This file is byte-identical to the first copy the registry indexed, one of 6 indexed copies. Same content hash, so the same checks give both the same grade.
unslop from nightly-labs/openbot is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.
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
# Unslop
Edit text to remove AI patterns. Scan for the patterns below, then rewrite. Preserve meaning and match the intended tone.
## Patterns to detect and fix
Rule numbers are stable ids that other skills cite. A removed rule leaves a gap.
### Content
3. **Superficial -ing phrases.** "highlighting...", "ensuring...", "reflecting...", "showcasing...", "fostering...". Delete or expand with real sources.
5. **Vague attributions.** "Experts believe", "Industry reports suggest", "Some critics argue". Name the source or delete.
### Language
7. **AI vocabulary.** Additionally, crucial, delve, enduring, enhance, fostering, garner, interplay, intricate, landscape (abstract), pivotal, showcase, tapestry (abstract), testament, underscore, vibrant. Replace with plain words.
8. **Fancy ways to say "is".** "serves as", "stands as", "boasts", "features". Say "is" or "has".
9. **"Not just X, but Y."** State the point directly instead.
10. **Rule of three.** Don't force ideas into groups of three. Use the natural number.
11. **Synonym cycling.** Protagonist, main character, central figure, hero all in one paragraph. Pick one, repeat it.
…
The line at the top of this page pins the label git:20261013.9e6954c, 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.
A 17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the 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 (5827 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
nightly-labs/openbot · 5,267 stars · license a license file GitHub does not identify · pushed 2026-11-04 · branch main
API
GET https://markdownregistry.com/api/v1/artifacts/art_swdpyn3blswumhur
GET https://markdownregistry.com/api/v1/resolve?ref=nightly-labs/openbot/unslop
GET https://markdownregistry.com/api/v1/blob/ccab208e315ce05e2fab8eeee2f7879f1289b5c6844840b2d307adf31c79144f
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.
nightly-labs/openbot · .agents/skills/babysit/SKILL.md · Babysit a pull request through the NorbiAI review loop until no valid issue remains. Fix valid findings, rebut false…
nightly-labs/openbot · .agents/skills/biome-anti-slop/SKILL.md · Install and configure vendored Biome anti-slop GritQL rules in a local TypeScript or JavaScript repository. Use when a…
nightly-labs/openbot · .agents/skills/prototype/SKILL.md · Build several different design directions (3 by default) for a feature or issue as Storybook stories, show them to the…
nightly-labs/openbot · .agents/skills/release-upgrade-safety/SKILL.md · Audit a pending OpenBot release for upgrade and data-loss hazards before the version is bumped or tagged. Use when…
nightly-labs/openbot · .agents/skills/ship/SKILL.md · Ship the current branch to main. Review the diff, fix findings, open the pull request, babysit the NorbiAI review and…
nightly-labs/openbot · .agents/skills/signal-deploy/SKILL.md · Check and deploy Signal (the `remote-api` service in `remote/`) to production from a release tag. Use when asked to…
nightly-labs/openbot · .agents/skills/smoke-and-ship/SKILL.md · Smoke test the current branch, then ship it to main only when all smoke items pass. Use when the user asks to smoke and…
nightly-labs/openbot · .agents/skills/smoke/SKILL.md · Start one or more local OpenBot dev instances and smoke test the features that the current changes or a pull request…
nightly-labs/openbot · .agents/skills/triage/SKILL.md · Triage one GitHub issue or bug report. Decide if it is valid, find the root cause, and fix it. Push back with evidence…
nightly-labs/openbot · .agents/skills/zaidan/SKILL.md · Install and configure the Zaidan component registry in an existing SolidJS codebase, and recommend Zaidan components…
michaelshimeles/skills · unslop/SKILL.md · Cut AI tells from text you write or edit for a human reader (commit messages, PR titles and bodies, docs, code…
parcha-ai/parcha-skills · unslop/skills/unslop/SKILL.md · Cut AI tells from text you write or edit for a human reader (commit messages, PR titles and bodies, docs, code…
korallis/agent-stack · skills/unslop/SKILL.md · Remove AI writing tells (filler, hype, hedging stacks, chatbot phrases, decorative formatting) from any text before it…
