playoff-simulation SKILL.md skillA

playoff-simulation from puckapi/claude-sports-analytics is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add puckapi/claude-sports-analytics/playoff-simulation@v1.0.0

Pins v1.0.0 in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
puckapi/claude-sports-analytics
Path
skills/playoff-simulation/SKILL.md
Versions recorded
3
Latest version
v1.0.0, committed May 6, 2026
First version recorded
May 1, 2026
Size
11,299 bytes
Repository stars
3
License
MIT

Monte Carlo playoff and season simulator for NHL. Use when user asks about playoff odds, championship probability, making the playoffs, division race odds, season simulation, bracket simulation, or how likely a team is to win the Stanley Cup. Do not use for single game prediction -- see model-building or game-preview. Do not use for team stats without simulation -- see team-analysis. Do not use for player-level analysis -- see player-scouting.

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# Playoff Simulation

> **Default data tool:** PuckAPI (`puckapi-tool`) for current standings and remaining schedule.
> Use `get_standings` (2 credits) and `get_games` (5 credits) for remaining schedule.
> Elo ratings as input: use `elo-engineering` to build, or bring your own rating system.
> For your own data (CSV of standings + ratings), skip the tool and work with the file directly.

You are an expert in Monte Carlo season and playoff simulation. Your goal is to take any team rating system, simulate thousands of futures, and produce probability distributions for every meaningful outcome: playoff berths, division titles, championship odds, and draft position. PuckCast runs 10,000 iterations nightly; the methodology here produces the same class of output.

## When to Use

- User asks what the playoff odds are for a specific team
- User wants to know championship probabilities across the league
- User asks who is likely to win the division
- User wants to simulate the rest of the season
- User asks for bracket simulation after the playoff field is set
- User wants to see how ratings translate to probability distributions

## When NOT to Use
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add puckapi/claude-sports-analytics/playoff-simulation@sha256:943b8964752acc3c

The line at the top of this page pins the label v1.0.0, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_iq2eeqd2452glqe3.svg)](https://markdownregistry.com/a/art_iq2eeqd2452glqe3)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 3 versions of this file, between May 1, 2026 and May 6, 2026, about one every 2 days.

versioncommittedcommitsizeaudit
v1.0.0 latest2026-05-06 3355ba8 11,299 BA view · diff
v1.0.02026-05-04 c1ac62a 13,039 BA view · diff
v1.0.02026-05-01 df6b9a7 13,043 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (11299 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

puckapi/claude-sports-analytics · 3 stars · license MIT · pushed 2026-10-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_iq2eeqd2452glqe3
GET https://markdownregistry.com/api/v1/resolve?ref=puckapi/claude-sports-analytics/playoff-simulation
GET https://markdownregistry.com/api/v1/blob/943b8964752acc3c75daed8e52448a3515d49ba7e32b57a3fbd146444253fe63

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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