bulk-classify SKILL.md skillA

This file is byte-identical to the first copy the registry indexed. Same content hash, so the same checks give both the same grade.

bulk-classify from mrmps/classifier-dev is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add mrmps/classifier-dev/bulk-classify@git:20261012.a7bad5f

Pins git:20261012.a7bad5f in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
mrmps/classifier-dev
Path
src/SKILL.md
Versions recorded
6
Latest version
git:20261012.a7bad5f, committed Oct 12, 2026
First version recorded
Sep 19, 2026
Size
13,050 bytes
Repository stars
436
License
MIT

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.

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

# Classify at scale without reading

`classifier.dev` assigns text to your categories. No key, no signup, no SDK.
One HTTP call takes up to a thousand texts at a time and comes back in about a
second, each with a confidence you can act on.

## Data sharing and workspace usage

Synchronous classification text, labels, instructions and results are retained
for training and operator review by default. Pass `share_data: false` in MCP
arguments or the HTTP JSON body when the user has not chosen to contribute the
data. The equivalent HTTP header is `X-Classifier-Share-Data: false`. Do not send
confidential or personal information as training data. See
https://classifier.dev/privacy for the current policy.

Public calls use anonymous limits. Workspace attribution and paid features
require a workspace API key in the client's secure credential configuration;
never put keys in this skill, chat, or committed configuration. Do not claim a
connection is working until a real tool call succeeds.

## When this is worth a network call

You are a language model. You can already classify any text you can see, for
free. The question is whether you want this text in your context at all.
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add mrmps/classifier-dev/bulk-classify@sha256:1a52dd2526cca53c

The line at the top of this page pins the label git:20261012.a7bad5f, 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.

Badge

mdr badge

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

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 6 versions of this file, between Sep 19, 2026 and Oct 12, 2026, about one every 4 days.

versioncommittedcommitsizeaudit
git:20261012.a7bad5f latest2026-10-12 a7bad5f 13,050 BA view · diff
git:20260923.6a078a22026-09-23 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. 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 (13050 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 · 436 stars · license MIT · pushed 2026-11-06 · 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/1a52dd2526cca53c8477610fe8ce9cc858f5b66019ba51038bccfc7ea6bf4928

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.

More from mrmps/classifier-dev

AGENTS.md AGENTS.md file
mrmps/classifier-dev · AGENTS.md
git:20261012.0ea30c2 · audit A · 436 stars
bulk-classify SKILL.md skill
mrmps/classifier-dev · plugins/classifier/skills/bulk-classify/SKILL.md · Sort many texts into your own categories without reading them, using a keyless HTTP API that returns a calibrated…
git:20261012.a7bad5f · audit A · 436 stars
context-compaction-keep-or-drop SKILL.md skill
mrmps/classifier-dev · skills/_rejected/context-compaction-keep-or-drop/SKILL.md · Label each context chunk keep, drop or replace-with-a-pointer and pass the survivors through byte for byte instead of…
git:20260919.3040be8 · audit A · 436 stars
computer-use-action-picker SKILL.md skill
mrmps/classifier-dev · skills/computer-use-action-picker/SKILL.md · Pick a browser or desktop agent's next action by choosing among the actions actually on screen instead of inventing…
git:20260919.33ae531 · audit A · 436 stars
content-moderation-gate SKILL.md skill
mrmps/classifier-dev · skills/content-moderation-gate/SKILL.md · Check user-generated text against a written policy before it is published. One multi-label call scores every policy…
git:20260919.33ae531 · audit A · 436 stars
document-intake-routing SKILL.md skill
mrmps/classifier-dev · skills/document-intake-routing/SKILL.md · Label each page of an intake packet with a document type and a page role before extraction runs, so only confident…
git:20260919.3040be8 · audit A · 436 stars
downloads-and-inbox-sorter SKILL.md skill
mrmps/classifier-dev · skills/downloads-and-inbox-sorter/SKILL.md · File a downloads or scanned-mail folder by classifying each file from its name plus the first 2,000 characters of text…
git:20260919.3040be8 · audit A · 436 stars
headline-filter-map-reduce SKILL.md skill
mrmps/classifier-dev · skills/headline-filter-map-reduce/SKILL.md · Filter hundreds or thousands of headlines, search results or feed items against a written brief before opening any of…
git:20260919.33ae531 · audit A · 436 stars
knowledge-graph-relation-typing SKILL.md skill
mrmps/classifier-dev · skills/knowledge-graph-relation-typing/SKILL.md · Type candidate (subject, sentence, object) triples against a fixed relation schema and flag triples that contradict…
git:20260919.33ae531 · audit A · 436 stars
lead-qualification SKILL.md skill
mrmps/classifier-dev · skills/lead-qualification/SKILL.md · Qualify inbound form submissions against your own ICP with a keyless classification API: one pass for ICP fit, one for…
git:20260919.33ae531 · audit A · 436 stars
listing-hygiene-check SKILL.md skill
mrmps/classifier-dev · skills/listing-hygiene-check/SKILL.md · Sweep a marketplace or catalogue with a keyless classification API: one pass for category, one multi-label pass for…
git:20260919.33ae531 · audit A · 436 stars
log-and-error-bucketing SKILL.md skill
mrmps/classifier-dev · skills/log-and-error-bucketing/SKILL.md · Turn a stream of log lines or error messages into a histogram of causes — timeouts, auth, quota, bad input, upstream…
git:20260919.3040be8 · audit A · 436 stars

Every file in mrmps/classifier-dev

Other files named bulk-classify

bulk-classify SKILL.md skill
mrmps/classifier-dev · plugins/classifier/skills/bulk-classify/SKILL.md · Sort many texts into your own categories without reading them, using a keyless HTTP API that returns a calibrated…
git:20261012.a7bad5f · audit A · 436 stars

Browse by kind, by grade A, or by owner.