League Loom

Get Schedule, Strength of Schedule, and Playoff Picture

fantasy_get_schedule

Read-onlyIdempotent

Full-season schedule, strength of schedule, and a DETERMINISTIC playoff picture (seeds, clinched/eliminated, magic numbers: exact win/loss math, not simulation, so report clinches as guarantees). For "am I making the playoffs", "who's clinched", "who has the easier schedule", rest-of-season outlook; view picks a section. ESPN/Sleeper: full. Fantrax: H2H schedule and partial SoS, no clinch math; leagues that aren't publicly viewable get pairings without scores or results.

Input Schema

TableJSON Schema

Name	Required	Description	Default
`view`	No	'all', or only the game list, strength of schedule, or playoff picture.	all
`sport`	No	e.g. 'NFL', 'NBA'. Needed for ESPN/Sleeper and Fantrax name lookups.
`season`	No	Season year, e.g. 2025; ignored by Fantrax.
`provider`	No	Fantasy platform. Optional: defaults to your connected platform ('sleeper').
`league_id`	No	Omit when connected. League id (Fantrax also takes the league URL).
`team_query`	No	Your team's exact id (preferred) or unique name; labels it (your team). Fantrax needs it (no owner data); ESPN/Sleeper auto-detect. Ids: fantasy_get_league_info.
`credentials`	No	Only WITHOUT a connected profile: secret_id (Fantrax), espn_s2 + swid (private ESPN), username or user_id (Sleeper discovery). Public ESPN and Sleeper reads need none.
`league_query`	No	A connected league's name/id; omit to auto-pick (primary first). Never ask for ids.
`include_games`	No	Include the per-week game list.
`response_format`	No	'markdown' (default, most compact) or 'json' (same normalized data, not the raw payload).	markdown

Schema Changelog

Changes observed during successful MCP inspections.

Changed8 schema fields changedSep 29, 2026

changedInput schema / properties / credentials / description

Previous value: -"Per-call credentials, only needed WITHOUT a connected profile. Keys: secret_id (Fantrax); espn_s2 + swid (private ESPN leagues); username or user_id (Sleeper discovery); session_cookie / auth_token + write_enabled:true (explicit write opt-in only). Public ESPN leagues and all Sleeper reads need none."New value: +"Only WITHOUT a connected profile: secret_id (Fantrax), espn_s2 + swid (private ESPN), username or user_id (Sleeper discovery). Public ESPN and Sleeper reads need none."

changedInput schema / properties / league_id / description

Previous value: -"The platform's league id (Fantrax also accepts the full league URL)."New value: +"Omit when connected. League id (Fantrax also takes the league URL)."

changedInput schema / properties / league_query / description

Previous value: -"League name/id filter, for when the profile has several leagues on the provider."New value: +"A connected league's name/id; omit to auto-pick (primary first). Never ask for ids."

changedInput schema / properties / response_format / description

Previous value: -"'markdown' (default) or 'json' (raw payload)."New value: +"'markdown' (default, most compact) or 'json' (same normalized data, not the raw payload)."

changedInput schema / properties / season / description

Previous value: -"Season year, e.g. 2025. Required for ESPN/Sleeper league discovery; ignored by Fantrax."New value: +"Season year, e.g. 2025; ignored by Fantrax."

changedInput schema / properties / sport / description

Previous value: -"Sport, e.g. 'NFL', 'NBA', 'MLB', 'NHL'. Required for ESPN/Sleeper and Fantrax name lookups."New value: +"e.g. 'NFL', 'NBA'. Needed for ESPN/Sleeper and Fantrax name lookups."

changedInput schema / properties / team_query / description

Previous value: -"Your team's exact id (preferred) or a unique name fragment; marks it ⭐. Required on Fantrax (no owner data there); ESPN/Sleeper auto-detect. Team ids come from fantasy_get_league_info."New value: +"Your team's exact id (preferred) or unique name; labels it (your team). Fantrax needs it (no owner data); ESPN/Sleeper auto-detect. Ids: fantasy_get_league_info."

changedInput schema / properties / view / description

Previous value: -"Sections to return: 'all', game list only, strength of schedule only, or playoff picture only."New value: +"'all', or only the game list, strength of schedule, or playoff picture."

Changed16 schema fields changedSep 10, 2026

changedInput schema / properties / credentials / additionalProperties
```
Previous value: -falseNew value: +true
```

changedInput schema / properties / credentials / description

Previous value: -"Per-call credentials. Fill only the keys your provider needs (see fantasy_list_providers). Public ESPN leagues and all Sleeper reads need none."New value: +"Per-call credentials, only needed WITHOUT a connected profile. Keys: secret_id (Fantrax); espn_s2 + swid (private ESPN leagues); username or user_id (Sleeper discovery); session_cookie / auth_token + write_enabled:true (explicit write opt-in only). Public ESPN leagues and all Sleeper reads need none."

removedInput schema / properties / credentials / properties / espn_s2

Removed value: -{
-  "description": "ESPN private-league cookie 'espn_s2' (DevTools → Application → Cookies → espn.com).",
-  "type": "string"
-}

removedInput schema / properties / credentials / properties / secret_id

Removed value: -{
-  "description": "Fantrax Secret ID (User Profile → 'Your Secret ID').",
-  "type": "string"
-}

removedInput schema / properties / credentials / properties / swid

Removed value: -{
-  "description": "ESPN private-league cookie 'SWID': a GUID in curly braces, e.g. {XXXX-...}.",
-  "type": "string"
-}

removedInput schema / properties / credentials / properties / user_id

Removed value: -{
-  "description": "Sleeper numeric user_id (alternative to username).",
-  "type": "string"
-}

removedInput schema / properties / credentials / properties / username

Removed value: -{
-  "description": "Sleeper username (for league discovery).",
-  "type": "string"
-}

changedInput schema / properties / league_id / description

Previous value: -"The league id from the platform. For Fantrax, a full league URL is also accepted and the server extracts the id."New value: +"The platform's league id (Fantrax also accepts the full league URL)."

changedInput schema / properties / league_query / description

Previous value: -"Optional profile league name/id filter. Use when the profile has multiple leagues for the provider."New value: +"League name/id filter, for when the profile has several leagues on the provider."

changedInput schema / properties / provider / description

Previous value: -"Fantasy platform: 'fantrax', 'espn', or 'sleeper'. Call fantasy_list_providers first to see each provider's capabilities and required credentials."New value: +"Fantasy platform. Optional: defaults to your connected platform ('sleeper')."

changedInput schema / properties / response_format / description

Previous value: -"Output format: 'markdown' (default, human-readable) or 'json' (raw upstream payload)."New value: +"'markdown' (default) or 'json' (raw payload)."

changedInput schema / properties / season / description

Previous value: -"Season year, e.g. 2024. REQUIRED for espn and sleeper league discovery; ignored by fantrax."New value: +"Season year, e.g. 2025. Required for ESPN/Sleeper league discovery; ignored by Fantrax."

changedInput schema / properties / sport / description

Previous value: -"Sport, e.g. 'NFL', 'NBA', 'MLB', 'NHL'. Required for ESPN/Sleeper and for Fantrax player/name lookups."New value: +"Sport, e.g. 'NFL', 'NBA', 'MLB', 'NHL'. Required for ESPN/Sleeper and Fantrax name lookups."

changedInput schema / properties / team_query / description

Previous value: -"Identifies your team and marks it ⭐. Use the exact team id (preferred because it never breaks on rename) or a unique part of the team name. REQUIRED for Fantrax to identify your team: Fantrax exposes no owner data, so it cannot be auto-detected (ESPN/Sleeper auto-detect from your credentials). Get team ids from fantasy_get_league_info. For rosters this also filters to that team."New value: +"Your team's exact id (preferred) or a unique name fragment; marks it ⭐. Required on Fantrax (no owner data there); ESPN/Sleeper auto-detect. Team ids come from fantasy_get_league_info."

changedInput schema / properties / view / description

Previous value: -"Which sections to return: full ('all'), just the game list, just strength of schedule, or just the playoff picture."New value: +"Sections to return: 'all', game list only, strength of schedule only, or playoff picture only."

removedInput schema / required
```
Removed value: -[
-  "provider"
-]
```

First observedJun 29, 2026

TDQS

A4.3/5.0

Behavior5/5

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

Annotations already declare readOnly/idempotent/non-destructive, and the description adds substantial value beyond them: the playoff picture is deterministic (report clinches as guarantees, not simulations) and provider behavior varies sharply (ESPN/Sleeper full vs Fantrax H2H-only, no clinch math, partial SoS; non-public leagues return pairings without scores). These are exactly the behavioral caveats an agent needs before summarizing results.

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?

Front-loaded with the core capability and the determinism caveat, then usage triggers, then provider caveats. It is dense with parentheticals and semicolons but nearly every clause carries information; only mild tightening is possible.

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?

For a 10-parameter, no-output-schema tool it covers the risky areas well: provider divergence, credential-less public reads (in schema), and what sections the response contains. It does not describe return shape/structure for the schedule vs strength vs playoff sections, a minor gap since no output schema exists.

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 100% (view, provider, credentials, team_query all documented inline), so the schema carries parameter meaning. The description reinforces that 'view' selects a section but adds no syntax or format detail beyond the schema, making the baseline 3 appropriate.

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

Purpose5/5

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

States a specific verb+resource (full-season schedule) plus the two additional artifacts it produces (strength of schedule, deterministic playoff picture with seeds/clinch/magic numbers), which cleanly separates it from siblings like fantasy_get_matchups and fantasy_get_standings. The parenthetical 'exact win/loss math, not simulation' pins down the semantics an agent needs.

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

Usage Guidelines4/5

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

Gives concrete trigger phrases ('am I making the playoffs', 'who's clinched', 'who has the easier schedule', rest-of-season outlook) that map directly to usage, and explains that 'view' selects the section. It stops short of explicit when-not-to-use guidance or naming sibling tools for adjacent questions.

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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