workload-insights

workload-insights is a skill for Claude Code from sfc-gh-dflippo/snowflake-dbt-demo. It costs 41 tokens per session (565 once invoked), scanned A, original, Apache-2.0.

A workload analysis tool for SQL Server, Microsoft's relational database, that reads Extended Events capture files containing recorded database activity.

In plain words
What is it for?
It helps analyse one or more SQL Server .xel files and record workload findings in a project assessment report.
Why use it?
It turns binary capture files into a JSON discovery report without requiring the captures to be copied or rewritten.

Skill for Claude Code

Written for Claude Code: installed under .claude/. Also seen: mentions subagents.

Part of the snowflake-migration plugin — 72 skills, 7 agents shipped together

Good fit It helps analyse one or more SQL Server .xel files and record workload findings in a project assessment report.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/sfc-gh-dflippo/snowflake-dbt-demo/workload-insights
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 sfc-gh-dflippo/snowflake-dbt-demo --skill workload-insights
Clone the repo
git clone --depth 1 https://github.com/sfc-gh-dflippo/snowflake-dbt-demo

Made for: Claude Code.

Or install snowflake-migration, the plugin that ships this one along with the rest of its 72 skills, 7 agents.

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 workload-insights

README.md
[![agentmods](https://agentmods.dev/badge/skills/sfc-gh-dflippo/snowflake-dbt-demo/workload-insights/github.svg)](https://agentmods.dev/skills/sfc-gh-dflippo/snowflake-dbt-demo/workload-insights)
Your own site
<a href="https://agentmods.dev/skills/sfc-gh-dflippo/snowflake-dbt-demo/workload-insights"><img src="https://agentmods.dev/badge/skills/sfc-gh-dflippo/snowflake-dbt-demo/workload-insights/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 workload-insights

Your own site · 80×15
<a href="https://agentmods.dev/skills/sfc-gh-dflippo/snowflake-dbt-demo/workload-insights"><img src="https://agentmods.dev/badge/skills/sfc-gh-dflippo/snowflake-dbt-demo/workload-insights.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 41 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 565 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 $0.00041 $0.00565
Opus 5 $0.00020 $0.00282
Sonnet 5 $0.00008 $0.00113
Haiku 4.5 $0.00004 $0.00056

Measured 2d ago against content hash 300681bfe031, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

workload-insights 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 2d 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.

.claude/skills/snowflake-migration/skills/migration/assessment/workload-insights/SKILL.md · 61 lines

What it actually says

Discovery

Thin, non-interactive wrapper over scai assessment workload-insights. The parent supplies absolute .xel paths. The command streams the captures and writes timestamped JSON under the project. Never parse or rewrite the capture or JSON. Never copy .xel files into the project. Never ask the user questions.

  • Supported dialect: SQL Server. Any other dialect aborts with ASM0034; report skipped, not an error.
  • Input: one or more binary Extended Events .xel files. Rollover files from the same capture are separate --input arguments. Any filename works.

Run

scai assessment workload-insights \
  --input /abs/path/WorkloadReport_XE_0.xel \
  --input /abs/path/WorkloadReport_XE_1.xel

Run from project_dir. The command writes:

<project_dir>/artifacts/assessment/workload-insights-YYYYMMDD_HHMMSS.json

Sub-agent contract

On entry, call configure() with project_dir from the parent's context block. Take no user prompts. On completion return JSON only:

{
  "sub_skill": "workload-insights",
  "status": "ok",
  "output_json": "<absolute path to workload-insights-*.json>",
  "summary": "<one line: databases, total events, user executions, errors>",
  "error": null
}
  • Unsupported dialect (ASM0034): status "skipped", output_json null, error null.
  • Any other failure: status "error", output_json null, error "<message>".
  • A large-file or long-running parse message on stdout is not an error. Exit code 0 plus a written artifact means "ok"; fold the message into summary.
  • Do not include SQL text, parameters, or error messages in the response.

Reference

references/create-extended-events-session.sql is the starter session SQL the parent pastes when the user chooses to provide files later. This sub-skill never runs it. CREATE leaves the session stopped; the user reviews all values, replaces YourDatabase, and explicitly runs the commented STATE = START.

Files

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.

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. 2d ago First seen · 61 lines · 41 tokens per session scan A 300681bfe031

Subscribe to this mod's changes

workload-insights is a skill published in the GitHub repository sfc-gh-dflippo/snowflake-dbt-demo (33 stars, last pushed 3d ago), licensed Apache-2.0. It adds 41 tokens to every session and 565 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 2026-09-10.

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