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 AlpacaLabsLLC/skills-for-architects --skill sif-to-csvgit clone --depth 1 https://github.com/AlpacaLabsLLC/skills-for-architectsWrote 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/alpacalabsllc/skills-for-architects/sif-to-csv)<a href="https://agentmods.dev/skills/alpacalabsllc/skills-for-architects/sif-to-csv"><img src="https://agentmods.dev/badge/skills/alpacalabsllc/skills-for-architects/sif-to-csv/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/alpacalabsllc/skills-for-architects/sif-to-csv"><img src="https://agentmods.dev/badge/skills/alpacalabsllc/skills-for-architects/sif-to-csv.svg" alt="Reviewed on agentmods" width="80" height="20"></a>- NVIDIA SkillSpector pass
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 | $0.00058 | $0.02128 |
| Opus 5 | $0.00029 | $0.01064 |
| Sonnet 5 | $0.00012 | $0.00426 |
| Haiku 4.5 | $0.00006 | $0.00213 |
Grade A, and why
sif-to-csv scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 191 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/as:sif-to-csv — SIF to CSV Converter
Harness note: use
/as:<skill>on Claude Code and$<skill>on Codex. Resolve<skill-root>as the directory containing this loadedSKILL.mdand<plugin-root>as the plugin root that containsskills/, and use equivalent native tools when host tool names differ.
Converts a SIF input from a dealer or procurement system into a human-readable preview and canonical product rows. Translates field codes, expands options and attributes, calculates pricing, and computes totals.
When to Use
- Received a SIF file from a dealer and need to review it as CSV data
- Importing dealer pricing back into your FF&E schedule
- Comparing a dealer quote (SIF) against your original specification
- Loading dealer data into the project's
product-library.csv
SIF Format Reference
SIF is a text-based key-value format. Each line is CODE=VALUE, terminated by CRLF. Products are separated by records starting with PN=.
Core fields
| Code | Name | Description |
|---|---|---|
SF |
Specification File | Project reference (header) |
ST |
Specification Title | Display title (header) |
PN |
Product Number | SKU — starts a new record |
PD |
Product Description | Product name |
MC |
Manufacturer Code | 3-5 char code |
MN |
Manufacturer Name | Full name |
QT |
Quantity | Integer |
NT |
Quantity (alt) | Some systems use NT instead of QT |
GC |
Category / Group Code | Product category |
G0 |
Vendor / Group ID | Vendor identifier |
Pricing fields
| Code | Name | Description |
|---|---|---|
PL |
List Price | Unit list price |
P1-P5 |
Price Tiers | Alternate price tiers |
I1 |
Unit List Price (Cyncly) | Cyncly Worksheet |
I2 |
Purchase Price (Cyncly) | Cyncly Worksheet |
S- / S% |
Sell Discount % | Sell = PL - (PL × S- × 0.01) |
P% / B% |
Purchase/Buy % | Cost = PL × (P% × 0.01) |
Product detail fields
What ships with it
1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.
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.
- 12d ago First seen · 191 lines · 58 tokens per session scan A 8578e561926f
sif-to-csv is a skill published in the GitHub repository AlpacaLabsLLC/skills-for-architects (353 stars, last pushed 8d ago), licensed MIT. It adds 58 tokens to every session and 2,128 once invoked, about $0.0003 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 2026-08-30.
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