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UFC fight sim picks and graded record

invoke_mma_sim_picks
Read-onlyIdempotent

BankrollSZN UFC fight sim: every bout on the next card simulated 20,000 times round by round. Win, KO, submission and decision chances for each fighter, the round the fight ends in, goes the distance and total rounds chances next to the de-vigged DraftKings and FanDuel prices, the model picks (moneyline and method props live, total rounds paper) and the graded record with closing line value. view card (default) or history.

Input Schema

NameRequiredDescriptionDefault
viewNo
limitNoMaximum rows to return. The plan limit applies on top.
fighterNoFighter name or part of it.
include_paperNoInclude paper (non-published) picks like total rounds. Default false.

Schema Changelog

Changes observed during successful MCP inspections.

  1. First observed

TDQS

B3.4/5.0
Behavior3/5

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

Annotations already declare readOnly/idempotent/non-destructive, so the safety profile is covered. The description adds useful context that moneyline and method props are 'live' while total rounds picks are 'paper' (non-published), which exceeds the annotations. Beyond that it largely enumerates output content rather than disclosing freshness, limits, or auth needs.

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

Conciseness3/5

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

It opens with the core identity, but the bulk is a single long run-on sentence with heavy comma enumeration of outputs. It is information-dense without filler, yet not cleanly structured or front-loaded for scanning.

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?

No output schema exists, so the description must carry the return-value burden and does so well, enumerating win/KO/submission/decision chances, end round, distance, total rounds, de-vigged DraftKings/FanDuel prices, picks, and graded record with CLV. For a read-only analytics tool this is nearly complete; only freshness/limit context is missing.

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

Parameters3/5

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

Schema description coverage is 75%, so the schema carries most of the load (limit and fighter are documented there). The description only adds meaning for 'view' by stating card is the default and history is the alternative, which the enum alone doesn't disclose. This is about the expected baseline when the schema does the heavy lifting.

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?

The description states a specific resource (UFC fight sim across the next card) and verb (simulate 20,000 times, return chances/picks/graded record), so an agent knows exactly what comes back. It distinguishes itself in spirit from single-fight or odds siblings by emphasizing sim picks + graded record. It does not, however, explicitly name a sibling like invoke_mma_fight_sim or invoke_mma_odds to sharpen the boundary.

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?

The closing phrase 'view card (default) or history' gives the two operating modes and the default, which is light usage guidance. There is no explicit when-to-use-this-vs-alternatives statement nor any exclusions relative to the many sibling MMA tools.

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

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