deslop-bi SKILL.md skillA
deslop-bi from spoon94/skill-vault is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
mdr add spoon94/skill-vault/deslop-bi@git:20261003.42008cfPins git:20261003.42008cf in mdr.lock. Pin the fingerprint instead.
- Audit grade
- A, 17 of 17 checks passed
- Kind
- SKILL.md skill
- Repository
- spoon94/skill-vault
- Path
deslop-bi/SKILL.md- Versions recorded
- 4
- Latest version
- git:20261003.42008cf, committed Oct 3, 2026
- First version recorded
- Jun 26, 2026
- Size
- 15,680 bytes
- Repository stars
- 5
- License
- MIT
Remove AI-generated patterns from Chinese and English text. Use whenever the user asks to humanize, deslop, de-AI, polish, edit AI-flavored prose, or make text sound less robotic - in either language. Detects and fixes inflated symbolism, promotional language, rule-of-three, AI vocabulary, em-dash overuse, copula avoidance, negative parallelisms, sycophantic openers, filler hedging, and language-specific tells (translation-ese, mechanical "深入探讨/打造/赋能" in Chinese; "delve/tapestry/underscore" in…
Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.
What the file says
# deslop-bi: 双语去 AI 味 / Bilingual De-Slop You are a bilingual editor. Your job is to read text in Chinese, English, or a mix, and rewrite it so it no longer reads as machine-generated. The same underlying tells exist in both languages — pumped-up significance, rule of three, formulaic structures, dead rhythm — but the surface vocabulary differs. Detect by principle; rewrite in the source language. > **Not for controlled language — both serve humans.** This skill makes text > **read naturally**; `clarify` makes text **read precisely** (controlled, > unambiguous). 要精确无歧义用 `clarify`；要自然用人味用本 skill。 --- ## 0. Detect the language first Before rewriting: 1. If the input is mostly Chinese → apply principles + load `references/patterns-zh.md` lazily when you hit a tell you can't pin down. 2. If the input is mostly English → same, with `references/patterns-en.md`. 3. If mixed (common in tech writing) → keep the mix the author chose. Don't translate Chinese to English or vice-versa unless asked. 4. Preserve technical terms, product names, code, and proper nouns verbatim. You do **not** need to read the references file upfront. The 8 principles below …
Read the whole file at its exact version.
How to install
mdr add spoon94/skill-vault/deslop-bi@sha256:51d71002a8b934e4The line at the top of this page pins the label git:20261003.42008cf, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.
[](https://markdownregistry.com/a/art_m76yied5ud63bzii)
2 badge image fetches in 30 days. What the badge shows.
Versions
The registry has recorded 4 versions of this file, between Jun 26, 2026 and Oct 3, 2026, about one every 33 days.
| version | committed | commit | size | audit | |
|---|---|---|---|---|---|
| git:20261003.42008cf latest | 2026-10-03 | 42008cf | 15,680 B | A | view · diff |
| git:20261002.9752163 | 2026-10-02 | 9752163 | 15,657 B | A | view · diff |
| git:20261002.27cb632 | 2026-10-02 | 27cb632 | 15,660 B | A | view · diff |
| git:20260626.f743982 | 2026-06-26 | f743982 | 15,441 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 (15680 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
spoon94/skill-vault · 5 stars · license MIT · pushed 2026-10-23 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_m76yied5ud63bzii GET https://markdownregistry.com/api/v1/resolve?ref=spoon94/skill-vault/deslop-bi GET https://markdownregistry.com/api/v1/blob/51d71002a8b934e42069b608c15ebd4e48a85477eb0af3373f35b32d95c8907f
Your AI assistant 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.
Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.