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bealmot

sleeper-mcp

by bealmot

playoff_odds

Simulate the remaining fantasy football schedule to estimate each team's chance of making the playoffs, with confidence that reflects how much of the season is played.

Instructions

Playoff probability for every team, by simulating the rest of the season.

Runs the remaining schedule many times, drawing each team's weekly score from its estimated strength, then counts how often each team finishes in a playoff seed. Wins carry forward; points for break ties, which is Sleeper's default.

REPORTS ITS OWN CONFIDENCE. Early in a season a team's strength estimate is mostly a league-average prior rather than anything it has done, and the output says so instead of printing a number that looks equally solid in week 2 and week 12.

Args: trials: simulations to run. 10000 keeps the error near half a point. league_id_: override the configured league.

Input Schema

TableJSON Schema
NameRequiredDescriptionDefault
trialsNo
league_id_No

Output Schema

TableJSON Schema
NameRequiredDescriptionDefault
resultYes

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observedv0.1.0

TDQS

A3.8/5.0
Behavior4/5

Does the description disclose side effects, auth requirements, rate limits, or destructive behavior?

With no annotations, the description carries the full burden and does so well: it discloses the simulation method, the tie-breaking rule (points for, Sleeper default), and that output reports its own confidence rather than a uniformly solid number. It stops short of stating read-only status or cost/runtime.

Agents need to know what a tool does to the world before calling it. Descriptions should go beyond structured annotations to explain consequences.

Conciseness4/5

Is the description appropriately sized, front-loaded, and free of redundancy?

Purpose is front-loaded in the first line, with methodology and caveats following in an organized way. The confidence paragraph is mildly long-winded but each sentence adds real context.

Shorter descriptions cost fewer tokens and are easier for agents to parse. Every sentence should earn its place.

Completeness4/5

Given the tool's complexity, does the description cover enough for an agent to succeed on first attempt?

An output schema exists, so return values need not be explained, and the description covers method, parameters, tie-break behavior, and confidence signaling. The main omission is any routing guidance relative to sibling odds/standings tools.

Complex tools with many parameters or behaviors need more documentation. Simple tools need less. This dimension scales expectations accordingly.

Parameters4/5

Does the description clarify parameter syntax, constraints, interactions, or defaults beyond what the schema provides?

Schema coverage is 0%, so the description must compensate, and it does: trials is explained with its default effect on error margin, and league_id_ is described as overriding the configured league. Both parameters gain meaning beyond the bare schema.

Input schemas describe structure but not intent. Descriptions should explain non-obvious parameter relationships and valid value ranges.

Purpose4/5

Does the description clearly state what the tool does and how it differs from similar tools?

States a specific verb and resource: computing playoff probability for every team via season simulation. An agent can distinguish it from bracket-style siblings by the simulation framing, though it never names a sibling it is not.

Agents choose between tools based on descriptions. A clear purpose with a specific verb and resource helps agents select the right tool.

Usage Guidelines3/5

Does the description explain when to use this tool, when not to, or what alternatives exist?

It implies when it applies (a full-season playoff outlook rather than a single matchup), but gives no explicit when-to-use guidance and names no alternatives among matchup_odds, playoff_bracket, or standings.

Agents often have multiple tools that could apply. Explicit usage guidance like "use X instead of Y when Z" prevents misuse.