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 csv-to-sifgit 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/csv-to-sif)<a href="https://agentmods.dev/skills/alpacalabsllc/skills-for-architects/csv-to-sif"><img src="https://agentmods.dev/badge/skills/alpacalabsllc/skills-for-architects/csv-to-sif/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/csv-to-sif"><img src="https://agentmods.dev/badge/skills/alpacalabsllc/skills-for-architects/csv-to-sif.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 | $0.00038 | $0.02706 |
| Opus 5 | $0.00019 | $0.01353 |
| Sonnet 5 | $0.00008 | $0.00541 |
| Haiku 4.5 | $0.00004 | $0.00271 |
Grade A, and why
csv-to-sif scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.
A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.
Nothing flagged
None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.
How it starts
The opening of the file, as written. The whole thing — 283 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/as:csv-to-sif — CSV to SIF Converter
Harness note: use
/as:<skill>on Claude Code and$<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 the nearest project's product-library.csv into a SIF output file for dealer and procurement systems such as Hedberg, CAP, CET, Cyncly Worksheet, ProjectMatrix, Studio Webware, and Design Manager.
When to Use
- Sending a specification to a dealer for quoting
- Importing product data into a dealer management system
- Sharing a standardized product list with procurement
- Converting an FF&E schedule into a format dealers expect
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 | Required | Description |
|---|---|---|---|
SF |
Specification File | No | Project reference (header, once per file) |
ST |
Specification Title | No | Display title (header, once per file) |
PN |
Product Number | Yes | SKU or model number. Marks the start of a new record. |
PD |
Product Description | Yes | Product name and description |
MC |
Manufacturer Code | Yes | 3-5 character code (HMI, KNL, STC) |
MN |
Manufacturer Name | No | Full manufacturer name |
QT |
Quantity | Yes | Integer quantity |
NT |
Quantity (alt) | No | Some systems use NT instead of QT |
GC |
Category / Group Code | No | Product category |
G0 |
Vendor / Group ID | No | Vendor or dealer identifier |
Pricing fields
| Code | Name | Description |
|---|---|---|
PL |
List Price | Unit list price (numeric, no currency symbol) |
P1 |
Price Tier 1 | Primary price (some systems use P1 instead of PL) |
P2 |
Price Tier 2 | Alternate price tier |
P4 |
Price Tier 4 | Alternate price tier |
P5 |
Price Tier 5 | Alternate price tier |
I1 |
Unit List Price (Cyncly) | Used by Cyncly Worksheet |
I2 |
Purchase Price (Cyncly) | Used by Cyncly Worksheet |
S- / S% |
Sell Discount % | Sell = PL - (PL × S- × 0.01) |
P% / B% |
Purchase/Buy % | Cost = PL × (P% × 0.01) |
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 · 283 lines · 38 tokens per session scan A d7f910d40922
csv-to-sif is a skill published in the GitHub repository AlpacaLabsLLC/skills-for-architects (353 stars, last pushed 8d ago), licensed MIT. It adds 38 tokens to every session and 2,706 once invoked, about $0.0002 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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