oaustegard/claude-skills · hallucinating-labels/SKILL.md

hallucinating-labels skillA

hallucinating-labels is agent-read markdown (skill) from oaustegard/claude-skills: Assign items to a CLOSED label vocabulary that is too large to put in a prompt — product taxonomies, category hierarchies, tag vocabularies, routing tables, ICD/SIC-style code lists. A cheap model writes the label it thinks the vocabulary would use, and an embedder snaps that writing onto the nearest legal value, so the schema is never transmitted and the output is always in-vocabulary. Use for "classify these into our taxonomy", "tag these against the existing tag list", "map these queries to c.

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.

How to install

Latest version
mdr add oaustegard/claude-skills/hallucinating-labels@v0.1.0
Exact content
mdr add oaustegard/claude-skills/hallucinating-labels@sha256:504f0a4c678e5659

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.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_ypmlyzwfn5jub7h2.svg)](https://markdownregistry.com/a/art_ypmlyzwfn5jub7h2)

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Versions

versioncommittedcommitsizeaudit
v0.1.0 latest2026-09-01 7977b11 11,280 BA view

Audit of the latest version

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 (11280 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

oaustegard/claude-skills · 147 stars · license MIT · pushed 2026-09-06 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ypmlyzwfn5jub7h2
GET https://markdownregistry.com/api/v1/resolve?ref=oaustegard/claude-skills/hallucinating-labels
GET https://markdownregistry.com/api/v1/blob/504f0a4c678e5659abb0cd02fd2c2745d4e83a202d7be8de9b9007bb47812eac