Magisterial Python SDK

The official Python library for the Magisterial developer API — college sports data across NCAA D1/D2/D3, NAIA, and NJCAA: players, teams, rosters, cross-program careers, games, the live transfer portal, and an agent-backed natural-language query endpoint.

• Interactive API reference: https://api.magisterial.ai/v1/docs
• OpenAPI spec: https://api.magisterial.ai/v1/openapi.json
• Agent-ready one-file reference: https://api.magisterial.ai/v1/llms.txt

Installation

pip install magisterial

Requires Python 3.10+.

Usage

Create an API key at magisterial.ai/console/api-keys and set MAGISTERIAL_API_KEY (or pass api_key= to the client).

from magisterial import Magisterial

client = Magisterial()

# Search players (auto-pagination follows the cursor for you)
page = client.players.search(
    sport="soccer", division="D1,NAIA,NJCAA-D1", gender="women",
    position="Forward", sort_by="goals",
)
for player in page.auto_paging_iter():
    print(player.name, player.team, player.stats.get("goals"))

# One player's full profile
player = client.players.get(184223, sport="soccer", division="D3")

# Live transfer portal (usage-billed; use `since` for incremental polling)
portal = client.portal.list(sport="basketball", division="D1", status="INC")

# Natural-language query (usage-billed): submit and wait for the answer
run = client.query.create_and_poll(
    prompt="Who led the NESCAC in assists this season?",
    sport="soccer", division="D3", gender="men",
)
print(run.answer)

Async

Every method is mirrored on AsyncMagisterial:

import asyncio
from magisterial import AsyncMagisterial

async def main():
    async with AsyncMagisterial() as client:
        page = await client.players.search(sport="soccer", division="D1")
        async for player in page.auto_paging_iter():
            print(player.name)

asyncio.run(main())

Errors

Non-2xx responses raise typed exceptions carrying the API's error envelope:

from magisterial import Magisterial, NotFoundError, RateLimitError

client = Magisterial()
try:
    client.players.get(1, sport="soccer", division="D1")
except NotFoundError as e:
    print(e.error_code)   # "player_not_found"
except RateLimitError as e:
    print(e.retry_after)  # seconds, from the Retry-After header

BillingError (402) means API billing is not enabled or the monthly budget is exhausted — manage both in the developer console.

Retries

Idempotent requests (and players.search) are retried automatically on 429s, 5xx and connection failures — up to max_retries (default 2), honoring the server's Retry-After. Billable creates (query.create, alerts.create) are never retried automatically.

Types

All request/response models live in magisterial.types and are generated from the published OpenAPI spec (scripts/sync-types.sh), so they cannot drift from the live API contract.

License

MIT