stat-api MCP server

• Registry namecom.stat-api/sports-dataverified in the MCP registry

The registry name sits under stat-api.com. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

• Stateanswerschecked 2026-10-19
• Tools9
• Server calls itselfstat-api
• Server version0.1.0
• Protocol version2025-06-18

On 2026-10-19 the server answered initialize and tools/list without a sign-in. First answer in 288 ms.

• Whether its tools do the product's job has not been judged yet.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

• INITE MCP score84 of 100answers 100 · definitions 87 · context 100 · use 8 · connects 100
• Use1 GitHub stars
• Answered100% of days9 of 9 daily checks
• Median first answer270 ms
• Space in an agent's context≈ 1,297 tokensthe definitions of all its tools (9), which an agent carries on every turn
• Tool definitionsB · 87 of 100
• Typed results0 of 9 toolsdeclared outputSchema: results come typed, read once

• Parameters without a description: in 7 of 9

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

• list_leagues

  List every league/data group this API serves (nfl, nba, mlb, nhl, pga, dfs, reference) with table counts and availability. No credentials needed. Start here, then call list_tables.

• list_tables

  List every queryable table in one league with a one-line summary each. No credentials needed. Follow with describe_table before querying.

• describe_table

  Full contract for one table: fields with types and descriptions, the filters query_table accepts (with operators like __gte/__lte/__between/__like and required filter combinations), page-size limits, primary key, and a runnable example…

• query_table

  Query any table. Returns `{"<table>": [rows], "limit": N, "next_from_id": M|null, "has_more": bool}`. To read every row, start with from_id=0 and re-call with from_id set to the previous next_from_id until it is null. A call without…

• get_record

  Fetch a single row by primary key. Returns the row object. Requires a stat-api sign-in or API key; costs 1 record of quota.

• search_players

  Fuzzy player-name search (typo-tolerant). Currently NBA only — for other leagues query the players table with a name filter via query_table. Returns player rows ordered by match quality. Requires a stat-api sign-in or API key; rows count…

• games_on_date

  Games scheduled/played on one calendar date (US-Eastern) for nba, mlb, or nhl; defaults to today. Returns the same envelope as query_table on the games table. NFL is week-based, not date-based — for nfl, use query_table on nfl/games with…

• graphql_query

  Run a GraphQL query against the same data with relations — nest from a game to its teams/players/odds in one call. Root fields are leagues (nfl, nba, …), each exposing its tables with the same filter arguments as REST plus `first`/`after`…

• api_usage

  Your account's quota position: plan, monthly record limit, records used, remaining, and when the quota resets. Requires a stat-api sign-in or API key; costs 1 record.