humanizer is agent-read markdown (skill) from llopresto87/cypress: Draft or revise prose a person will read (documentation, README text, ADR and spec bodies, runbooks, pull-request descriptions, commit messages, delivery summaries, briefs and reports for the owner) so it reads as deliberate writing by a competent author, without changing what it says. Use when a draft came out of a model and shows the tells (empty contrasts, staged openers, one-line closers, forced triads, dash dependence, inflated significance, bold labels on every item, chatbot residue), when.
Indexed from public GitHub and served as immutable, content-addressed versions. Install it pinned to an exact SHA-256 with the mdr CLI, and every file is verified against the hash recorded here before it reaches your agent. The deterministic audit below grades the latest version, and the same file always earns the same grade.
What the file says
# humanizer
This skill drafts or revises expository prose whose value depends on the
reader understanding and trusting it. Its doctrine is
`docs/graph/method/prose-posture.md`: meaning governs style, the information
contract is preserved, structure carries emphasis, genre outranks generic
advice, voice is a constraint, and editing stops when the prose does its
job. This node holds the procedure that applies the doctrine and the tool
that floors it.
Two halves do the work. The skill is the judgment: what the document must
cause the reader to understand or do, which claims must survive, which
diagnostics apply, what the voice is. The tool `docs/graph/prose-lint.py`
(seed home `tools/prose-lint.py`) is the floor under that judgment: it
reports the tells a pattern can catch, and with `--against <rev>` it proves
that a rewrite added and dropped nothing.
## When to apply this skill
- A document, README, runbook, or node body is being written or refreshed
for people, and the draft came out of a model or from notes.
- An ADR or spec body is about to flip to `accepted` or `active`
(`docs/graph/skills/adr-writer.md`, `docs/graph/skills/spec-author.md`).
…
Pin to a label to follow the author's releases, or to a sha256 to freeze the exact bytes forever. Either way the resolved hash is written to mdr.lock, and mdr install reproduces it on any machine.
A 17 of 17 checks passed. Deterministic, no model, same answer every run.
pass: Frontmatter block present
pass: Frontmatter declares a name
pass: Frontmatter declares a description
pass: Size between 200 bytes and 200 KB (15068 bytes)
pass: No zero-width or bidi control characters
pass: No instruction hidden inside an HTML comment
pass: No link to an exfiltration or paste host
pass: No credential-shaped string
pass: No instruction to send local credentials anywhere
pass: No text hidden with inline styles
pass: No prompt-injection phrasing
pass: No curl or wget piped into a shell
pass: No recursive delete of root, home or parent
pass: No instruction to read or print local credentials
pass: No base64 blob over 200 characters
pass: No link to a raw IP address
pass: No script tag
Source
GitHub
llopresto87/cypress · 43 stars · license MIT · pushed 2026-09-24 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_cl5cpbzbdqzra3kl
GET https://markdownregistry.com/api/v1/resolve?ref=llopresto87/cypress/humanizer
GET https://markdownregistry.com/api/v1/blob/07f6e54f610329b3da8f76118a947254698df3b6a0434743374c8a161cb2c07d
Your agent does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.
llopresto87/cypress · skills/adopt-existing/SKILL.md · Source-first growth of an existing single- or multi-repository project into CYPRESS's unified docs/graph knowledge…
llopresto87/cypress · skills/adr-writer/SKILL.md · Author an Architecture Decision Record that captures a non-obvious technical choice — its context, the decision, the…
llopresto87/cypress · skills/brainstorm-internal/SKILL.md · The divergence technique CYPRESS applies to itself, with no user in the loop — generating genuinely distinct options…
llopresto87/cypress · skills/context-router/SKILL.md · Resolve the minimum set of knowledge-graph nodes needed for a task before reading any source file. Use at the START of…
llopresto87/cypress · skills/grill-planner/SKILL.md · The authoring discipline for the project's plan-of-record at docs/graph/plans/grill.md — what a worker filling any…
llopresto87/cypress · skills/holistic-editing/SKILL.md · The discipline for any change, fix, refactor, or review whose unit of work is larger than a trivial one-liner. Use…
llopresto87/cypress · skills/knowledge-graph/SKILL.md · Build and maintain the project's knowledge graph — a tiered set of nodes under docs/graph/ that lets an agent load only…
llopresto87/cypress · skills/library-wiki/SKILL.md · Maintain a project-local, version-pinned wiki of every external dependency. Use whenever a new library is being added…
llopresto87/cypress · skills/research-and-ingest/SKILL.md · Find authoritative sources on the web (or via documentation MCP servers like Context7/DeepWiki), download or snapshot…
coco-research/coco · skills/humanizer/SKILL.md · Remove signs of AI-generated writing from text. Use when editing or reviewing
text to make it sound more natural and…
aboudjem/humanizer-skill · skills/humanizer/SKILL.md · Detects 55 AI writing patterns and rewrites text in five voice profiles so it reads like a specific human wrote it…
suxrobgm/jobpilot · plugin/skills/humanizer/SKILL.md · Rewrite AI-sounding text so it reads naturally without changing what it says.
Use when editing or reviewing prose for…
naveedharri/benai-skills · plugins/all-skills/skills/humanizer/SKILL.md · Remove signs of AI-generated writing from text. Use when editing or reviewing
text to make it sound more natural and…
jjmartres/ai-coding-agents · shared/.ai-agents/skills/humanizer/SKILL.md · Remove signs of AI-generated writing from text. Use when editing or reviewing
text to make it sound more natural and…
