feature SKILL.md skillA

feature from borda/ai-rig is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add borda/ai-rig/feature@git:20261012.8e6b67e

Pins git:20261012.8e6b67e in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
borda/ai-rig
Path
plugins/cc_develop/skills/feature/SKILL.md
Versions recorded
16
Latest version
git:20261012.8e6b67e, committed Oct 12, 2026
First version recorded
Aug 8, 2026
Size
49,563 bytes
Repository stars
28
License
Apache-2.0

TDD-first feature development — crystallise API as a demo test, drive implementation to pass it, run quality stack and progressive review loop. TRIGGER when: user asks to build new functionality, add a capability, or implement a feature in a Python project; phrases: "add X", "implement Y", "build Z feature", "create a new module for". SKIP when: bug fixes (use `/develop:fix`); refactoring without new behaviour (use `/develop:refactor`); non-Python projects; `.claude/` config changes…

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

<objective>

TDD-first feature development. Crystallise API as demo use-case test, drive implementation to pass it, close quality gaps with review, docs, quality stack.

NOT for:

- bug fixes (use `/develop:fix`)
- `.claude/` config changes (use `/foundry:manage` (requires foundry plugin))
- non-Python projects (JS/TS/Go/Rust) — toolchain assumes pytest, use language-native toolchain instead
- mixed refactor+feature tasks — run /develop:refactor first, then /develop:feature

</objective>

<compaction>

- Key boundary: end of Step 1 — scope analysis, plan complete, before Step 2 demo test writing.
- Second boundary: end of Step 3 — TDD loop complete, before Step 4 review/close gaps.
- Preserve at boundary 1: dev-dir (checkpoint.md), plan-file, scope from sw-engineer analysis, PYTEST_CMD, --keep items.
- Mid-loop refresh: after each Step 3 TDD cycle, contract rewritten with changed-files + checkpoint.md path — so mid-loop compaction resumes loop (re-run suite for green state) instead of restarting Step 2 demo.
- Preserve at boundary 2: dev-dir, changed files list, test outcomes, PYTEST_CMD.

</compaction>

<workflow>
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add borda/ai-rig/feature@sha256:67aa779e019b4821

The line at the top of this page pins the label git:20261012.8e6b67e, 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_4ujpzz4syhgfafrp.svg)](https://markdownregistry.com/a/art_4ujpzz4syhgfafrp)

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

Versions

The registry has recorded 16 versions of this file, between Aug 8, 2026 and Oct 12, 2026, about one every 4 days.

versioncommittedcommitsizeaudit
git:20261012.8e6b67e latest2026-10-12 8e6b67e 49,563 BA view · diff
git:20261009.253fdb32026-10-09 253fdb3 49,575 BA view · diff
git:20261002.e974f382026-10-02 e974f38 48,537 BA view · diff
git:20261002.381549d2026-10-02 381549d 49,028 BA view · diff
git:20260929.98a9e772026-09-29 98a9e77 49,364 BA view · diff
git:20260928.383bceb2026-09-28 383bceb 48,936 BA view · diff
git:20260923.39e3a482026-09-23 39e3a48 42,002 BA view · diff
git:20260918.666b5742026-09-18 666b574 38,991 BA view · diff
git:20260918.3e1a63d2026-09-18 3e1a63d 39,564 BA view · diff
git:20260912.65e8e292026-09-12 65e8e29 39,717 BA view · diff
git:20260911.182df572026-09-11 182df57 39,839 BA view · diff
git:20260904.9c1cbe22026-09-04 9c1cbe2 40,133 BA view · diff
git:20260822.a5f4fd62026-08-22 a5f4fd6 40,132 BA view · diff
git:20260821.d9793192026-08-21 d979319 38,505 BA view · diff
git:20260808.a8a70fe2026-08-08 a8a70fe 38,481 BA view · diff
git:20260808.1b905ff2026-08-08 1b905ff 38,640 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 (49563 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

borda/ai-rig · 28 stars · license Apache-2.0 · pushed 2026-10-21 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_4ujpzz4syhgfafrp
GET https://markdownregistry.com/api/v1/resolve?ref=borda/ai-rig/feature
GET https://markdownregistry.com/api/v1/blob/67aa779e019b4821e3b49682fbfb520bfb1334b86f6cff48bef8c8205b625fc6

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.

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cancel SKILL.md skill
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implement SKILL.md skill
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result SKILL.md skill
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review SKILL.md skill
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Every file in borda/ai-rig

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