Implement CLI wrappers for live-series, retrosheet, scouting, upload

Migrated all major card creation workflows to pd-cards CLI:

live-series:
- update: Full FanGraphs/BBRef card generation with CLI options
- status: Show cardset status from database

retrosheet:
- process: Historical Retrosheet data processing
- arms: Generate outfield arm ratings from play-by-play
- validate: Check for position anomalies in cardsets
- defense: Fetch defensive stats from Baseball Reference

scouting:
- batters: Generate batting scouting reports
- pitchers: Generate pitching scouting reports
- all: Generate all reports at once

upload:
- s3: Upload card images to AWS S3
- check: Validate cards without uploading
- refresh: Re-generate and re-upload card images

Updated CLAUDE.md with comprehensive CLI documentation.
Legacy scripts remain available but CLI is now the primary interface.

🤖 Generated with [Claude Code](https://claude.com/claude-code)

Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>

CLAUDE.md

@@ -32,14 +32,98 @@ This is a baseball card creation system for Paper Dynasty, a sports card simulat
 3. **Output**: Generated card data is POSTed directly to Paper Dynasty API; cards rendered on-demand when URLs accessed
 
 ### Entry Points
-- **live_series_update.py**: Main script for live season card updates (in-season cards)
+- **pd_cards/**: CLI package (`pd-cards` command) for all card creation operations
-- **retrosheet_data.py**: Main script for historical replay cardsets
+- **live_series_update.py**: Legacy script for live season card updates (use `pd-cards live-series` instead)
+- **retrosheet_data.py**: Legacy script for historical replay cardsets (use `pd-cards retrosheet` instead)
 - **refresh_cards.py**: Updates existing player card images and metadata
 - **check_cards.py**: Validates card data and generates test outputs
-- **check_cards_and_upload.py**: Fetches card images from API and uploads to AWS S3 with cache-busting URLs
+- **check_cards_and_upload.py**: Legacy S3 upload script (use `pd-cards upload` instead)
-- **scouting_batters.py** / **scouting_pitchers.py**: Generate scouting reports and ratings comparisons
+- **scouting_batters.py** / **scouting_pitchers.py**: Legacy scouting scripts (use `pd-cards scouting` instead)
 
-## Common Commands
+## pd-cards CLI
+
+The primary interface is the `pd-cards` CLI tool. Install it with:
+
+```bash
+uv pip install -e .  # Install in development mode
+```
+
+### Custom Characters (YAML Profiles)
+
+Custom fictional players are defined as YAML profiles in `pd_cards/custom/profiles/`.
+
+```bash
+# List all custom character profiles
+pd-cards custom list
+
+# Preview a character's calculated ratings
+pd-cards custom preview kalin_young
+
+# Submit a character to the database
+pd-cards custom submit kalin_young --dry-run  # Preview first
+pd-cards custom submit kalin_young            # Actually submit
+
+# Create a new character profile template
+pd-cards custom new --name "Player Name" --type batter --hand R --target-ops 0.800
+pd-cards custom new --name "Pitcher Name" --type pitcher --hand L --target-ops 0.650
+```
+
+### Live Series Updates
+
+```bash
+# Update live series cards from FanGraphs/Baseball Reference data
+pd-cards live-series update --cardset "2025 Season" --games 81 --dry-run
+pd-cards live-series update --cardset "2025 Season" --games 162
+
+# Show cardset status
+pd-cards live-series status
+```
+
+### Retrosheet Processing
+
+```bash
+# Process historical Retrosheet data
+pd-cards retrosheet process 2005 --cardset-id 27 --description Live --dry-run
+pd-cards retrosheet process 2005 --cardset-id 27 --description Live
+
+# Generate outfield arm ratings
+pd-cards retrosheet arms 2005 --events data-input/retrosheet/retrosheets_events_2005.csv
+
+# Validate positions for a cardset
+pd-cards retrosheet validate 27
+
+# Fetch defensive stats from Baseball Reference
+pd-cards retrosheet defense 2005 --output "data-input/2005 Live Cardset/"
+```
+
+### Scouting Reports
+
+```bash
+# Generate batting scouting reports
+pd-cards scouting batters --cardset-id 27
+
+# Generate pitching scouting reports
+pd-cards scouting pitchers --cardset-id 27
+
+# Generate all scouting reports
+pd-cards scouting all --cardset-id 27
+```
+
+### S3 Upload
+
+```bash
+# Upload card images to S3
+pd-cards upload s3 --cardset "2005 Live" --dry-run
+pd-cards upload s3 --cardset "2005 Live" --limit 10
+
+# Check cards without uploading
+pd-cards upload check --cardset "2005 Live" --limit 10
+
+# Refresh card images
+pd-cards upload refresh --cardset "2005 Live"
+```
+
+## Legacy Commands (Still Available)
 
 ### Testing
 ```bash

pd_cards/commands/live_series.py

@@ -4,10 +4,14 @@ Live series card update commands.
 Commands for generating cards from current season FanGraphs/Baseball Reference data.
 """
 
+import asyncio
+import datetime
 from pathlib import Path
+from typing import Optional
 
 import typer
 from rich.console import Console
+from rich.progress import Progress, SpinnerColumn, TextColumn
 
 app = typer.Typer(no_args_is_help=True)
 console = Console()
@@ -15,16 +19,26 @@ console = Console()
 
 @app.command()
 def update(
-    cardset: str = typer.Option(..., "--cardset", "-c", help="Target cardset name (e.g., '2025 Live')"),
+    cardset: str = typer.Option(..., "--cardset", "-c", help="Target cardset name (e.g., '2025 Season')"),
-    season: int = typer.Option(None, "--season", "-s", help="Season year (defaults to current)"),
+    season: int = typer.Option(None, "--season", "-s", help="Season year (defaults to cardset year)"),
-    games_played: int = typer.Option(None, "--games", "-g", help="Number of games played (for prorating)"),
+    games_played: int = typer.Option(162, "--games", "-g", help="Number of games played (1-162)"),
+    description: str = typer.Option(None, "--description", "-d", help="Player description (defaults to year)"),
+    pull_fielding: bool = typer.Option(True, "--pull-fielding/--no-pull-fielding", help="Pull fielding stats from Baseball Reference"),
+    post_batters: bool = typer.Option(True, "--post-batters/--skip-batters", help="Post batting cards and ratings"),
+    post_pitchers: bool = typer.Option(True, "--post-pitchers/--skip-pitchers", help="Post pitching cards and ratings"),
+    post_fielders: bool = typer.Option(True, "--post-fielders/--skip-fielders", help="Post card positions"),
+    post_players: bool = typer.Option(True, "--post-players/--skip-players", help="Post player updates"),
+    is_live: bool = typer.Option(True, "--live/--not-live", help="Look up current MLB clubs from statsapi"),
     ignore_limits: bool = typer.Option(False, "--ignore-limits", help="Ignore minimum PA/TBF requirements"),
     dry_run: bool = typer.Option(False, "--dry-run", "-n", help="Preview without saving to database"),
 ):
     """
     Update live series cards from FanGraphs/Baseball Reference data.
 
-    Reads CSV files from data-input/ and generates batting/pitching cards.
+    Reads CSV files from data-input/{cardset} Cardset/ and generates batting/pitching cards.
+
+    Example:
+        pd-cards live-series update --cardset "2025 Season" --games 81
     """
     console.print()
     console.print("=" * 70)
@@ -33,13 +47,185 @@ def update(
 
     if dry_run:
         console.print("[yellow]DRY RUN - no changes will be made[/yellow]")
-
-    # TODO: Migrate logic from live_series_update.py
         console.print()
-    console.print("[yellow]Not yet implemented - run legacy script:[/yellow]")
-    console.print("  python live_series_update.py")
 
-    raise typer.Exit(0)
+    # Validate games_played
+    if games_played < 1 or games_played > 162:
+        console.print(f"[red]Error: games_played must be between 1 and 162, got {games_played}[/red]")
+        raise typer.Exit(1)
+
+    season_pct = games_played / 162
+
+    # Import the necessary modules
+    try:
+        import sys
+        sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+        import batters.creation
+        import pitchers.creation
+        import pandas as pd
+        from creation_helpers import pd_players_df, pd_positions_df
+        from db_calls import db_get, db_patch, DB_URL
+        from exceptions import logger
+    except ImportError as e:
+        console.print(f"[red]Error importing modules: {e}[/red]")
+        console.print("Make sure you're running from the card-creation directory")
+        raise typer.Exit(1)
+
+    CARD_BASE_URL = f'{DB_URL}/v2/players'
+
+    async def run_update():
+        # Look up cardset
+        console.print(f"Searching for cardset: {cardset}")
+        c_query = await db_get('cardsets', params=[('name', cardset)])
+        if c_query is None or c_query['count'] == 0:
+            console.print(f"[red]Cardset '{cardset}' not found[/red]")
+            raise typer.Exit(1)
+
+        cardset_data = c_query['cardsets'][0]
+        input_path = f'data-input/{cardset_data["name"]} Cardset/'
+
+        # Determine season from cardset name if not provided
+        actual_season = season
+        if actual_season is None:
+            # Try to extract year from cardset name
+            import re
+            match = re.search(r'\b(19|20)\d{2}\b', cardset)
+            if match:
+                actual_season = int(match.group())
+            else:
+                actual_season = datetime.datetime.now().year
+
+        # Determine description
+        actual_description = description if description else str(actual_season)
+
+        console.print(f"Cardset ID: {cardset_data['id']} / Season: {actual_season}")
+        console.print(f"Game count: {games_played} / Season %: {season_pct:.2%}")
+        console.print(f"Description: {actual_description}")
+        console.print()
+
+        if dry_run:
+            console.print("[green]Validation passed - ready to run[/green]")
+            console.print()
+            console.print("Would execute:")
+            console.print(f"  - Input path: {input_path}")
+            if post_batters:
+                console.print("  - Process batting cards")
+            if post_pitchers:
+                console.print("  - Process pitching cards")
+            if post_fielders:
+                console.print("  - Process card positions")
+            if post_players:
+                console.print("  - Update player records")
+            return
+
+        start_time = datetime.datetime.now()
+        release_directory = f'{start_time.year}-{start_time.month}-{start_time.day}'
+
+        # Run batters
+        console.print("[bold]Processing batters...[/bold]")
+        data = await batters.creation.run_batters(
+            cardset_data, input_path, post_players, CARD_BASE_URL, release_directory,
+            actual_description, season_pct, post_batters, pull_fielding, actual_season,
+            is_live, ignore_limits
+        )
+
+        batter_time = datetime.datetime.now()
+        batter_runtime = batter_time - start_time
+        console.print(f"[green]✓ Batter updates complete[/green]")
+        console.print(f"  Total batting cards: {data['tot_batters']}")
+        console.print(f"  New cardset batters: {data['new_batters']}")
+        console.print(f"  Runtime: {round(batter_runtime.total_seconds())} seconds")
+        console.print()
+
+        # Run pitchers
+        console.print("[bold]Processing pitchers...[/bold]")
+        data = await pitchers.creation.run_pitchers(
+            cardset_data, input_path, CARD_BASE_URL, actual_season, release_directory,
+            actual_description, season_pct, post_players, post_pitchers, is_live, ignore_limits
+        )
+        pitching_stats = data['pitching_stats']
+
+        pitcher_time = datetime.datetime.now()
+        pitcher_runtime = pitcher_time - batter_time
+        console.print(f"[green]✓ Pitcher updates complete[/green]")
+        console.print(f"  Total pitching cards: {data['tot_pitchers']}")
+        console.print(f"  New cardset pitchers: {data['new_pitchers']}")
+        console.print(f"  Runtime: {round(pitcher_runtime.total_seconds())} seconds")
+        console.print()
+
+        # Run player position updates
+        if 'promos' not in cardset.lower():
+            console.print("[bold]Processing player positions...[/bold]")
+            all_pos = await pd_positions_df(cardset_data['id'])
+            all_players = await pd_players_df(cardset_data['id'])
+
+            player_updates = {}
+
+            def set_all_positions(df_data):
+                pos_series = all_pos.query(f'player_id == {df_data["player_id"]}')['position']
+                pos_updates = []
+                count = 1
+                for this_pos in pos_series:
+                    if this_pos == 'P':
+                        try:
+                            this_pitcher = pitching_stats.loc[df_data['bbref_id']]
+                        except KeyError:
+                            pos_updates.append((f'pos_{count}', 'RP'))
+                            count += 1
+                            break
+
+                        if this_pitcher['starter_rating'] > 3:
+                            pos_updates.append((f'pos_{count}', 'SP'))
+                            count += 1
+                            if this_pitcher['relief_rating'] > 1 or not pd.isna(this_pitcher['closer_rating']):
+                                pos_updates.append((f'pos_{count}', 'RP'))
+                                count += 1
+                        else:
+                            pos_updates.append((f'pos_{count}', 'RP'))
+                            count += 1
+
+                        if not pd.isna(this_pitcher['closer_rating']):
+                            pos_updates.append((f'pos_{count}', 'CP'))
+                            count += 1
+                    else:
+                        pos_updates.append((f'pos_{count}', this_pos))
+                        count += 1
+
+                if count == 1:
+                    pos_updates.append(('pos_1', 'DH'))
+                    count += 1
+
+                while count <= 9:
+                    pos_updates.append((f'pos_{count}', 'False'))
+                    count += 1
+
+                if len(pos_updates) > 0:
+                    if df_data.player_id not in player_updates.keys():
+                        player_updates[df_data.player_id] = pos_updates
+                    else:
+                        player_updates[df_data.player_id].extend(pos_updates)
+
+            all_players.apply(set_all_positions, axis=1)
+
+            console.print(f"Sending {len(player_updates)} player updates to database...")
+            if post_players:
+                for player_id in player_updates:
+                    await db_patch('players', object_id=player_id, params=player_updates[player_id])
+
+            position_time = datetime.datetime.now()
+            position_runtime = position_time - pitcher_time
+            console.print(f"[green]✓ Player position updates complete[/green]")
+            console.print(f"  Runtime: {round(position_runtime.total_seconds())} seconds")
+            console.print()
+
+        total_runtime = datetime.datetime.now() - start_time
+        console.print("=" * 70)
+        console.print(f"[bold green]✓ LIVE SERIES UPDATE COMPLETE[/bold green]")
+        console.print(f"Total runtime: {round(total_runtime.total_seconds())} seconds")
+        console.print("=" * 70)
+
+    asyncio.run(run_update())
 
 
 @app.command()
@@ -48,4 +234,48 @@ def status(
 ):
     """Show status of live series cardsets."""
     console.print()
-    console.print("[yellow]Not yet implemented[/yellow]")
+
+    try:
+        import sys
+        sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+        from db_calls import db_get
+    except ImportError as e:
+        console.print(f"[red]Error importing modules: {e}[/red]")
+        raise typer.Exit(1)
+
+    async def get_status():
+        params = []
+        if cardset:
+            params.append(('name', cardset))
+
+        result = await db_get('cardsets', params=params if params else None)
+
+        if result is None or result['count'] == 0:
+            if cardset:
+                console.print(f"[yellow]No cardset found matching '{cardset}'[/yellow]")
+            else:
+                console.print("[yellow]No cardsets found[/yellow]")
+            return
+
+        from rich.table import Table
+        table = Table(title="Cardsets")
+        table.add_column("ID", justify="right")
+        table.add_column("Name")
+        table.add_column("Season", justify="right")
+        table.add_column("Players", justify="right")
+
+        for cs in result['cardsets']:
+            # Get player count for each cardset
+            players = await db_get('players', params=[('cardset_id', cs['id'])])
+            player_count = players['count'] if players else 0
+
+            table.add_row(
+                str(cs['id']),
+                cs['name'],
+                str(cs.get('season', '-')),
+                str(player_count)
+            )
+
+        console.print(table)
+
+    asyncio.run(get_status())

pd_cards/commands/retrosheet.py

@@ -4,6 +4,7 @@ Retrosheet historical data processing commands.
 Commands for generating cards from historical Retrosheet play-by-play data.
 """
 
+import asyncio
 from pathlib import Path
 from typing import Optional
 
@@ -18,70 +19,211 @@ console = Console()
 def process(
     year: int = typer.Argument(..., help="Season year to process (e.g., 2005)"),
     cardset_id: int = typer.Option(..., "--cardset-id", "-c", help="Target cardset ID"),
-    description: str = typer.Option("Live", "--description", "-d", help="Player description (e.g., 'Live', 'June PotM')"),
+    description: str = typer.Option("Live", "--description", "-d", help="Player description ('Live' or 'Month PotM')"),
-    start_date: Optional[str] = typer.Option(None, "--start", help="Start date YYYYMMDD (defaults to season start)"),
+    start_date: Optional[str] = typer.Option(None, "--start", help="Start date YYYYMMDD (defaults to March 1)"),
-    end_date: Optional[str] = typer.Option(None, "--end", help="End date YYYYMMDD (defaults to season end)"),
+    end_date: Optional[str] = typer.Option(None, "--end", help="End date YYYYMMDD (defaults to Oct 2)"),
-    events_file: Optional[Path] = typer.Option(None, "--events", "-e", help="Retrosheet events CSV file"),
+    events_file: Optional[str] = typer.Option(None, "--events", "-e", help="Retrosheet events CSV filename"),
+    data_input: Optional[str] = typer.Option(None, "--input", "-i", help="Data input directory path"),
+    season_pct: float = typer.Option(1.0, "--season-pct", help="Season percentage (0.0-1.0)"),
+    min_pa_vl: int = typer.Option(None, "--min-pa-vl", help="Minimum PA vs LHP (default: 20 Live, 1 PotM)"),
+    min_pa_vr: int = typer.Option(None, "--min-pa-vr", help="Minimum PA vs RHP (default: 40 Live, 1 PotM)"),
+    post_data: bool = typer.Option(True, "--post/--no-post", help="Post data to database"),
     dry_run: bool = typer.Option(False, "--dry-run", "-n", help="Preview without saving to database"),
 ):
     """
     Process Retrosheet data and create player cards.
 
     Generates batting and pitching cards from historical play-by-play data.
+
+    Example:
+        pd-cards retrosheet process 2005 --cardset-id 27 --description Live
     """
     console.print()
     console.print("=" * 70)
     console.print(f"[bold]RETROSHEET PROCESSING - {year}[/bold]")
     console.print("=" * 70)
 
+    # Calculate defaults based on description
+    is_live = 'live' in description.lower()
+
+    if min_pa_vl is None:
+        min_pa_vl = 20 if is_live else 1
+    if min_pa_vr is None:
+        min_pa_vr = 40 if is_live else 1
+
+    if start_date is None:
+        start_date = f"{year}0301"
+    if end_date is None:
+        end_date = f"{year}1002"
+
+    if events_file is None:
+        events_file = f"retrosheets_events_{year}.csv"
+
+    if data_input is None:
+        data_input = f"data-input/{year} Live Cardset/"
+
     console.print(f"Cardset ID: {cardset_id}")
     console.print(f"Description: {description}")
-    if start_date:
+    console.print(f"Date Range: {start_date} - {end_date}")
-        console.print(f"Start Date: {start_date}")
+    console.print(f"Season %: {season_pct:.0%}")
-    if end_date:
+    console.print(f"Min PA: vL={min_pa_vl}, vR={min_pa_vr}")
-        console.print(f"End Date: {end_date}")
+    console.print(f"Events: {events_file}")
+    console.print(f"Input: {data_input}")
+    console.print()
 
     if dry_run:
         console.print("[yellow]DRY RUN - no changes will be made[/yellow]")
-
-    # TODO: Migrate logic from retrosheet_data.py
         console.print()
-    console.print("[yellow]Not yet implemented - run legacy script:[/yellow]")
+        console.print("[green]Validation passed - ready to run[/green]")
-    console.print("  python retrosheet_data.py")
         console.print()
-    console.print("[dim]Configure settings in retrosheet_data.py before running[/dim]")
+        console.print("To run for real, remove --dry-run flag")
-
         raise typer.Exit(0)
 
+    # Import and configure the retrosheet module
+    try:
+        import sys
+        sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+        import retrosheet_data as rd
+
+        # Configure the module's globals
+        rd.CARDSET_ID = cardset_id
+        rd.PLAYER_DESCRIPTION = description
+        rd.START_DATE = int(start_date)
+        rd.END_DATE = int(end_date)
+        rd.SEASON_PCT = season_pct
+        rd.MIN_PA_VL = min_pa_vl
+        rd.MIN_PA_VR = min_pa_vr
+        rd.MIN_TBF_VL = min_pa_vl
+        rd.MIN_TBF_VR = min_pa_vr
+        rd.POST_DATA = post_data
+        rd.EVENTS_FILENAME = events_file
+        rd.DATA_INPUT_FILE_PATH = data_input
+
+        console.print("[bold]Starting Retrosheet processing...[/bold]")
+        console.print()
+
+        # Run the main function
+        asyncio.run(rd.main())
+
+        console.print()
+        console.print("=" * 70)
+        console.print(f"[bold green]✓ RETROSHEET PROCESSING COMPLETE[/bold green]")
+        console.print("=" * 70)
+
+    except ImportError as e:
+        console.print(f"[red]Error importing modules: {e}[/red]")
+        console.print("Make sure you're running from the card-creation directory")
+        raise typer.Exit(1)
+    except Exception as e:
+        console.print(f"[red]Error: {e}[/red]")
+        import traceback
+        traceback.print_exc()
+        raise typer.Exit(1)
+
 
 @app.command()
 def arms(
     year: int = typer.Argument(..., help="Season year"),
     events_file: Path = typer.Option(..., "--events", "-e", help="Retrosheet events CSV file"),
     output: Optional[Path] = typer.Option(None, "--output", "-o", help="Output CSV file"),
+    season_pct: float = typer.Option(1.0, "--season-pct", help="Season percentage for min sample"),
 ):
     """
     Generate outfield arm ratings from Retrosheet data.
 
     Analyzes play-by-play events to calculate OF arm strength ratings.
+
+    Example:
+        pd-cards retrosheet arms 2005 --events data-input/retrosheet/retrosheets_events_2005.csv
     """
     console.print()
     console.print("=" * 70)
     console.print(f"[bold]OUTFIELD ARM RATINGS - {year}[/bold]")
     console.print("=" * 70)
 
+    if not events_file.exists():
+        console.print(f"[red]Events file not found: {events_file}[/red]")
+        raise typer.Exit(1)
+
     if output is None:
         output = Path(f"data-output/retrosheet_arm_ratings_{year}.csv")
 
     console.print(f"Events file: {events_file}")
     console.print(f"Output: {output}")
-
+    console.print(f"Season %: {season_pct:.0%}")
-    # TODO: Migrate logic from generate_arm_ratings_csv.py
     console.print()
-    console.print("[yellow]Not yet implemented - run legacy script:[/yellow]")
-    console.print(f"  python generate_arm_ratings_csv.py --year {year} --events {events_file}")
 
-    raise typer.Exit(0)
+    try:
+        import sys
+        sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+        import pandas as pd
+        from defenders.retrosheet_arm_calculator import calculate_of_arms_from_retrosheet
+
+        console.print("Loading Retrosheet events...")
+        df_events = pd.read_csv(events_file)
+        console.print(f"  Loaded {len(df_events)} events")
+
+        console.print("Calculating arm ratings...")
+        arm_ratings = calculate_of_arms_from_retrosheet(df_events, season_pct=season_pct)
+
+        # Convert to DataFrame for CSV output
+        rows = []
+        for key, rating in arm_ratings.items():
+            player_id, position = key.rsplit('_', 1)
+            rows.append({
+                'player_id': player_id,
+                'position': position.upper(),
+                'season': year,
+                'arm_rating': rating.get('arm_rating', 0),
+                'balls_fielded': rating.get('balls_fielded', 0),
+                'total_assists': rating.get('total_assists', 0),
+                'assist_rate': rating.get('assist_rate', 0),
+                'z_score': rating.get('z_score', 0),
+            })
+
+        df_output = pd.DataFrame(rows)
+        df_output = df_output.sort_values(['position', 'arm_rating'])
+
+        # Ensure output directory exists
+        output.parent.mkdir(parents=True, exist_ok=True)
+
+        df_output.to_csv(output, index=False)
+        console.print()
+        console.print(f"[green]✓ Saved {len(df_output)} arm ratings to {output}[/green]")
+
+        # Show distribution summary
+        from rich.table import Table
+        table = Table(title="Arm Rating Distribution")
+        table.add_column("Position")
+        table.add_column("Count", justify="right")
+        table.add_column("Avg Rating", justify="right")
+        table.add_column("Min", justify="right")
+        table.add_column("Max", justify="right")
+
+        for pos in ['LF', 'CF', 'RF']:
+            pos_df = df_output[df_output['position'] == pos]
+            if len(pos_df) > 0:
+                table.add_row(
+                    pos,
+                    str(len(pos_df)),
+                    f"{pos_df['arm_rating'].mean():.1f}",
+                    str(int(pos_df['arm_rating'].min())),
+                    str(int(pos_df['arm_rating'].max()))
+                )
+
+        console.print()
+        console.print(table)
+
+    except ImportError as e:
+        console.print(f"[red]Error importing modules: {e}[/red]")
+        raise typer.Exit(1)
+    except Exception as e:
+        console.print(f"[red]Error: {e}[/red]")
+        import traceback
+        traceback.print_exc()
+        raise typer.Exit(1)
 
 
 @app.command()
@@ -93,15 +235,144 @@ def validate(
     Validate positions for a cardset.
 
     Checks for anomalous DH counts and missing outfield positions.
+
+    Example:
+        pd-cards retrosheet validate 27
     """
     console.print()
     console.print("=" * 70)
     console.print(f"[bold]POSITION VALIDATION - Cardset {cardset_id}[/bold]")
     console.print("=" * 70)
 
-    # TODO: Migrate logic from scripts/check_positions.sh
+    try:
-    console.print()
+        import sys
-    console.print("[yellow]Not yet implemented - run legacy script:[/yellow]")
+        sys.path.insert(0, str(Path(__file__).parent.parent.parent))
-    console.print(f"  ./scripts/check_positions.sh {cardset_id} {api_url}")
+        from db_calls import db_get
 
-    raise typer.Exit(0)
+        async def run_validation():
+            # Get all players in cardset
+            console.print(f"Fetching players from cardset {cardset_id}...")
+            players = await db_get('players', params=[('cardset_id', cardset_id)])
+
+            if players is None or players['count'] == 0:
+                console.print(f"[yellow]No players found in cardset {cardset_id}[/yellow]")
+                return
+
+            console.print(f"Found {players['count']} players")
+            console.print()
+
+            # Count positions
+            pos_counts = {}
+            dh_players = []
+
+            for player in players['players']:
+                pos_1 = player.get('pos_1', '')
+                if pos_1:
+                    pos_counts[pos_1] = pos_counts.get(pos_1, 0) + 1
+                    if pos_1 == 'DH':
+                        dh_players.append(f"{player.get('p_name', 'Unknown')} (ID: {player['player_id']})")
+
+            # Display position counts
+            from rich.table import Table
+            table = Table(title="Position Distribution")
+            table.add_column("Position")
+            table.add_column("Count", justify="right")
+
+            for pos in sorted(pos_counts.keys()):
+                count = pos_counts[pos]
+                style = "red" if pos == 'DH' and count > 5 else None
+                table.add_row(pos, str(count), style=style)
+
+            console.print(table)
+            console.print()
+
+            # Check for anomalies
+            issues = []
+
+            dh_count = pos_counts.get('DH', 0)
+            if dh_count > 5:
+                issues.append(f"[red]⚠ Anomalous DH count: {dh_count} (should be <5 for full-season cards)[/red]")
+                console.print("DH Players:")
+                for p in dh_players[:10]:
+                    console.print(f"  - {p}")
+                if len(dh_players) > 10:
+                    console.print(f"  ... and {len(dh_players) - 10} more")
+                console.print()
+
+            for pos in ['LF', 'CF', 'RF']:
+                if pos_counts.get(pos, 0) == 0:
+                    issues.append(f"[red]⚠ Missing {pos} positions (indicates defensive calculation failures)[/red]")
+
+            if issues:
+                console.print("[bold]Issues Found:[/bold]")
+                for issue in issues:
+                    console.print(f"  {issue}")
+            else:
+                console.print("[green]✓ No position anomalies detected[/green]")
+
+        asyncio.run(run_validation())
+
+    except ImportError as e:
+        console.print(f"[red]Error importing modules: {e}[/red]")
+        raise typer.Exit(1)
+    except Exception as e:
+        console.print(f"[red]Error: {e}[/red]")
+        raise typer.Exit(1)
+
+
+@app.command()
+def defense(
+    year: int = typer.Argument(..., help="Season year to fetch defense stats for"),
+    output_dir: Path = typer.Option(None, "--output", "-o", help="Output directory for CSV files"),
+):
+    """
+    Fetch and store defensive statistics from Baseball Reference.
+
+    Downloads fielding stats for all positions and saves to CSV files.
+
+    Example:
+        pd-cards retrosheet defense 2005 --output "data-input/2005 Live Cardset/"
+    """
+    console.print()
+    console.print("=" * 70)
+    console.print(f"[bold]FETCH DEFENSIVE STATS - {year}[/bold]")
+    console.print("=" * 70)
+
+    if output_dir is None:
+        output_dir = Path(f"data-input/{year} Live Cardset/")
+
+    console.print(f"Output directory: {output_dir}")
+    console.print()
+
+    try:
+        import sys
+        sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+        import defenders.calcs_defense as cde
+
+        positions = ['c', '1b', '2b', '3b', 'ss', 'lf', 'cf', 'rf', 'of', 'p']
+
+        output_dir.mkdir(parents=True, exist_ok=True)
+
+        async def fetch_defense():
+            for position in positions:
+                console.print(f"Fetching {position.upper()} defensive stats...")
+                pos_df = cde.get_bbref_fielding_df(position, year)
+                output_file = output_dir / f"defense_{position}.csv"
+                pos_df.to_csv(output_file)
+                console.print(f"  [green]✓ Saved {len(pos_df)} records to {output_file}[/green]")
+                await asyncio.sleep(8)  # Rate limiting
+
+            console.print()
+            console.print(f"[green]✓ All defensive stats saved to {output_dir}[/green]")
+
+        asyncio.run(fetch_defense())
+
+    except ImportError as e:
+        console.print(f"[red]Error importing modules: {e}[/red]")
+        raise typer.Exit(1)
+    except Exception as e:
+        console.print(f"[red]Error: {e}[/red]")
+        import traceback
+        traceback.print_exc()
+        raise typer.Exit(1)

pd_cards/commands/scouting.py

@@ -4,8 +4,9 @@ Scouting report generation commands.
 Commands for generating scouting reports and ratings comparisons.
 """
 
+import asyncio
 from pathlib import Path
-from typing import Optional
+from typing import Optional, List
 
 import typer
 from rich.console import Console
@@ -16,58 +17,199 @@ console = Console()
 
 @app.command()
 def batters(
-    cardset: str = typer.Option(..., "--cardset", "-c", help="Cardset name"),
+    cardset_ids: Optional[List[int]] = typer.Option(None, "--cardset-id", "-c", help="Cardset ID(s) to include (can specify multiple)"),
-    output: Optional[Path] = typer.Option(None, "--output", "-o", help="Output directory"),
+    output_dir: Path = typer.Option(Path("scouting"), "--output", "-o", help="Output directory"),
 ):
     """
     Generate batting scouting reports.
 
     Creates CSV files with batting ratings and comparisons.
+
+    Example:
+        pd-cards scouting batters --cardset-id 27 --cardset-id 29
     """
     console.print()
     console.print("=" * 70)
-    console.print(f"[bold]BATTING SCOUTING REPORT - {cardset}[/bold]")
+    console.print("[bold]BATTING SCOUTING REPORT[/bold]")
     console.print("=" * 70)
 
-    # TODO: Migrate logic from scouting_batters.py
+    if cardset_ids:
-    console.print()
+        console.print(f"Cardset IDs: {cardset_ids}")
-    console.print("[yellow]Not yet implemented - run legacy script:[/yellow]")
+    else:
-    console.print("  python scouting_batters.py")
+        console.print("Cardset IDs: All")
 
-    raise typer.Exit(0)
+    console.print(f"Output: {output_dir}")
+    console.print()
+
+    try:
+        import sys
+        sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+        import scouting_batters as sb
+        import copy
+
+        async def run_scouting():
+            # Ensure output directory exists
+            output_dir.mkdir(parents=True, exist_ok=True)
+
+            console.print("Pulling scouting data...")
+            batting_dfs = await sb.get_scouting_dfs(cardset_ids or [])
+            console.print(f"  Received {len(batting_dfs)} rows")
+
+            console.print("Generating basic scouting report...")
+            await sb.post_calc_basic(copy.deepcopy(batting_dfs))
+            console.print(f"  [green]✓ Saved to {output_dir}/batting-basic.csv[/green]")
+
+            console.print("Generating ratings guide...")
+            await sb.post_calc_ratings(copy.deepcopy(batting_dfs))
+            console.print(f"  [green]✓ Saved to {output_dir}/batting-ratings.csv[/green]")
+
+            console.print()
+            console.print("[green]✓ Batting scouting complete[/green]")
+
+        asyncio.run(run_scouting())
+
+    except ImportError as e:
+        console.print(f"[red]Error importing modules: {e}[/red]")
+        raise typer.Exit(1)
+    except Exception as e:
+        console.print(f"[red]Error: {e}[/red]")
+        import traceback
+        traceback.print_exc()
+        raise typer.Exit(1)
 
 
 @app.command()
 def pitchers(
-    cardset: str = typer.Option(..., "--cardset", "-c", help="Cardset name"),
+    cardset_ids: Optional[List[int]] = typer.Option(None, "--cardset-id", "-c", help="Cardset ID(s) to include (can specify multiple)"),
-    output: Optional[Path] = typer.Option(None, "--output", "-o", help="Output directory"),
+    output_dir: Path = typer.Option(Path("scouting"), "--output", "-o", help="Output directory"),
 ):
     """
     Generate pitching scouting reports.
 
     Creates CSV files with pitching ratings and comparisons.
+
+    Example:
+        pd-cards scouting pitchers --cardset-id 27 --cardset-id 29
     """
     console.print()
     console.print("=" * 70)
-    console.print(f"[bold]PITCHING SCOUTING REPORT - {cardset}[/bold]")
+    console.print("[bold]PITCHING SCOUTING REPORT[/bold]")
     console.print("=" * 70)
 
-    # TODO: Migrate logic from scouting_pitchers.py
+    if cardset_ids:
-    console.print()
+        console.print(f"Cardset IDs: {cardset_ids}")
-    console.print("[yellow]Not yet implemented - run legacy script:[/yellow]")
+    else:
-    console.print("  python scouting_pitchers.py")
+        console.print("Cardset IDs: All")
 
-    raise typer.Exit(0)
+    console.print(f"Output: {output_dir}")
+    console.print()
+
+    try:
+        import sys
+        sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+        import scouting_pitchers as sp
+        import copy
+
+        async def run_scouting():
+            # Ensure output directory exists
+            output_dir.mkdir(parents=True, exist_ok=True)
+
+            console.print("Pulling scouting data...")
+            pitching_dfs = await sp.get_scouting_dfs(cardset_ids or [])
+            console.print(f"  Received {len(pitching_dfs)} rows")
+
+            console.print("Generating basic scouting report...")
+            await sp.post_calc_basic(copy.deepcopy(pitching_dfs))
+            console.print(f"  [green]✓ Saved to {output_dir}/pitching-basic.csv[/green]")
+
+            console.print("Generating ratings guide...")
+            await sp.post_calc_ratings(copy.deepcopy(pitching_dfs))
+            console.print(f"  [green]✓ Saved to {output_dir}/pitching-ratings.csv[/green]")
+
+            console.print()
+            console.print("[green]✓ Pitching scouting complete[/green]")
+
+        asyncio.run(run_scouting())
+
+    except ImportError as e:
+        console.print(f"[red]Error importing modules: {e}[/red]")
+        raise typer.Exit(1)
+    except Exception as e:
+        console.print(f"[red]Error: {e}[/red]")
+        import traceback
+        traceback.print_exc()
+        raise typer.Exit(1)
 
 
 @app.command()
-def upload(
+def all(
-    cardset: str = typer.Option(..., "--cardset", "-c", help="Cardset name"),
+    cardset_ids: Optional[List[int]] = typer.Option(None, "--cardset-id", "-c", help="Cardset ID(s) to include"),
+    output_dir: Path = typer.Option(Path("scouting"), "--output", "-o", help="Output directory"),
 ):
     """
-    Upload scouting reports to database.
+    Generate all scouting reports (batters and pitchers).
 
-    Uploads generated scouting CSV data to Paper Dynasty API.
+    Example:
+        pd-cards scouting all --cardset-id 27
     """
     console.print()
-    console.print("[yellow]Not yet implemented[/yellow]")
+    console.print("=" * 70)
+    console.print("[bold]FULL SCOUTING REPORT[/bold]")
+    console.print("=" * 70)
+    console.print()
+
+    # Run batters
+    console.print("[bold]Phase 1: Batters[/bold]")
+    try:
+        import sys
+        sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+        import scouting_batters as sb
+        import scouting_pitchers as sp
+        import copy
+
+        async def run_all_scouting():
+            output_dir.mkdir(parents=True, exist_ok=True)
+
+            # Batters
+            console.print("Pulling batting data...")
+            batting_dfs = await sb.get_scouting_dfs(cardset_ids or [])
+            console.print(f"  Received {len(batting_dfs)} batter rows")
+
+            await sb.post_calc_basic(copy.deepcopy(batting_dfs))
+            console.print(f"  [green]✓ batting-basic.csv[/green]")
+
+            await sb.post_calc_ratings(copy.deepcopy(batting_dfs))
+            console.print(f"  [green]✓ batting-ratings.csv[/green]")
+
+            console.print()
+            console.print("[bold]Phase 2: Pitchers[/bold]")
+
+            # Pitchers
+            console.print("Pulling pitching data...")
+            pitching_dfs = await sp.get_scouting_dfs(cardset_ids or [])
+            console.print(f"  Received {len(pitching_dfs)} pitcher rows")
+
+            await sp.post_calc_basic(copy.deepcopy(pitching_dfs))
+            console.print(f"  [green]✓ pitching-basic.csv[/green]")
+
+            await sp.post_calc_ratings(copy.deepcopy(pitching_dfs))
+            console.print(f"  [green]✓ pitching-ratings.csv[/green]")
+
+            console.print()
+            console.print("=" * 70)
+            console.print("[bold green]✓ ALL SCOUTING REPORTS COMPLETE[/bold green]")
+            console.print("=" * 70)
+
+        asyncio.run(run_all_scouting())
+
+    except ImportError as e:
+        console.print(f"[red]Error importing modules: {e}[/red]")
+        raise typer.Exit(1)
+    except Exception as e:
+        console.print(f"[red]Error: {e}[/red]")
+        import traceback
+        traceback.print_exc()
+        raise typer.Exit(1)

pd_cards/commands/upload.py

@@ -4,6 +4,7 @@ Card image upload commands.
 Commands for uploading card images to AWS S3.
 """
 
+import asyncio
 from pathlib import Path
 from typing import Optional
 
@@ -20,12 +21,19 @@ def s3(
     start_id: Optional[int] = typer.Option(None, "--start-id", help="Player ID to start from (for resuming)"),
     limit: Optional[int] = typer.Option(None, "--limit", "-l", help="Limit number of cards to process"),
     html: bool = typer.Option(False, "--html", help="Upload HTML preview cards instead of PNG"),
+    skip_batters: bool = typer.Option(False, "--skip-batters", help="Skip batting cards"),
+    skip_pitchers: bool = typer.Option(False, "--skip-pitchers", help="Skip pitching cards"),
+    upload: bool = typer.Option(True, "--upload/--no-upload", help="Upload to S3"),
+    update_urls: bool = typer.Option(True, "--update-urls/--no-update-urls", help="Update player URLs in database"),
     dry_run: bool = typer.Option(False, "--dry-run", "-n", help="Preview without uploading"),
 ):
     """
     Upload card images to AWS S3.
 
     Fetches card images from Paper Dynasty API and uploads to S3 bucket.
+
+    Example:
+        pd-cards upload s3 --cardset "2005 Live" --limit 10
     """
     console.print()
     console.print("=" * 70)
@@ -39,53 +47,176 @@ def s3(
         console.print(f"Limit: {limit} cards")
     if html:
         console.print("Mode: HTML preview cards")
+    if skip_batters:
+        console.print("Skipping: Batting cards")
+    if skip_pitchers:
+        console.print("Skipping: Pitching cards")
+    console.print(f"Upload to S3: {upload and not dry_run}")
+    console.print(f"Update URLs: {update_urls and not dry_run}")
+    console.print()
 
     if dry_run:
         console.print("[yellow]DRY RUN - no uploads will be made[/yellow]")
-
-    # TODO: Migrate logic from check_cards_and_upload.py
         console.print()
-    console.print("[yellow]Not yet implemented - run legacy script:[/yellow]")
+        console.print("[green]Validation passed - ready to run[/green]")
-    console.print("  python check_cards_and_upload.py")
-
         raise typer.Exit(0)
 
+    try:
+        import sys
+        sys.path.insert(0, str(Path(__file__).parent.parent.parent))
 
-@app.command()
+        import check_cards_and_upload as ccu
-def migrate(
+
-    cardset: str = typer.Option(..., "--cardset", "-c", help="Cardset name"),
+        # Configure the module's globals
-    dry_run: bool = typer.Option(False, "--dry-run", "-n", help="Preview without uploading"),
+        ccu.CARDSET_NAME = cardset
-):
+        ccu.START_ID = start_id
-    """
+        ccu.TEST_COUNT = limit if limit else 9999
-    Migrate all cards for a cardset to S3.
+        ccu.HTML_CARDS = html
+        ccu.SKIP_BATS = skip_batters
+        ccu.SKIP_ARMS = skip_pitchers
+        ccu.UPLOAD_TO_S3 = upload
+        ccu.UPDATE_PLAYER_URLS = update_urls
+
+        # Re-initialize S3 client if uploading
+        if upload:
+            import boto3
+            ccu.s3_client = boto3.client('s3', region_name=ccu.AWS_REGION)
+        else:
+            ccu.s3_client = None
+
+        console.print("[bold]Starting S3 upload...[/bold]")
+        console.print()
+
+        asyncio.run(ccu.main([]))
 
-    Bulk upload for initial cardset migration.
-    """
         console.print()
         console.print("=" * 70)
-    console.print(f"[bold]S3 MIGRATION - {cardset}[/bold]")
+        console.print(f"[bold green]✓ S3 UPLOAD COMPLETE[/bold green]")
         console.print("=" * 70)
 
-    if dry_run:
+    except ImportError as e:
-        console.print("[yellow]DRY RUN - no uploads will be made[/yellow]")
+        console.print(f"[red]Error importing modules: {e}[/red]")
-
+        raise typer.Exit(1)
-    # TODO: Migrate logic from migrate_all_cards_to_s3.py
+    except Exception as e:
-    console.print()
+        console.print(f"[red]Error: {e}[/red]")
-    console.print("[yellow]Not yet implemented - run legacy script:[/yellow]")
+        import traceback
-    console.print("  python migrate_all_cards_to_s3.py")
+        traceback.print_exc()
-
+        raise typer.Exit(1)
-    raise typer.Exit(0)
 
 
 @app.command()
 def refresh(
     cardset: str = typer.Option(..., "--cardset", "-c", help="Cardset name"),
+    limit: Optional[int] = typer.Option(None, "--limit", "-l", help="Limit number of cards"),
+    dry_run: bool = typer.Option(False, "--dry-run", "-n", help="Preview without refreshing"),
 ):
     """
     Refresh card images for a cardset.
 
     Re-generates and re-uploads card images.
+
+    Example:
+        pd-cards upload refresh --cardset "2005 Live" --limit 10
     """
     console.print()
-    console.print("[yellow]Not yet implemented - run legacy script:[/yellow]")
+    console.print("=" * 70)
-    console.print("  python refresh_cards.py")
+    console.print(f"[bold]CARD REFRESH - {cardset}[/bold]")
+    console.print("=" * 70)
+
+    console.print(f"Cardset: {cardset}")
+    if limit:
+        console.print(f"Limit: {limit} cards")
+
+    if dry_run:
+        console.print("[yellow]DRY RUN - no changes will be made[/yellow]")
+        console.print()
+        console.print("[green]Validation passed - ready to run[/green]")
+        raise typer.Exit(0)
+
+    try:
+        import sys
+        sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+        import refresh_cards as rc
+
+        # Configure the module
+        rc.CARDSET_NAME = cardset
+        rc.TEST_COUNT = limit if limit else 9999
+
+        console.print("[bold]Starting card refresh...[/bold]")
+        console.print()
+
+        asyncio.run(rc.main([]))
+
+        console.print()
+        console.print("=" * 70)
+        console.print(f"[bold green]✓ CARD REFRESH COMPLETE[/bold green]")
+        console.print("=" * 70)
+
+    except ImportError as e:
+        console.print(f"[red]Error importing modules: {e}[/red]")
+        console.print("Try: python refresh_cards.py")
+        raise typer.Exit(1)
+    except Exception as e:
+        console.print(f"[red]Error: {e}[/red]")
+        import traceback
+        traceback.print_exc()
+        raise typer.Exit(1)
+
+
+@app.command()
+def check(
+    cardset: str = typer.Option(..., "--cardset", "-c", help="Cardset name"),
+    limit: Optional[int] = typer.Option(None, "--limit", "-l", help="Limit number of cards to check"),
+    output_dir: Path = typer.Option(Path("data-output"), "--output", "-o", help="Output directory"),
+):
+    """
+    Check and validate card images without uploading.
+
+    Downloads card images and saves locally for review.
+
+    Example:
+        pd-cards upload check --cardset "2005 Live" --limit 10
+    """
+    console.print()
+    console.print("=" * 70)
+    console.print(f"[bold]CARD CHECK - {cardset}[/bold]")
+    console.print("=" * 70)
+
+    console.print(f"Cardset: {cardset}")
+    if limit:
+        console.print(f"Limit: {limit} cards")
+    console.print(f"Output: {output_dir}")
+    console.print()
+
+    try:
+        import sys
+        sys.path.insert(0, str(Path(__file__).parent.parent.parent))
+
+        import check_cards_and_upload as ccu
+
+        # Configure for check-only mode
+        ccu.CARDSET_NAME = cardset
+        ccu.START_ID = None
+        ccu.TEST_COUNT = limit if limit else 9999
+        ccu.HTML_CARDS = False
+        ccu.UPLOAD_TO_S3 = False
+        ccu.UPDATE_PLAYER_URLS = False
+        ccu.s3_client = None
+
+        console.print("[bold]Starting card check...[/bold]")
+        console.print()
+
+        asyncio.run(ccu.main([]))
+
+        console.print()
+        console.print("[green]✓ Card check complete[/green]")
+
+    except ImportError as e:
+        console.print(f"[red]Error importing modules: {e}[/red]")
+        raise typer.Exit(1)
+    except Exception as e:
+        console.print(f"[red]Error: {e}[/red]")
+        import traceback
+        traceback.print_exc()
+        raise typer.Exit(1)