mrmps/classifier-dev · src/SKILL.md

bulk-classify skillA

bulk-classify is agent-read markdown (skill) from mrmps/classifier-dev: Sort many texts into your own categories without reading them, using a keyless HTTP API that returns a calibrated confidence per answer. Use when triaging, filtering, routing or bucketing more items than are worth putting in context — search results before you read them, log lines, tickets, files, diffs, past conversations. Triggers on "filter these", "which of these are relevant", "triage", "bucket", "route", "categorise", or any loop that would otherwise read N items to keep a few..

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 mrmps/classifier-dev/bulk-classify@git:20260923.6a078a2
Exact content
mdr add mrmps/classifier-dev/bulk-classify@sha256:8f1075541ca5ecce

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_usociaapzuahbzfr.svg)](https://markdownregistry.com/a/art_usociaapzuahbzfr)

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Versions

versioncommittedcommitsizeaudit
git:20260923.6a078a2 latest2026-09-23 6a078a2 12,294 BA view · diff
git:20260922.2f84aed2026-09-22 2f84aed 11,590 BA view · diff
git:20260920.600db782026-09-20 600db78 11,571 BA view · diff
git:20260920.95282802026-09-20 9528280 10,610 BA view · diff
git:20260919.3040be82026-09-19 3040be8 10,646 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 (12294 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

mrmps/classifier-dev · 416 stars · license MIT · pushed 2026-09-24 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_usociaapzuahbzfr
GET https://markdownregistry.com/api/v1/resolve?ref=mrmps/classifier-dev/bulk-classify
GET https://markdownregistry.com/api/v1/blob/8f1075541ca5ecce4944b033bb8ab5c38e708c43211f96872cadeb8691652e99

Your agent does the deals. You hear about the good ones. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.