requirements-to-spec

requirements-to-spec is a skill for Claude Code from rpraharaj/forward-deployed-engineer. It costs 123 tokens per session (2,172 once invoked), scanned A, original, MIT.

A way to turn a vague request into a testable specification: observable acceptance criteria, clear exclusions, and recorded assumptions with people who can confirm them.

In plain words
What is it for?
Use for one-line tickets, relayed requirements, meeting notes, feature requests, or work that cannot yet be estimated clearly.
Why use it?
It uncovers hidden decisions before they are made accidentally in code and gives everyone a clear meaning of done.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the fde-core plugin — 30 skills shipped together

Good fit Use for one-line tickets, relayed requirements, meeting notes, feature requests, or work that cannot yet be estimated clearly.

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Install with agentmods
npx agentmods add skills/rpraharaj/forward-deployed-engineer/requirements-to-spec
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 rpraharaj/forward-deployed-engineer --skill requirements-to-spec
Clone the repo
git clone --depth 1 https://github.com/rpraharaj/forward-deployed-engineer

Made for: Claude Code.

Or install fde-core, the plugin that ships this one along with the rest of its 30 skills.

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 requirements-to-spec

README.md
[![agentmods](https://agentmods.dev/badge/skills/rpraharaj/forward-deployed-engineer/requirements-to-spec/github.svg)](https://agentmods.dev/skills/rpraharaj/forward-deployed-engineer/requirements-to-spec)
Your own site
<a href="https://agentmods.dev/skills/rpraharaj/forward-deployed-engineer/requirements-to-spec"><img src="https://agentmods.dev/badge/skills/rpraharaj/forward-deployed-engineer/requirements-to-spec/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 requirements-to-spec

Your own site · 80×15
<a href="https://agentmods.dev/skills/rpraharaj/forward-deployed-engineer/requirements-to-spec"><img src="https://agentmods.dev/badge/skills/rpraharaj/forward-deployed-engineer/requirements-to-spec.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 123 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,172 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 $0.00123 $0.02172
Opus 5 $0.00062 $0.01086
Sonnet 5 $0.00025 $0.00434
Haiku 4.5 $0.00012 $0.00217

Measured 10d ago against content hash 4ab8794617bb, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-10, from the pricing page.

Security

Grade A, and why

requirements-to-spec 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 10d 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.

fde-core/skills/requirements-to-spec/SKILL.md · 189 lines

How it starts

The opening of the file, as written. The whole thing — 189 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Requirements to spec

Converting prose into something you can verify against.

Why this exists

An FDE almost never receives requirements from the person who has the problem. They arrive relayed — through a delivery lead, a ticket someone wrote after a meeting, or a conversation with an engineer repeating what they were told. Each hop drops context and silently resolves ambiguity, usually toward whatever the relayer assumed.

The result is a request that sounds specific and isn't. "Add a currency field to refunds" is a sentence everyone nods at, and it conceals at least five decisions nobody has made.

This skill's job is to surface those decisions before they're made accidentally in code, and to write the requirement down in a form where "is it done?" has an answer. Everything downstream depends on it: feasibility-probe grounds this spec in code, verification-plan maps these criteria to evidence, and release-readiness reports against them.

When this applies

  • A vague or one-line ask
  • Requirements relayed through intermediaries
  • Before estimating or designing anything
  • Meeting notes that need to become work
  • Nobody can state what "done" means

When it doesn't

  • A well-specified ticket with acceptance criteria already written — check it's testable, then proceed
  • A production incident. Fix it; specify later.
  • Pure investigation with no behavior change — that's an assessment engagement

Prerequisites

.fde/00-engagement.md — the sponsor and the real problem from the charter are the frame for everything here.

Procedure

1. Capture the ask verbatim

Record the original wording before you interpret it. Paraphrasing is the first place ambiguity gets silently resolved, and once the paraphrase is written down the original is gone.

Also record who said it, when, and to whom. Provenance matters: a requirement from the sponsor and a requirement from a developer's recollection of a corridor conversation are different objects, and should not look identical in the document.

Read the full file on GitHub · 189 lines

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. 10d ago First seen · 189 lines · 123 tokens per session scan A 4ab8794617bb

Subscribe to this mod's changes

requirements-to-spec is a skill published in the GitHub repository rpraharaj/forward-deployed-engineer (6 stars, last pushed 23d ago), licensed MIT. It adds 123 tokens to every session and 2,172 once invoked, about $0.0006 per session on Opus 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.