structural checks, apply the canonical editing contract in a separate semantic review. Check remaining meaning, attribution, quantities and units, negation, conditions, causality, uncertainty, and speaker experience. Treat an explicit user correction as the intended change rather than an invention. If the user specifically placed a normally protected span in scope, verify that requested change and continue protecting its data and attribution; do not infer permission from a general cleanup, style, or voice request. Report this review as model-only rather than claiming the deterministic validator performed it.
When human_representation_sensitive: true, review identity and representation details protected by the agency-inclusive-visuals-specialist lens. A structurally valid rewrite may still require REVIEW or FAIL if it erased or genericized material cultural, geographic, disability, attire, skin-tone/lighting, physical-reality, or anti-stereotype constraints.
Do not claim the deterministic validator checked semantic representation details that it does not implement. Report that portion separately as model-only semantic review.
No blocking mechanical preservation error was found and no warning or semantic concern remains unresolved. If the user requested a residual audit, PASS also requires quality.status: checked; skipped, unavailable, or unscored requires REVIEW even when a number-spelling warning has been resolved. This does not prove semantic fidelity. Continue only if another requested stage remains.
Warnings or semantic changes need judgment but are not automatically blocking. Review number-added, number-missing, and residual-grew against the source and context; number spelling changes can be legitimate. Report unavailable or unscored residual analysis as incomplete when that audit was required. This includes a literal validator difference that corresponds to a specifically requested edit of normally protected content: review it against that scope and its remaining data and attribution constraints instead of automatically repairing it back to the original. Explain the exact uncertainty.
Protected content changed or disappeared. Identify the correct repair owner from source kind:
voice-preserving-rewriterfile-edit-in-placePass only the blocking repair scope and existing envelope. Do not ask the repair owner to redo clean parts. If pass.index has reached pass.max, report the unresolved failure instead of requesting another mutation.
At most one repair re-entry is allowed, and only while the requested editing budget has room. The repair consumes the next editing pass. Verification itself does not consume a pass. After repair, verify once more. If that check still fails, stop and report the unresolved errors. Never cycle indefinitely.
Return PASS, FAIL, or REVIEW, verifier execution status, blocking preservation errors, warnings, any separate semantic-guard review, the suggested repair owner, and whether the bounded repair opportunity has already been used.
© conorbronsdon, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file
SKILL.md and 3 other files (scripts) in skills/preservation-verifier of conorbronsdon/avoid-ai-writing.
Open the folder on GitHubat commit 5a5cf6a
Preservation Verifier 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 |
|---|---|---|---|---|---|---|
| Preservation Verifier this skillconorbronsdon/avoid-ai-writing | 4.9k | — | ~1.7k | Automated safety check: Pass | MIT | |
| HumanizerAzure-Samples/interview-coach-agent-framework | 172 | 37 repos | ~5.8k | Automated safety check: Pass | MIT | |
| User-Facing Text Cleanupguillaumemeyer/watermarks-remover | 24k | — | ~3.5k | Automated safety check: Pass | MIT | |
| Install Anti Sloptrycompai/crm | 11k | 1 repos | ~881 | Automated safety check: Pass | MIT | |
| Stop SlopXe/site | 732 | 8 repos | ~423 | Automated safety check: Pass | MIT | |
| Chinese Text Humanizerop7418/Humanizer-zh | 19k | — | ~2k | Automated safety check: Pass | MIT |
Azure-Samples/interview-coach-agent-framework
Remove signs of AI-generated writing from text. An agent skill from Azure-Samples/interview-coach-agent-framework.
guillaumemeyer/watermarks-remover
Audits prose for invisible Unicode characters and rewrites it while keeping facts, citations, code and required disclosures unchanged and the writer's voice intact.
trycompai/crm
Install and configure the anti-slop Oxlint plugin in a local TypeScript or JavaScript repository.
Xe/site
Remove AI writing patterns from prose. An agent skill from Xe/site.
op7418/Humanizer-zh
Edits Chinese articles, comments and documents to remove filler, repetition and template phrasing while keeping the facts, the level of certainty and the author's voice.
coji/natural-japanese
Writes and edits Japanese business documents so they read clearly and naturally, removes AI-sounding phrasing and can score how AI-like a text reads.
conorbronsdon/avoid-ai-writing
Audit and rewrite content to remove AI writing patterns ("AI-isms").
conorbronsdon/avoid-ai-writing
A skill your agent uses when the user asks to detect, scan, audit, score, or flag AI-writing patterns without rewriting the text, including requests for a deterministic local detector result when…
conorbronsdon/avoid-ai-writing
A skill your agent uses when a request combines AI-writing audit, rewrite, file editing, voice preservation, false-positive interpretation, verification, or when the user invokes Avoid AI Writing…
conorbronsdon/avoid-ai-writing
A skill your agent uses when a user asks what AI-writing flags mean, whether detector output proves AI authorship, or wants a careful interpretation of possible false positives, especially for…
conorbronsdon/avoid-ai-writing
A skill your agent uses when the user names a local file and explicitly asks to clean, rewrite, humanize, or remove AI-writing patterns in that file itself, with minimal targeted edits and post-edit…
conorbronsdon/avoid-ai-writing
A skill your agent uses when the user asks to rewrite, humanize, clean up, or remove AI-isms from text while preserving the writer's voice, facts, intent, structure, register, and protected material.
Categories
A skill your agent uses when the user provides an original and rewritten version, asks whether a rewrite preserved protected content, or wants a deterministic check for code, frontmatter, quotes…. Preservation Verifier is an agent skill from conorbronsdon/avoid-ai-writing. Use when the user provides an original and rewritten version, asks whether a rewrite preserved protected content, or wants a deterministic check for code, frontmatter, quotes, tables, links, paths, numbers, headings, and residual AI-pattern regressions.
Preservation Verifier fits situations like: the user provides an original and rewritten version; asks whether a rewrite preserved protected content; wants a deterministic check for code; residual AI-pattern regressions.
Run `npx skills add conorbronsdon/avoid-ai-writing --skill preservation-verifier -a claude-code`. Or copy the skill folder (skills/preservation-verifier in conorbronsdon/avoid-ai-writing) into .claude/skills/preservation-verifier in your project. Claude Code loads it when a task matches its description.
Run `npx skills add conorbronsdon/avoid-ai-writing --skill preservation-verifier -a codex`. Or copy the skill folder (skills/preservation-verifier in conorbronsdon/avoid-ai-writing) into .agents/skills/preservation-verifier in your project. Codex loads it when a task matches its description.
Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add conorbronsdon/avoid-ai-writing --skill preservation-verifier -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/preservation-verifier, .gemini/skills/preservation-verifier, .github/skills/preservation-verifier and .opencode/skills/preservation-verifier in your project.
Going by SKILL.md and its folder, Preservation Verifier needs JavaScript for the scripts in its folder and the command-line tools its instructions call (node). Our summary lists: Node.js.
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.
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.
Preservation Verifier is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.
About 1.7k tokens (SKILL.md is roughly 7k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.
Skills that share tags, products or a category with Preservation Verifier: Humanizer (Azure-Samples/interview-coach-agent-framework, 172 stars), User-Facing Text Cleanup (guillaumemeyer/watermarks-remover, 24k stars), Install Anti Slop (trycompai/crm, 11k stars) and Stop Slop (Xe/site, 732 stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.
conorbronsdon (a GitHub user) maintains it in conorbronsdon/avoid-ai-writing, which has 4,923 GitHub stars. The repository holds 7 skills in this directory. The repository was last updated on October 8, 2026.
Source: conorbronsdon/avoid-ai-writing on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.