amby-specify

amby-specify is a skill for Claude Code, Codex from ambystechcom/AmbyKit. It costs 23 tokens per session (499 once invoked), scanned A, original, MIT.

A feature-specification writer that turns an idea into user stories, plain acceptance tests, requirements, and measurable success criteria. User stories describe who needs something and why; acceptance tests define when it is complete.

In plain words
What is it for?
Use it to create a draft specification before planning or building a feature.
Why use it?
It turns an unfinished idea into a shared description that developers and reviewers can check. Unknown details are marked for clarification instead of being silently guessed.

Skill for Claude CodeCodex

Written for no agent in particular: nothing here depends on one. Also seen: installed under .agents/ (shared by several agents).

Good fit Use it to create a draft specification before planning or building a feature.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/ambystechcom/ambykit/amby-specify
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add ambystechcom/AmbyKit --skill amby-specify
Clone the repo
git clone --depth 1 https://github.com/ambystechcom/AmbyKit

Made for: Claude Code, Codex.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for amby-specify

README.md
[![agentmods](https://agentmods.dev/badge/skills/ambystechcom/ambykit/amby-specify/github.svg)](https://agentmods.dev/skills/ambystechcom/ambykit/amby-specify)
Your own site
<a href="https://agentmods.dev/skills/ambystechcom/ambykit/amby-specify"><img src="https://agentmods.dev/badge/skills/ambystechcom/ambykit/amby-specify/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for amby-specify

Your own site · 80×15
<a href="https://agentmods.dev/skills/ambystechcom/ambykit/amby-specify"><img src="https://agentmods.dev/badge/skills/ambystechcom/ambykit/amby-specify.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 23 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 499 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00023 $0.00499
Opus 5.5 $0.00009 $0.00200
Sonnet 5.5 $0.00005 $0.00100
Haiku 4.5 $0.00002 $0.00050

Measured 1mo ago against content hash cb790fdd9b0b, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

amby-specify scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 1mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

.agents/skills/amby-specify/SKILL.md · 29 lines

What it actually says

Act as the Product Manager in @.amby/roles/pm.md and say so in your first line. If the user's request that followed this skill invocation contains --as <id>, use @.amby/roles/<id>.md instead; if that file is missing, stop and list the files in .amby/roles/.

Write a specification for: the user's request that followed this skill invocation

Context: read @.amby/constitution.md and the structure of @.amby/templates/spec.md only. Do not read other specs.

  1. Create the feature dir specs/NNN-slug/ (next number, kebab-slug from the title) and write spec.md following @.amby/templates/spec.md.
  2. Define user stories (US-#): role / capability / benefit, a priority (P1/P2/P3), why that priority, an independent-test statement, and depends-on/blocked-by if any. Set status: draft.
  3. Write acceptance criteria in Given/When/Then per story.
  4. Write functional requirements (FR-###) in EARS notation (SHALL / WHEN / WHILE / IF-THEN / WHERE). Each must be testable.
  5. Write measurable, tech-agnostic success criteria (SC-###).
  6. Capture WHAT/WHY only — no technology choices. Flag every unknown inline as [NEEDS CLARIFICATION: …] instead of guessing.
  7. If .amby/config.json has "worktrees": true and this is a git repo, run ambykit worktree NNN-slug (the only command to run) and tell the user to continue in .worktrees/NNN-slug/. Otherwise skip this step (say why if isolation was enabled but git is absent).

Keep it tight. Reference the constitution by principle number where relevant; don't restate it.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 1mo ago First seen · 29 lines · 23 tokens per session scan A cb790fdd9b0b

Subscribe to this mod's changes

amby-specify is a skill published in the GitHub repository ambystechcom/AmbyKit (2 stars, last pushed 2d ago), licensed MIT. It adds 23 tokens to every session and 499 once invoked, about $0.0001 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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