AGENTS.md@projects/01-clothing-reviewsA

AGENTS.md@projects/01-clothing-reviews from gecko-academy/dev3pack-cohort-2026-09 is an AGENTS.md file: the standing instructions coding agents read in that repo.

Install it, pinned
mdr add gecko-academy/dev3pack-cohort-2026-09/projects/01-clothing-reviews/AGENTS.md@git:20260922.079cc07

Pins git:20260922.079cc07 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 14 of 14 checks passed
Kind
AGENTS.md file
Repository
gecko-academy/dev3pack-cohort-2026-09
Path
projects/01-clothing-reviews/AGENTS.md
Versions recorded
1
Latest version
git:20260922.079cc07, committed Sep 22, 2026
Size
5,336 bytes
Repository stars
10
License
MIT

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

# Project 01 for coding assistants: What are customers really saying?

This file tells a coding assistant what this project is and how to help with it. It
adds to the repository's root `AGENTS.md` and never overrides it.

## Purpose

An online clothing shop has a thousand reviews and nobody with time to read them. The
support team wants to know what people keep talking about, and, when a new review
arrives, to see the reviews most like it. The learner builds both with an embedding
model on their own machine and ChromaDB.

## Goals

By the end, the learner can:

- turn text into embeddings with a local model, in batches;
- drop empty rows before embedding, and say why;
- reduce embeddings to 2-D with t-SNE and read the plot for neighbourhoods only;
- search by topic with cosine distance, and read the whole result before judging it;
- measure a documented setting (the `search_document:` and `search_query:` prefixes) instead of assuming it helps;
- store embeddings in ChromaDB and leave the query itself out of its own results.

## Who it is for

Beginners who have run a notebook before. No session is required, but session 6
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add gecko-academy/dev3pack-cohort-2026-09/projects/01-clothing-reviews/AGENTS.md@sha256:ccfffd6ddb668956

The line at the top of this page pins the label git:20260922.079cc07, 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_fcapguvmxrq4s2du.svg)](https://markdownregistry.com/a/art_fcapguvmxrq4s2du)

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

Versions

The registry has recorded 1 version of this file, committed on Sep 22, 2026.

versioncommittedcommitsizeaudit
git:20260922.079cc07 latest2026-09-22 079cc07 5,336 BA view

Audit of the latest version

A  14 of 14 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Size between 200 bytes and 200 KB (5336 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

gecko-academy/dev3pack-cohort-2026-09 · 10 stars · license MIT · pushed 2026-10-05 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_fcapguvmxrq4s2du
GET https://markdownregistry.com/api/v1/resolve?ref=gecko-academy/dev3pack-cohort-2026-09/projects/01-clothing-reviews/AGENTS.md
GET https://markdownregistry.com/api/v1/blob/ccfffd6ddb668956c195a3993569e66fb8681ece28dec52af5a2e7601934216e

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: how to write a good AGENTS.md · AGENTS.md vs CLAUDE.md · which agent file does what.

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