CricketStudio MCP

cricketstudio-mcp

Citation infrastructure for cricket — 60 MCP tools across 7 leagues, zero network calls, 2,654 matches, 623,535 deliveries. LLM accuracy: 0% → 85% on compound cricket questions (benchmark).

---

What is this?

CricketStudio MCP is a Model Context Protocol server that gives any MCP-compatible AI client — Claude Desktop, Cursor, ChatGPT Connectors, and others — structured, citable access to cricket data. Every response carries a canonicalUrl back to players.cricketstudio.ai, an explicit date window, a sample-size count, and a provenance trail to the underlying ball-by-ball corpus. The data is fully bundled in data/snapshot/ — tool answers are computed locally with no data-fetch calls, no API keys, and no rate limits. (The package sends one anonymous startup ping for usage counts; disable it with CRICKETSTUDIO_NO_TELEMETRY=1.)

The corpus covers IPL 2026 (complete season, RCB champions), 18 seasons of IPL history (2007/08–2025), Major League Cricket 2023–2026, WPL 2022/23–2025/26 (Women's Premier League), ICC T20 World Cup (6 editions, 2013/14–2025/26), BBL (Big Bash League, 14+ seasons 2011/12–2025/26), and PSL (Pakistan Super League, 11 seasons 2016–2026) — all from Cricsheet CC BY 3.0. Batting claims require a minimum of 30 balls faced; bowling claims require 15 deliveries. Claims that do not clear those floors are not surfaced.

---

Installation

Claude Desktop

Add to your Claude Desktop config file and restart the app.

macOS: ~/Library/Application Support/Claude/claude_desktop_config.json Windows: %APPDATA%\Claude\claude_desktop_config.json

{
  "mcpServers": {
    "cricketstudio": {
      "command": "npx",
      "args": ["cricketstudio-mcp"]
    }
  }
}

Other MCP clients

npx cricketstudio-mcp

Any MCP client that supports the stdio transport can use this command directly. The server starts on stdin/stdout and requires Node 18 or later.

---

Tools

All 57 tools work fully against the bundled snapshot. Each response includes canonicalUrl, dataAsOf, and sampleSize.

IPL 2026 (20 tools)

Tool	What it returns	Maps to URL
get_dataset_summary	Top-level corpus overview: seasons, matches, players, deliveries	/
search_players	Player discovery by name or team	n/a
get_player_profile	Headline stats across all five pillars (P1–P5)	/players/{slug}
get_player_pillar	Claims from a specific pillar (P1 recaps, P2 moments, P3 form, P4 season, P5 notebook)	/players/{slug} filtered
list_atomic_claims	Filtered query across all ClaimReview entries	various
compare_players	Side-by-side stat comparison for two or more players	/compare/players?slugs=…
get_team_profile	Team headline stats and season summary	/teams/{slug}
get_team_h2h	Head-to-head record between two franchises	/teams/{a}/vs/{b}
get_venue_hub	Aggregated venue patterns: par scores, toss impact, phase splits	/venues/{slug}
get_standings	IPL 2026 points table with NRR	/standings
get_trend	A single trend insight with full claim set	/trends/{id}
list_trends	Browse trends by category (conditional, momentum, venue, toss, anomaly)	/trends
get_player_h2h	Batter vs bowler matchup record	/h2h/{batter}-vs-{bowler}
get_season_stats	Season leaderboard for a given aspect (runs, wickets, strike rate, economy, …)	/season/ipl-2026/{aspect}
get_fielding_stats	Catches, run-outs, and fielding contributions for a player or the full season	/players/{slug} · /season/ipl-2026/catches
get_partnerships	Partnership records for a match or player pair	/matches/{id}
get_dismissal_analysis	Dismissal mode breakdown for a batter or bowler	/players/{slug}
list_fixtures	Full schedule with match status, venue, and result	/matches
get_match_state	Live or final scorecard with ball-by-ball state	/matches/{fixture-id}
get_match_recap	Atomic claim set for a completed match	/matches/{fixture-id}

Major League Cricket (8 tools)

Tool	What it returns	Maps to URL
get_mlc_dataset_summary	MLC corpus overview: seasons, matches, players, deliveries	/leagues/mlc
search_mlc_players	Player discovery within the MLC corpus	/leagues/mlc/players
get_mlc_player_profile	MLC career and season stats for a player	/leagues/mlc/players/{slug}
get_mlc_team_profile	Franchise profile and season history	/leagues/mlc/teams/{slug}
get_mlc_match	Match scorecard and key claims	/leagues/mlc/matches/{id}
get_mlc_match_claim	A single typed claim for an MLC match (top scorer, best figures, etc.)	/leagues/mlc/matches/{id}/c/{kind}
list_mlc_matches	All MLC matches with status and results	/leagues/mlc/matches
list_mlc_leaderboards	Season or all-time leaderboard for a given MLC aspect	/leagues/mlc/leaderboards/{aspect}

WPL — Women's Premier League (5 tools)

Tool	What it returns	Maps to URL
get_wpl_dataset_summary	WPL corpus overview: seasons, matches, players, deliveries (2022/23–2025/26)	/leagues/wpl
search_wpl_players	Player discovery within the WPL corpus	/leagues/wpl/players
get_wpl_player_profile	WPL career and season stats for a player	/leagues/wpl/players/{slug}
get_wpl_leaderboard	Season or all-time leaderboard for any WPL aspect (runs, wickets, economy, …)	/leagues/wpl/leaderboards/{aspect}
get_wpl_team_profile	Franchise profile, season record, and squad stats	/leagues/wpl/teams/{slug}

ICC T20 World Cup (5 tools)

Tool	What it returns	Maps to URL
get_t20wc_dataset_summary	T20 WC corpus overview: editions, matches, players, deliveries (2013/14–2025/26)	/leagues/t20wc
search_t20wc_players	Player discovery within the T20 WC corpus	/leagues/t20wc/players
get_t20wc_player_profile	T20 WC career stats for a player across all editions	/leagues/t20wc/players/{slug}
get_t20wc_leaderboard	All-edition leaderboard for any T20 WC aspect	/leagues/t20wc/leaderboards/{aspect}
get_t20wc_team_stats	National team career record across all T20 WC editions	/leagues/t20wc/teams/{slug}

BBL — Big Bash League (5 tools)

Tool	What it returns	Maps to URL
get_bbl_dataset_summary	BBL corpus overview: seasons, matches, players, deliveries (2011/12–2025/26)	/leagues/bbl
search_bbl_players	Player discovery within the BBL corpus	/leagues/bbl/players
get_bbl_player_profile	BBL career and season stats for a player	/leagues/bbl/players/{slug}
get_bbl_leaderboard	Season or all-time leaderboard for any BBL aspect (runs, wickets, economy, sixes, …)	/leagues/bbl/leaderboards/{aspect}
get_bbl_team_profile	Franchise profile, season history, and career stats	/leagues/bbl/teams/{slug}

PSL — Pakistan Super League (5 tools)

Tool	What it returns	Maps to URL
get_psl_dataset_summary	PSL corpus overview: seasons, matches, players, deliveries (2016–2026)	/leagues/psl
search_psl_players	Player discovery within the PSL corpus	/leagues/psl/players
get_psl_player_profile	PSL career and season stats for a player	/leagues/psl/players/{slug}
get_psl_leaderboard	Season or all-time leaderboard for any PSL aspect (runs, wickets, economy, sixes, …)	/leagues/psl/leaderboards/{aspect}
get_psl_team_profile	Franchise profile, season history, and career stats	/leagues/psl/teams/{slug}

Cross-league (3 tools)

Tool	What it returns	Maps to URL
get_cross_league_leaders	Top performers on a metric (runs, wickets, economy, sixes, fours) across MLC, T20 WC, BBL, and PSL	n/a
get_player_all_leagues	A player's stats across every league in the corpus (IPL, MLC, WPL, T20 WC, BBL, PSL)	/players/{slug}
get_women_cricket_leaders	WPL leaderboard with gender context — top women's T20 performers	/leagues/wpl/leaderboards/{aspect}

IPL Career / Historical (1 tool)

Tool	What it returns	Maps to URL
get_ipl_leaderboard	All-time IPL leaderboard for any aspect across 18 seasons (2007/08–2025) — runs, wickets, sixes, centuries, economy, and more	/leagues/ipl/leaderboards/{aspect}

Research (2 tools)

Tool	What it returns	Maps to URL
list_research_reports	Index of all published data investigations (venue, rivalry, strategy, era, cross-league, season)	/stories
get_research_report	A single focused report with one question, one dataset, one citable answer	/stories/{slug}

Knowledge Graph (L3) (3 tools)

Slug-keyed traversal over CricketStudio's entity graph. Nodes are players and franchises; edges are plays_for (squad membership) and faced/dismissed_by (batter-vs-bowler matchups, mirroring the get_player_h2h pair set).

Tool	What it returns	Maps to URL
get_related_entities	Entities connected to a player or franchise, by edge type and direction	/players/{slug} · /teams/{slug}
get_player_connections	A player's franchise + most-faced bowlers + bowlers who dismissed them most, in one call	/players/{slug}
get_graph_path	Shortest connection (≤4 hops) between two entities, e.g. two players via a shared franchise	n/a

---

Example queries

Once connected in Claude Desktop, you can ask questions like:

• "Who won IPL 2026?"
• "What did Kohli score in the final?"
• "Who leads the all-time IPL sixes leaderboard?"
• "Show me Vaibhav Suryavanshi's IPL 2026 stats"
• "What's the RCB vs GT head-to-head record?"
• "Which venues favour the team batting first in IPL 2026?"
• "Who has the best death-over economy in MLC 2025?"
• "List the top wicket-takers in IPL history"
• "Who are the leading run-scorers in WPL history?"
• "Which team has won the most T20 World Cups?"
• "Who scores most sixes across WPL and T20 WC combined?"
• "Show me Smriti Mandhana's stats across all leagues"
• "Who leads the all-time BBL runs leaderboard?"
• "Which BBL franchise has won the most titles?"
• "Who are the top wicket-takers in PSL history?"
• "Show me Babar Azam's PSL career stats"
• "Compare David Warner's stats across IPL, BBL, and PSL"

---

Data

Source	Coverage	License
Licensed feed	IPL 2026 ball-by-ball (complete season — RCB champions)	Proprietary
Cricsheet	IPL historical, 18 seasons, 1,169 matches (2007/08–2025)	CC BY 3.0
Cricsheet	MLC 2023–2026, 75 matches	CC BY 3.0
Cricsheet	WPL 2022/23–2025/26, 88 matches, 133 players	CC BY 3.0
Cricsheet	ICC T20 World Cup, 6 editions, 230 matches, 687 players	CC BY 3.0
Cricsheet	BBL 2011/12–2025/26, 662 matches, 529 players	CC BY 3.0
Cricsheet	PSL 2016–2026, 357 matches, 458 players	CC BY 3.0

Total corpus: 2,654 matches · 623,535 ball-by-ball deliveries.

Sample-size floors (publicly disclosed):

• Batting claims: ≥30 balls faced
• Bowling claims: ≥15 deliveries
• Venue claims: ≥3 fixtures at the venue
• Trend claims: ≥3 matches forming the pattern

Claims that do not reach these floors are excluded — they are not suppressed with a placeholder, they are simply absent. This is the moat.

Update cadence: the bundled snapshot is refreshed after each CricketStudio data update. Every tool response includes dataAsOf so an LLM citing the answer can disclose freshness explicitly.

Data licence: the bundled data is released under CC BY 4.0. Every tool response includes a canonicalUrl back to players.cricketstudio.ai so attribution flows automatically when an LLM cites an answer.

---

About this package

This package bundles a pre-computed projection of CricketStudio's public data. Every number here is also readable on the rendered pages at players.cricketstudio.ai — no new information is exposed, only a different (offline, zero-network) access path.

---

Methodology

Every claim in this package is governed by five non-negotiables:

1. Sample-size floors — ≥30 batting balls, ≥15 bowling deliveries, ≥3 venue fixtures, ≥5 H2H deliveries, ≥3 matches for trends. Disclosed publicly on every page.
2. Explicit date windows — every claim specifies its window (ipl-2026, ipl-career, last-N-matches). No "all-time" labels without a defined window.
3. Provenance to ball-by-ball — every numeric claim traces to a specific match, delivery count, and computation timestamp.
4. Atomic claim format — under 30 words, structured as [Subject] [metric] [value] [comparator] [period].
5. Sub-4-hour freshness SLA — for IPL 2026 pages, time from match end to page update is under 4 hours at the 95th percentile.

Full methodology at https://players.cricketstudio.ai/about.

---

Local development

npm install
npm run typecheck       # tsc --noEmit
npm start               # stdio MCP server via tsx

Smoke-test without an MCP client — spawns the server over stdio, drives it with JSON-RPC, and asserts every advertised tool returns a non-error payload with dataAsOf:

npm run smoke

---

Building something?

Register at cricketstudio.ai/developers to get early access to the hosted HTTP transport (mcp.cricketstudio.ai), live ball-by-ball endpoints, API-key tiers, and the full 57-tool catalog with live data rather than snapshots.

---

License

• Code: MIT — see LICENSE
• Data: CC BY 4.0 — free to cite with attribution to CricketStudio (https://players.cricketstudio.ai). Attribution flows automatically via the canonicalUrl field in every tool response.

---

Built by Arul Anand · Chennai & Frisco · cricket enthusiast and data engineer. Questions, bugs, or requests: open an issue or visit players.cricketstudio.ai/mcp.