ops-demo

ops-demo is a skill for Claude Code from Snowflake-Labs/cocoplus. It costs 46 tokens per session (1,557 once invoked), scanned A, original, MIT.

A demo-mode setup command that fills CocoPlus with realistic sample delivery data and enables the demo setting.

In plain words
What is it for?
It is for creating or resetting a sample dataset, viewing DORA-style metrics, and testing CocoOps without using production data.
Why use it?
It lets people explore delivery metrics and sprint health when production Snowflake data is unavailable.

Skill for Claude Code

Written for Claude Code: user-invocable in frontmatter.

Good fit It is for creating or resetting a sample dataset, viewing DORA-style metrics, and testing CocoOps without using production data.

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Install with agentmods
npx agentmods add skills/snowflake-labs/cocoplus/ops-demo
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 Snowflake-Labs/cocoplus --skill ops-demo
Clone the repo
git clone --depth 1 https://github.com/Snowflake-Labs/cocoplus

Made for: Claude Code.

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 ops-demo

README.md
[![agentmods](https://agentmods.dev/badge/skills/snowflake-labs/cocoplus/ops-demo/github.svg)](https://agentmods.dev/skills/snowflake-labs/cocoplus/ops-demo)
Your own site
<a href="https://agentmods.dev/skills/snowflake-labs/cocoplus/ops-demo"><img src="https://agentmods.dev/badge/skills/snowflake-labs/cocoplus/ops-demo/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 ops-demo

Your own site · 80×15
<a href="https://agentmods.dev/skills/snowflake-labs/cocoplus/ops-demo"><img src="https://agentmods.dev/badge/skills/snowflake-labs/cocoplus/ops-demo.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 46 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,557 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 $0.00046 $0.01557
Opus 5 $0.00023 $0.00779
Sonnet 5 $0.00009 $0.00311
Haiku 4.5 $0.00005 $0.00156

Measured 5d ago against content hash 8fdb27b36af8, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-09, from the pricing page.

Security

Grade A, and why

ops-demo 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 5d 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.

.cortex/skills/cocoops/ops-demo.skill.md · 194 lines

How it starts

The opening of the file, as written. The whole thing — 194 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Objective

Activate CocoOps demo mode with a realistic mock dataset so evaluators can explore DORA metrics and sprint health without production Snowflake access.

Before proceeding, verify that .cocoplus/ exists. If not, output: "CocoPlus is not initialized. Run $pod init first." Then stop.

Step 1 — Check Current Demo Status

Read cocoplus.toml and check [demo] enabled. If already true, output:

CocoOps demo mode is already active.
Run $ops dora to view the demo DORA report.
Run $ops demo --reset to regenerate the demo dataset.
Run $ops demo --off to deactivate demo mode.

Then stop (unless --reset flag provided).

Step 2 — Create Demo Dataset Directory

Ensure .cocoplus/ops/demo/ exists. Create it if absent.

Step 3 — Write Demo Metrics Dataset

Write .cocoplus/ops/demo/metrics.json with a realistic 30-day dataset showing DORA metric progression. The dataset must:

  • Include representative pipeline names (not generic "pipeline_1" — use realistic names like stg_orders_load, int_customer_metrics, mart_revenue_daily, ml_churn_predict)
  • Show a credible improvement arc: early period has higher failure rate and recovery times; later period shows improvement
  • Cover all four DORA metrics with plausible values for a data engineering team at High tier (not Elite — believable, not perfect)
{
  "dataset_version": "1.0",
  "period_days": 30,
  "generated_at": "<ISO timestamp>",
  "metrics": {
    "run_frequency": {
      "value": 1.4,
      "unit": "per_day",
      "tier": "High",
      "source": "demo"
    },
    "lead_time": {
      "value": 18.5,
      "unit": "hours",
      "tier": "High",
      "source": "demo"
    },
    "recovery_time": {
      "value": 210,
      "unit": "minutes",
      "tier": "High",
      "source": "demo"
    },
    "quality_failure_rate": {
      "value": 7.2,
      "unit": "percent",
      "tier": "High",
      "source": "demo"
    }
  },
  "pipeline_signals": [
    {
      "name": "stg_orders_load",
      "runs": 38,
      "failures": 3,
      "avg_lead_time_hours": 14.2,
      "last_failure": "2024-01-18T03:22:00Z",
      "recovery_minutes": 85
    },
    {
      "name": "int_customer_metrics",
      "runs": 30,
      "failures": 4,
      "avg_lead_time_hours": 22.1,
      "last_failure": "2024-01-21T07:45:00Z",
      "recovery_minutes": 310
    },
    {
      "name": "mart_revenue_daily",
      "runs": 28,
      "failures": 1,
      "avg_lead_time_hours": 19.8,
      "last_failure": "2024-01-09T23:11:00Z",
      "recovery_minutes": 42
    },
    {
      "name": "ml_churn_predict",
      "runs": 14,
      "failures": 4,
      "avg_lead_time_hours": 31.4,
      "last_failure": "2024-01-23T11:30:00Z",
      "recovery_minutes": 480
    }
  ],
  "git_signals": {
    "commits_14d": 18,
    "pipeline_prs": 6
  },
  "sprint": {
    "start": "2024-01-15",
    "end": "2024-01-29",
    "velocity_units": 9,
    "daily_burn_rate": 0.9,
    "predicted_final_velocity": 12.6
  },
  "overall_health": "High"
}

Read the full file on GitHub · 194 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. 5d ago First seen · 194 lines · 46 tokens per session scan A 8fdb27b36af8

Subscribe to this mod's changes

ops-demo is a skill published in the GitHub repository Snowflake-Labs/cocoplus (720 stars, last pushed 6d ago), licensed MIT. It adds 46 tokens to every session and 1,557 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 2026-09-03.

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