fastapi-humanize skillA
fastapi-humanize is agent-read markdown (skill) from steph-dove/klaussy-agents: Use whenever prose, a comment, a doc, a PR or commit body, or a file's text should read like a human engineer wrote it instead of an AI — "humanize this", "make it sound less like a bot", "does this read AI-written?", or before shipping prose a human will read. Rewrites in four passes (cut, voice, check, scrub): cutting what nobody asked for and rewriting the register is the work. The `klaussy humanize` CLI is only the last pass's mechanical backstop and never a substitute for this skill. Never .
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
## Target `$ARGUMENTS` If `$ARGUMENTS` is empty, humanize the prose the user pasted into the conversation. Otherwise treat `$ARGUMENTS` as one or more file paths (or a glob) and humanize the prose in those files in place. ## The rewrite is the skill, not the CLI `klaussy humanize` is a regex scrubber. It deletes a fixed list of mechanical tells — dashes, a set of filler openers and scaffolding phrases, a few hedges, *actual/actually* — and leaves every other word exactly as it found it. It can't cut the paragraph nobody asked for, turn a noun phrase back into a verb, drop the closing principle, shorten anything, or give the prose a voice. That's most of what makes text read as AI-written, and all of it is yours. So running `klaussy humanize` (or `--check`) and reporting what it did is not this skill, and "the scrubber found nothing" is not "this reads human". The four passes below are the work; the CLI runs last, over prose you've already rewritten. ### Write like a person, not a chatbot …
Read the whole file at its exact version.
How to install
mdr add steph-dove/klaussy-agents/fastapi-humanize@git:20260922.549c04fmdr add steph-dove/klaussy-agents/fastapi-humanize@sha256:27d95501394035ecPin 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.
[](https://markdownregistry.com/a/art_3dhe4aclyl2bxc2p)
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Versions
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20260922.549c04f latest | 2026-09-22 | 549c04f | 19,666 B | A | view · diff |
| git:20260918.4ac7924 | 2026-09-18 | 4ac7924 | 20,218 B | A | view · diff |
| git:20260918.e529a80 | 2026-09-18 | e529a80 | 20,184 B | A | view · diff |
| git:20260716.30d2fb1 | 2026-07-16 | 30d2fb1 | 9,037 B | A | view · diff |
| git:20260713.91029df | 2026-07-13 | 91029df | 6,991 B | A | view |
Audit of the latest version
- pass: Frontmatter block present
- pass: Frontmatter declares a name
- pass: Frontmatter declares a description
- pass: Size between 200 bytes and 200 KB (19666 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
steph-dove/klaussy-agents · 16 stars · license MIT · pushed 2026-09-24 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_3dhe4aclyl2bxc2p GET https://markdownregistry.com/api/v1/resolve?ref=steph-dove/klaussy-agents/fastapi-humanize GET https://markdownregistry.com/api/v1/blob/27d95501394035ecf4490afbe6abc6479f0343160080d5282585a8e4a79f38c2
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.