Home / lamngockhuong / aiteamkit · skills/intake/SKILL.md · GitHub

intake skillA

intake is agent-read markdown (skill) from lamngockhuong/aiteamkit: Turn a raw stakeholder or client request into reviewable requirements: context, user stories, acceptance criteria, out-of-scope list, open questions, and the person who must answer each one. Use when a request arrives as a chat message, a meeting note, a mail, or a one-line ticket and the team cannot start work from it yet. Triggers on: "intake", "requirement", "làm rõ yêu cầu", "phân tích yêu cầu", "user story", "acceptance criteria", "要件定義", "要求整理", "clarify this request", "turn this into stor.

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.

What the file says

# Requirement Intake (`atk:intake`)

Converts an unstructured request into a requirement artifact that a Dev can estimate, a QA can
test, and a stakeholder can approve. The output records what was asked, what was assumed, and what
is still unanswered, with a name against every open question.

## Scope

Handles: reading the raw request, scanning the codebase for what already exists, splitting the
request into user stories, writing testable acceptance criteria, listing non-goals, and collecting
open questions with an owner each.

Does NOT handle: estimating effort (`atk:estimate`), technical design (`atk:design-doc`), task
assignment (`atk:breakdown`), or deciding priority and scope. Those belong to the PM and the
stakeholder; this skill records their decision, it does not make it.

## Roles

PM and BrSE/BA lead. Tech Lead reviews feasibility. QA reviews whether each acceptance criterion is
testable. See `shared/team-roles.md`.

## Invocation

```bash
/atk:intake <request-file>        # Read a meeting note, mail export, or spec fragment
/atk:intake "<pasted request>"    # Read the request straight from the prompt
…

Read the whole file at its exact version.

How to install

Latest version
mdr add lamngockhuong/aiteamkit/intake@git:20260923.7396811
Exact content
mdr add lamngockhuong/aiteamkit/intake@sha256:5d0b3402c11d3a67

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_ej7whslkpubmmf3h.svg)](https://markdownregistry.com/a/art_ej7whslkpubmmf3h)

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Versions

versioncommittedcommitsizeaudit
git:20260923.7396811 latest2026-09-23 7396811 4,939 BA view · diff
git:20260920.d282a912026-09-20 d282a91 4,654 BA view · diff
git:20260918.73a33f42026-09-18 73a33f4 4,316 BA view · diff
git:20260918.dcc08e92026-09-18 dcc08e9 4,214 BA view · diff
git:20260916.215a0fa2026-09-16 215a0fa 4,206 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 (4939 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

lamngockhuong/aiteamkit · 5 stars · license MIT · pushed 2026-09-24 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_ej7whslkpubmmf3h
GET https://markdownregistry.com/api/v1/resolve?ref=lamngockhuong/aiteamkit/intake
GET https://markdownregistry.com/api/v1/blob/5d0b3402c11d3a6758eb9ba4ddb0de309cda932d59b4102ef60f02c85d80a779

Your agent 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.

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