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.
npx skills add rpraharaj/forward-deployed-engineer --skill requirements-to-specgit clone --depth 1 https://github.com/rpraharaj/forward-deployed-engineerWrote 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.
[](https://agentmods.dev/skills/rpraharaj/forward-deployed-engineer/requirements-to-spec)<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.
<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>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.
| Model | Per session | Once 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 |
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.
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.
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.
- 10d ago First seen · 189 lines · 123 tokens per session scan A 4ab8794617bb
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.
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