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jk-mcp-epl

jk-mcp-epl

by jedi-knights

jk-mcp-epl

MCP server that gives Claude live access to Premier League data — teams, matches, standings, rosters, richer player data from Pulselive/Opta, and schedule-strength analytics.

CI Badge Coverage Evals Release Python License: MIT


Table of Contents


Related MCP server: cartola-mcp

Overview

AI assistants like Claude are knowledgeable, but they have a hard cutoff date — they cannot tell you today's Premier League standings, last night's scores, or which teams are fighting for the title, European places, or against relegation. This project fixes that.

It is an MCP server — a plugin that gives Claude direct access to live Premier League data: scores, standings, rosters, derived schedule-strength analytics, and richer per-player registrations from the Pulselive/Opta feed that powers premierleague.com. Once installed, you can ask Claude natural-language questions about the Premier League and get accurate, up-to-date answers. No subscription, no API key, and no programming required to use it.

This is the v1 scaffold: two data sources — ESPN's public API for the normalized league feed, and footballapi.pulselive.com (used unauthenticated, requires an Origin: https://www.premierleague.com header) for Opta-cross-referenced player data. Cup competitions (FA Cup, Carabao Cup) and per-half / xG stats are on the roadmap.


Features

The v1 surface is twelve read-only, idempotent tools split across three tiers.

ESPN-backed (8)

Tool

Description

get_teams

List all 20 Premier League clubs with IDs and abbreviations

get_team

Details for a specific team

get_roster

Team's active roster — jersey, position, age, citizenship

get_scoreboard

Match scores for a single day, a date range, or the current matchweek

get_team_schedule

Every match for a team in the current season — past + upcoming

get_match_details

One match's full details — score, venue, attendance, goals, cards, subs

get_standings

Current standings — single 20-team table ordered by points

get_news

Recent Premier League news articles

Pulselive-backed (1)

Tool

Description

get_players

Full player registry from the Opta-powered feed — Opta id, shirt number, positional detail (e.g. "Right Winger" vs generic "M"), current-club affiliation, nationality, DoB, loan flag

Derived analytics (3)

Pure functions over live standings + team schedules, exposing schedule-strength context the raw table does not.

Tool

Description

get_strength_of_schedule

Team's average opponent points-per-game across matches already played

get_results_by_opponent_tier

Team's W-L-T split across current top / middle / bottom standings tiers

get_adjusted_points_per_game

Team's raw PPG alongside an opponent-quality-adjusted PPG

Roadmap

Deferred to v2+:

  • FA Cup (eng.fa) and Carabao Cup (eng.league_cup) — ESPN slugs already available

  • UEFA competitions (Champions League, Europa) — cross-competition tool surface

  • Per-half and home/away split standings from Pulselive

  • xG / shots / advanced Opta stats (Pulselive exposes them; needs an LLM-friendly formatter)

  • Season lookup by year (currently get_players defaults to the most recent completed season)


Requirements


Installation

git clone https://github.com/jedi-knights/jk-mcp-epl.git
cd jk-mcp-epl
uv sync

Usage

Run the server in stdio mode (the default — used by Claude Code and Claude Desktop):

uv run python -m epl.server

Run in HTTP mode (for networked or deployed access):

MCP_TRANSPORT=streamable-http uv run python -m epl.server

Example prompts

Standings, scores, rosters:

  • Who is leading the Premier League right now?

  • Show me every Premier League result from this past weekend.

  • Who is on Arsenal's roster?

  • When does Liverpool play next?

  • Show me the full Pulselive player registry for Manchester City — who's on loan?

Schedule strength:

  • Which Premier League team has played the toughest schedule so far?

  • Show me Arsenal's record against the current top 6 teams.

  • Compare Manchester City and Liverpool on adjusted points-per-game.


Configuration

All configuration is via environment variables. None are required for local use.

Variable

Default

Description

MCP_TRANSPORT

stdio

Transport mode: stdio or streamable-http

HOST

0.0.0.0

Bind address (HTTP transport only)

PORT

8000

TCP port (HTTP transport only)

MCP_PATH

/mcp/epl

URL path (HTTP transport only)

API_HOST

https://site.api.espn.com

ESPN API base URL

LOG_LEVEL

INFO

DEBUG, INFO, WARNING, or ERROR

MCP_TRACING_ENABLED

unset

Bootstrap the OpenTelemetry SDK

MCP_AUTH_ENABLED

unset

Require RS256 bearer tokens on streamable-http

MCP_AUTH_ISSUER_URL

unset

Auth-server origin (required when auth is on)

MCP_AUTH_RESOURCE_URL

unset

This server's public URL for the aud claim


Claude Code

Install from your local clone globally so the server is available in every project:

claude mcp add --scope user epl -- uv run --directory /path/to/jk-mcp-epl python -m epl.server

Replace /path/to/jk-mcp-epl with the absolute path to your clone. Verify with claude mcp list.

Drop --scope user to register only for the current project, or commit a .mcp.json to the repo root for collaborators:

{
  "mcpServers": {
    "epl": {
      "command": "uv",
      "args": ["run", "--directory", "/path/to/jk-mcp-epl", "python", "-m", "epl.server"]
    }
  }
}

Claude Desktop

Add the following to your Claude Desktop configuration file.

Location:

  • macOS: ~/Library/Application Support/Claude/claude_desktop_config.json

  • Windows: %APPDATA%\Claude\claude_desktop_config.json

{
  "mcpServers": {
    "epl": {
      "command": "uv",
      "args": [
        "run",
        "--directory", "/path/to/jk-mcp-epl",
        "python", "-m", "epl.server"
      ]
    }
  }
}

If uv is not on Claude Desktop's PATH, use the absolute path (which uv will show it). Fully quit and relaunch Claude Desktop after saving — a window close is not enough.


Docker

Build the image:

docker build -t jk-mcp-epl:latest .

Run in stdio mode (for MCP clients that spawn a subprocess):

docker run -i --rm jk-mcp-epl:latest

Run in HTTP mode:

docker run --rm -p 8000:8000 \
  -e MCP_TRANSPORT=streamable-http \
  jk-mcp-epl:latest

Development

Install

uv sync

Invoke tasks

All common workflows are invoke tasks. Run uv run inv --list to see everything.

Task

Alias

Description

uv run inv lint

inv l

Run ruff linter and format check

uv run inv lint --fix

inv l --fix

Auto-fix lint violations and reformat

uv run inv test

inv t

Run the full test suite

uv run inv coverage

inv v

Run tests with coverage report (threshold: 90%)

uv run inv check-complexity

inv cc

Check cyclomatic complexity (max 7)

uv run inv build

inv b

Build wheel and sdist into dist/

uv run inv build-image

inv bi

Build the Docker image

uv run inv clean

inv c

Remove build and coverage artifacts

Project structure

src/epl/
├── server.py                     # entry point, transport selection, logging setup
├── adapters/
│   ├── inbound/
│   │   ├── mcp_adapter.py        # FastMCP server, health endpoints, tool registration
│   │   ├── formatters.py         # domain → LLM-readable text
│   │   ├── authorization.py      # inbound authz port implementations
│   │   └── tools/
│   │       ├── espn.py           # 8 ESPN-backed tools
│   │       └── analytics.py      # 3 schedule-strength analytics tools
│   └── outbound/
│       ├── espn_adapter.py       # ESPN HTTP client
│       ├── parsers.py            # ESPN JSON → domain models
│       ├── retry_adapter.py      # transient-failure retry decorator
│       └── caching_adapter.py    # in-process TTL cache
├── application/
│   ├── service.py                # EPLService — use cases, orchestration
│   ├── _helpers.py               # input validation
│   └── _analytics_helpers.py     # pure math for schedule-strength tools
├── domain/
│   ├── models.py                 # Team, Match, Standing, etc.
│   └── exceptions.py             # EPLNotFoundError, UpstreamAPIError
├── ports/
│   ├── inbound.py                # Authorizer protocol
│   └── outbound.py               # EPLAPIPort protocol
├── observability/                # OpenTelemetry bootstrap (opt-in)
└── security/                     # JWKS token verifier

The dependency direction flows inward: adapters → ports → domain. Nothing in domain/ imports from adapters or a framework.


Contributing

  1. Fork the repository and clone your fork

  2. Create a feature branch: git checkout -b feature/your-feature

  3. Make your changes following the existing patterns (hexagonal architecture, TDD, conventional commits)

  4. Verify the full check suite passes: uv run inv lint && uv run inv check-complexity && uv run inv coverage

  5. Open a pull request against main

All CI checks (lint, complexity, tests, coverage ≥ 90%) must pass before merge.


License

MIT — see LICENSE.

Available Tools

12 tools
get_adjusted_points_per_gameA
Read-onlyIdempotent

Get a team's raw points-per-game alongside an opponent-quality-adjusted PPG.

Adjusted PPG scales raw PPG by avg_opponent_ppg / league_average_ppg, so values above raw PPG indicate the team has earned points against a tougher schedule than league average.

Args: team_id: ESPN numeric team ID.

Inputs: team_id (required). Returns: result

get_match_detailsA
Read-onlyIdempotent

Get detailed information for a single Premier League match.

Returns the score, venue, attendance, and a chronological list of key events (goals, substitutions, cards). Use the match ID returned by get_scoreboard or get_team_schedule.

Args: match_id: ESPN numeric event ID (e.g. "401853883").

Inputs: match_id (required). Returns: result

get_newsA
Read-onlyIdempotent

Get recent Premier League news articles.

Returns each article's headline, publication date, summary, and link to the full ESPN story.

Args: limit: Maximum number of articles to return (default 10).

Inputs: limit. Returns: result

get_playersA
Read-onlyIdempotent

Get Premier League player registrations from the Pulselive/Opta feed.

Richer than ESPN's roster: carries the Opta player id, shirt number, detailed positional label (e.g. "Centre-back" vs "Right-back"), current-club affiliation, nationality, date of birth, and loan flag. Defaults to the most recent completed season — the current season may not have full registrations until the transfer window closes.

Args: season_year: Currently ignored (see roadmap). Reserved for a future per-year season lookup. limit: Maximum number of players to return (default 50, max 500).

Inputs: limit, season_year. Returns: result

get_results_by_opponent_tierA
Read-onlyIdempotent

Get a team's W-L-T splits against current top-tier, middle, and bottom-tier teams.

Tiers are derived from the live league standings: top tier_size, bottom tier_size, and everyone in between. Lets you ask "how does this team do against the top of the table?" without scanning every result manually.

Args: team_id: ESPN numeric team ID. tier_size: Number of teams in each of the top and bottom tiers. Defaults to 5. Must be at least 1, and 2*tier_size must not exceed the league size.

Inputs: team_id (required), tier_size. Returns: result

get_rosterA
Read-onlyIdempotent

Get the active roster for an Premier League team.

Returns each player's jersey number, name, position, citizenship, and age. Use the team ID returned by get_teams.

Args: team_id: ESPN numeric team ID (e.g. "18418" for Atlanta United FC).

Inputs: team_id (required). Returns: result

get_scoreboardA
Read-onlyIdempotent

Get Premier League match scores and status for a date or date range.

With no arguments, returns matches for the current matchweek. With date only, returns matches for that single day. With both date and end_date, returns every match in the inclusive range.

Args: date: Optional start date in YYYYMMDD format (e.g. "20260418"). end_date: Optional end date in YYYYMMDD format. Requires date.

Inputs: date, end_date. Returns: result

get_standingsA
Read-onlyIdempotent

Get the current Premier League standings.

Returns the eight-team table ordered by points descending, with win/loss/tie record, goals for, goals against, and goal differential.

Inputs: no named parameters. Returns: result

get_strength_of_scheduleA
Read-onlyIdempotent

Get a team's strength of schedule based on opponents already faced.

Returns the average current points-per-game of every opponent the team has played in completed matches, plus a per-opponent breakdown. Useful early in the season for "who has played the tougher schedule so far?" questions.

Args: team_id: ESPN numeric team ID (e.g. "18418" for Atlanta United FC).

Inputs: team_id (required). Returns: result

get_teamA
Read-onlyIdempotent

Get details for a specific Premier League team.

Returns full team information including display name, abbreviation, and location. Use the numeric ID returned by get_teams.

Args: team_id: ESPN numeric team ID (e.g. "18418" for Atlanta United FC).

Inputs: team_id (required). Returns: result

get_teamsA
Read-onlyIdempotent

Get all active Premier League teams.

Returns a numbered list of teams with their ID, full name, abbreviation, and home city. Use the ID or abbreviation with get_team to retrieve detailed information about a specific team.

Inputs: no named parameters. Returns: result

get_team_scheduleA
Read-onlyIdempotent

Get all matches for a single Premier League team in the current season.

Returns scheduled, in-progress, and completed matches for the team — with opponent, date, score (if played), and status.

Args: team_id: ESPN numeric team ID (e.g. "18418" for Atlanta United FC).

Inputs: team_id (required). Returns: result

Tool Schema Changelog

Recent tool additions, removals, and schema changes observed during successful MCP inspections.

Loading tool schema changelog…

    TDQS

    A4.4/5.0

    Scored across 12 tools

    Disambiguation4/5

    Most tools have clearly distinct purposes, but get_roster and get_players both return player information and get_scoreboard vs get_team_schedule could be confused for team-specific date queries. Descriptions adequately differentiate them, but a few boundaries are close.

    Naming Consistency5/5

    All tools follow a consistent get_<noun> pattern in snake_case. Multi-word nouns are used consistently, making the API predictable and easy to navigate.

    Tool Count5/5

    12 tools is well-scoped for a Premier League data server, covering team, match, player, news, standings, and advanced analytics without redundancy. Each tool earns its place.

    Completeness4/5

    The tool set covers core domains well: teams, matches, rosters, players, news, standings, and analytics. Minor gaps exist like individual player stats or detailed match events beyond key events, but these are workable.

    Maintenance

    ActivityInactive
    ResponsivenessNo recent community issues

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