From 928a5f5f77e9de0c0d489d99d40f0f434d0c5636 Mon Sep 17 00:00:00 2001
From: abel <67806187+theo-abel@users.noreply.github.com>
Date: Thu, 2 Oct 2025 15:49:18 +0200
Subject: [PATCH 1/7] refactor: removed monitor command and --live parameter

---
 cli/README.md                                 |  40 +-
 cli/src/fuzzforge_cli/commands/init.py        |  47 +-
 cli/src/fuzzforge_cli/commands/monitor.py     | 436 ------------------
 .../fuzzforge_cli/commands/workflow_exec.py   | 326 +++++++------
 cli/src/fuzzforge_cli/fuzzy.py                |  90 ++--
 cli/src/fuzzforge_cli/main.py                 | 151 +++---
 6 files changed, 339 insertions(+), 751 deletions(-)
 delete mode 100644 cli/src/fuzzforge_cli/commands/monitor.py

diff --git a/cli/README.md b/cli/README.md
index 510598d..5cd2e3c 100644
--- a/cli/README.md
+++ b/cli/README.md
@@ -80,8 +80,6 @@ fuzzforge workflows info security_assessment
 # Submit a workflow for analysis
 fuzzforge workflow security_assessment /path/to/your/code
 
-# Monitor progress in real-time
-fuzzforge monitor live <execution-id>
 
 # View findings when complete
 fuzzforge finding <execution-id>
@@ -179,7 +177,6 @@ fuzzforge workflow security_assessment /path/to/code --wait
 - `--timeout, -t` - Execution timeout in seconds
 - `--interactive/--no-interactive, -i/-n` - Interactive parameter input
 - `--wait, -w` - Wait for execution to complete
-- `--live, -l` - Show live monitoring during execution
 
 #### `fuzzforge workflow status [execution-id]`
 Check the status of a workflow execution.
@@ -261,39 +258,6 @@ fuzzforge finding export abc123def456 --format csv --output report.csv
 fuzzforge finding export --format html --output report.html
 ```
 
-### Real-time Monitoring
-
-#### `fuzzforge monitor stats <execution-id>`
-Show current fuzzing statistics.
-
-```bash
-# Show stats once
-fuzzforge monitor stats abc123def456 --once
-
-# Live updating stats (default)
-fuzzforge monitor stats abc123def456 --refresh 5
-```
-
-#### `fuzzforge monitor crashes <run-id>`
-Display crash reports for a fuzzing run.
-
-```bash
-fuzzforge monitor crashes abc123def456 --limit 50
-```
-
-#### `fuzzforge monitor live <run-id>`
-Real-time monitoring dashboard with live updates.
-
-```bash
-fuzzforge monitor live abc123def456 --refresh 3
-```
-
-Features:
-- Live updating statistics
-- Progress indicators and bars
-- Run status monitoring
-- Automatic completion detection
-
 ### Configuration Management
 
 #### `fuzzforge config show`
@@ -495,7 +459,6 @@ cli/
 │       ├── workflows.py     # Workflow management
 │       ├── runs.py          # Run management
 │       ├── findings.py      # Findings management
-│       ├── monitor.py       # Real-time monitoring
 │       ├── config.py        # Configuration commands
 │       └── status.py        # Status information
 ├── pyproject.toml           # Project configuration
@@ -576,7 +539,6 @@ fuzzforge --help
 # Command-specific help
 ff workflows --help
 ff workflow run --help
-ff monitor live --help
 
 # Show version
 fuzzforge --version
@@ -618,4 +580,4 @@ Contributions are welcome! Please see the main FuzzForge repository for contribu
 
 ---
 
-**FuzzForge CLI** - Making security testing workflows accessible and efficient from the command line.
\ No newline at end of file
+**FuzzForge CLI** - Making security testing workflows accessible and efficient from the command line.
diff --git a/cli/src/fuzzforge_cli/commands/init.py b/cli/src/fuzzforge_cli/commands/init.py
index 1847349..9fec614 100644
--- a/cli/src/fuzzforge_cli/commands/init.py
+++ b/cli/src/fuzzforge_cli/commands/init.py
@@ -10,11 +10,10 @@
 #
 # Additional attribution and requirements are provided in the NOTICE file.
 
-
 from __future__ import annotations
 
-from pathlib import Path
 import os
+from pathlib import Path
 from textwrap import dedent
 from typing import Optional
 
@@ -32,17 +31,20 @@ app = typer.Typer()
 @app.command()
 def project(
     name: Optional[str] = typer.Option(
-        None, "--name", "-n",
-        help="Project name (defaults to current directory name)"
+        None, "--name", "-n", help="Project name (defaults to current directory name)"
     ),
     api_url: Optional[str] = typer.Option(
-        None, "--api-url", "-u",
-        help="FuzzForge API URL (defaults to http://localhost:8000)"
+        None,
+        "--api-url",
+        "-u",
+        help="FuzzForge API URL (defaults to http://localhost:8000)",
     ),
     force: bool = typer.Option(
-        False, "--force", "-f",
-        help="Force initialization even if project already exists"
-    )
+        False,
+        "--force",
+        "-f",
+        help="Force initialization even if project already exists",
+    ),
 ):
     """
     📁 Initialize a new FuzzForge project in the current directory.
@@ -58,24 +60,20 @@ def project(
     # Check if project already exists
     if fuzzforge_dir.exists() and not force:
         if fuzzforge_dir.is_dir() and any(fuzzforge_dir.iterdir()):
-            console.print("❌ FuzzForge project already exists in this directory", style="red")
+            console.print(
+                "❌ FuzzForge project already exists in this directory", style="red"
+            )
             console.print("Use --force to reinitialize", style="dim")
             raise typer.Exit(1)
 
     # Get project name
     if not name:
-        name = Prompt.ask(
-            "Project name",
-            default=current_dir.name,
-            console=console
-        )
+        name = Prompt.ask("Project name", default=current_dir.name, console=console)
 
     # Get API URL
     if not api_url:
         api_url = Prompt.ask(
-            "FuzzForge API URL",
-            default="http://localhost:8000",
-            console=console
+            "FuzzForge API URL", default="http://localhost:8000", console=console
         )
 
     # Confirm initialization
@@ -117,15 +115,15 @@ def project(
         ]
 
         if gitignore_path.exists():
-            with open(gitignore_path, 'r') as f:
+            with open(gitignore_path, "r") as f:
                 existing_content = f.read()
 
             if "# FuzzForge CLI" not in existing_content:
-                with open(gitignore_path, 'a') as f:
+                with open(gitignore_path, "a") as f:
                     f.write(f"\n{chr(10).join(gitignore_entries)}\n")
                 console.print("📝 Updated .gitignore with FuzzForge entries")
         else:
-            with open(gitignore_path, 'w') as f:
+            with open(gitignore_path, "w") as f:
                 f.write(f"{chr(10).join(gitignore_entries)}\n")
             console.print("📝 Created .gitignore")
 
@@ -145,9 +143,6 @@ fuzzforge workflows
 # Submit a workflow for analysis
 fuzzforge workflow <workflow-name> /path/to/target
 
-# Monitor run progress
-fuzzforge monitor live <run-id>
-
 # View findings
 fuzzforge finding <run-id>
 ```
@@ -159,12 +154,12 @@ fuzzforge finding <run-id>
 - `.fuzzforge/findings.db` - Local database for runs and findings
 """
 
-            with open(readme_path, 'w') as f:
+            with open(readme_path, "w") as f:
                 f.write(readme_content)
             console.print("📚 Created README.md")
 
         console.print("\n✅ FuzzForge project initialized successfully!", style="green")
-        console.print(f"\n🎯 Next steps:")
+        console.print("\n🎯 Next steps:")
         console.print("   • ff workflows - See available workflows")
         console.print("   • ff status - Check API connectivity")
         console.print("   • ff workflow <workflow> <path> - Start your first analysis")
diff --git a/cli/src/fuzzforge_cli/commands/monitor.py b/cli/src/fuzzforge_cli/commands/monitor.py
deleted file mode 100644
index 4c8e108..0000000
--- a/cli/src/fuzzforge_cli/commands/monitor.py
+++ /dev/null
@@ -1,436 +0,0 @@
-"""
-Real-time monitoring and statistics commands.
-"""
-# Copyright (c) 2025 FuzzingLabs
-#
-# Licensed under the Business Source License 1.1 (BSL). See the LICENSE file
-# at the root of this repository for details.
-#
-# After the Change Date (four years from publication), this version of the
-# Licensed Work will be made available under the Apache License, Version 2.0.
-# See the LICENSE-APACHE file or http://www.apache.org/licenses/LICENSE-2.0
-#
-# Additional attribution and requirements are provided in the NOTICE file.
-
-
-import asyncio
-import time
-from datetime import datetime, timedelta
-from typing import Optional
-
-import typer
-from rich.console import Console
-from rich.table import Table
-from rich.panel import Panel
-from rich.live import Live
-from rich.layout import Layout
-from rich.progress import Progress, BarColumn, TextColumn, SpinnerColumn
-from rich.align import Align
-from rich import box
-
-from ..config import get_project_config, FuzzForgeConfig
-from ..database import get_project_db, ensure_project_db, CrashRecord
-from fuzzforge_sdk import FuzzForgeClient
-
-console = Console()
-app = typer.Typer()
-
-
-def get_client() -> FuzzForgeClient:
-    """Get configured FuzzForge client"""
-    config = get_project_config() or FuzzForgeConfig()
-    return FuzzForgeClient(base_url=config.get_api_url(), timeout=config.get_timeout())
-
-
-def format_duration(seconds: int) -> str:
-    """Format duration in human readable format"""
-    if seconds < 60:
-        return f"{seconds}s"
-    elif seconds < 3600:
-        return f"{seconds // 60}m {seconds % 60}s"
-    else:
-        hours = seconds // 3600
-        minutes = (seconds % 3600) // 60
-        return f"{hours}h {minutes}m"
-
-
-def format_number(num: int) -> str:
-    """Format large numbers with K, M suffixes"""
-    if num >= 1000000:
-        return f"{num / 1000000:.1f}M"
-    elif num >= 1000:
-        return f"{num / 1000:.1f}K"
-    else:
-        return str(num)
-
-
-@app.command("stats")
-def fuzzing_stats(
-    run_id: str = typer.Argument(..., help="Run ID to get statistics for"),
-    refresh: int = typer.Option(
-        5, "--refresh", "-r",
-        help="Refresh interval in seconds"
-    ),
-    once: bool = typer.Option(
-        False, "--once",
-        help="Show stats once and exit"
-    )
-):
-    """
-    📊 Show current fuzzing statistics for a run
-    """
-    try:
-        with get_client() as client:
-            if once:
-                # Show stats once
-                stats = client.get_fuzzing_stats(run_id)
-                display_stats_table(stats)
-            else:
-                # Live updating stats
-                console.print(f"📊 [bold]Live Fuzzing Statistics[/bold] (Run: {run_id[:12]}...)")
-                console.print(f"Refreshing every {refresh}s. Press Ctrl+C to stop.\n")
-
-                with Live(auto_refresh=False, console=console) as live:
-                    while True:
-                        try:
-                            stats = client.get_fuzzing_stats(run_id)
-                            table = create_stats_table(stats)
-                            live.update(table, refresh=True)
-                            time.sleep(refresh)
-                        except KeyboardInterrupt:
-                            console.print("\n📊 Monitoring stopped", style="yellow")
-                            break
-
-    except Exception as e:
-        console.print(f"❌ Failed to get fuzzing stats: {e}", style="red")
-        raise typer.Exit(1)
-
-
-def display_stats_table(stats):
-    """Display stats in a simple table"""
-    table = create_stats_table(stats)
-    console.print(table)
-
-
-def create_stats_table(stats) -> Panel:
-    """Create a rich table for fuzzing statistics"""
-    # Create main stats table
-    stats_table = Table(show_header=False, box=box.SIMPLE)
-    stats_table.add_column("Metric", style="bold cyan")
-    stats_table.add_column("Value", justify="right", style="bold white")
-
-    stats_table.add_row("Total Executions", format_number(stats.executions))
-    stats_table.add_row("Executions/sec", f"{stats.executions_per_sec:.1f}")
-    stats_table.add_row("Total Crashes", format_number(stats.crashes))
-    stats_table.add_row("Unique Crashes", format_number(stats.unique_crashes))
-
-    if stats.coverage is not None:
-        stats_table.add_row("Code Coverage", f"{stats.coverage:.1f}%")
-
-    stats_table.add_row("Corpus Size", format_number(stats.corpus_size))
-    stats_table.add_row("Elapsed Time", format_duration(stats.elapsed_time))
-
-    if stats.last_crash_time:
-        time_since_crash = datetime.now() - stats.last_crash_time
-        stats_table.add_row("Last Crash", f"{format_duration(int(time_since_crash.total_seconds()))} ago")
-
-    return Panel.fit(
-        stats_table,
-        title=f"📊 Fuzzing Statistics - {stats.workflow}",
-        subtitle=f"Run: {stats.run_id[:12]}...",
-        box=box.ROUNDED
-    )
-
-
-@app.command("crashes")
-def crash_reports(
-    run_id: str = typer.Argument(..., help="Run ID to get crash reports for"),
-    save: bool = typer.Option(
-        True, "--save/--no-save",
-        help="Save crashes to local database"
-    ),
-    limit: int = typer.Option(
-        50, "--limit", "-l",
-        help="Maximum number of crashes to show"
-    )
-):
-    """
-    🐛 Display crash reports for a fuzzing run
-    """
-    try:
-        with get_client() as client:
-            console.print(f"🐛 Fetching crash reports for run: {run_id}")
-            crashes = client.get_crash_reports(run_id)
-
-        if not crashes:
-            console.print("✅ No crashes found!", style="green")
-            return
-
-        # Save to database if requested
-        if save:
-            db = ensure_project_db()
-            for crash in crashes:
-                crash_record = CrashRecord(
-                    run_id=run_id,
-                    crash_id=crash.crash_id,
-                    signal=crash.signal,
-                    stack_trace=crash.stack_trace,
-                    input_file=crash.input_file,
-                    severity=crash.severity,
-                    timestamp=crash.timestamp
-                )
-                db.save_crash(crash_record)
-            console.print("✅ Crashes saved to local database")
-
-        # Display crashes
-        crashes_to_show = crashes[:limit]
-
-        # Summary
-        severity_counts = {}
-        signal_counts = {}
-        for crash in crashes:
-            severity_counts[crash.severity] = severity_counts.get(crash.severity, 0) + 1
-            if crash.signal:
-                signal_counts[crash.signal] = signal_counts.get(crash.signal, 0) + 1
-
-        summary_table = Table(show_header=False, box=box.SIMPLE)
-        summary_table.add_column("Metric", style="bold cyan")
-        summary_table.add_column("Value", justify="right")
-
-        summary_table.add_row("Total Crashes", str(len(crashes)))
-        summary_table.add_row("Unique Signals", str(len(signal_counts)))
-
-        for severity, count in sorted(severity_counts.items()):
-            summary_table.add_row(f"{severity.title()} Severity", str(count))
-
-        console.print(
-            Panel.fit(
-                summary_table,
-                title=f"🐛 Crash Summary",
-                box=box.ROUNDED
-            )
-        )
-
-        # Detailed crash table
-        if crashes_to_show:
-            crashes_table = Table(box=box.ROUNDED)
-            crashes_table.add_column("Crash ID", style="bold cyan")
-            crashes_table.add_column("Signal", justify="center")
-            crashes_table.add_column("Severity", justify="center")
-            crashes_table.add_column("Timestamp", justify="center")
-            crashes_table.add_column("Input File", style="dim")
-
-            for crash in crashes_to_show:
-                signal_emoji = {
-                    "SIGSEGV": "💥",
-                    "SIGABRT": "🛑",
-                    "SIGFPE": "🧮",
-                    "SIGILL": "⚠️"
-                }.get(crash.signal or "", "🐛")
-
-                severity_style = {
-                    "high": "red",
-                    "medium": "yellow",
-                    "low": "green"
-                }.get(crash.severity.lower(), "white")
-
-                input_display = ""
-                if crash.input_file:
-                    input_display = crash.input_file.split("/")[-1]  # Show just filename
-
-                crashes_table.add_row(
-                    crash.crash_id[:12] + "..." if len(crash.crash_id) > 15 else crash.crash_id,
-                    f"{signal_emoji} {crash.signal or 'Unknown'}",
-                    f"[{severity_style}]{crash.severity}[/{severity_style}]",
-                    crash.timestamp.strftime("%H:%M:%S"),
-                    input_display
-                )
-
-            console.print(f"\n🐛 [bold]Crash Details[/bold]")
-            if len(crashes) > limit:
-                console.print(f"Showing first {limit} of {len(crashes)} crashes")
-            console.print()
-            console.print(crashes_table)
-
-            console.print(f"\n💡 Use [bold cyan]fuzzforge finding {run_id}[/bold cyan] for detailed analysis")
-
-    except Exception as e:
-        console.print(f"❌ Failed to get crash reports: {e}", style="red")
-        raise typer.Exit(1)
-
-
-def _live_monitor(run_id: str, refresh: int):
-    """Helper for live monitoring to allow for cleaner exit handling"""
-    with get_client() as client:
-        start_time = time.time()
-
-        def render_layout(run_status, stats):
-            layout = Layout()
-            layout.split_column(
-                Layout(name="header", size=3),
-                Layout(name="main", ratio=1),
-                Layout(name="footer", size=3)
-            )
-            layout["main"].split_row(
-                Layout(name="stats", ratio=1),
-                Layout(name="progress", ratio=1)
-            )
-            header = Panel(
-                f"[bold]FuzzForge Live Monitor[/bold]\n"
-                f"Run: {run_id[:12]}... | Status: {run_status.status} | "
-                f"Uptime: {format_duration(int(time.time() - start_time))}",
-                box=box.ROUNDED,
-                style="cyan"
-            )
-            layout["header"].update(header)
-            layout["stats"].update(create_stats_table(stats))
-
-            progress_table = Table(show_header=False, box=box.SIMPLE)
-            progress_table.add_column("Metric", style="bold")
-            progress_table.add_column("Progress")
-            if stats.executions > 0:
-                exec_rate_percent = min(100, (stats.executions_per_sec / 1000) * 100)
-                progress_table.add_row("Exec Rate", create_progress_bar(exec_rate_percent, "green"))
-                crash_rate = (stats.crashes / stats.executions) * 100000
-                crash_rate_percent = min(100, crash_rate * 10)
-                progress_table.add_row("Crash Rate", create_progress_bar(crash_rate_percent, "red"))
-            if stats.coverage is not None:
-                progress_table.add_row("Coverage", create_progress_bar(stats.coverage, "blue"))
-            layout["progress"].update(Panel.fit(progress_table, title="📊 Progress Indicators", box=box.ROUNDED))
-
-            footer = Panel(
-                f"Last updated: {datetime.now().strftime('%H:%M:%S')} | "
-                f"Refresh interval: {refresh}s | Press Ctrl+C to exit",
-                box=box.ROUNDED,
-                style="dim"
-            )
-            layout["footer"].update(footer)
-            return layout
-
-        with Live(auto_refresh=False, console=console, screen=True) as live:
-            # Initial fetch
-            try:
-                run_status = client.get_run_status(run_id)
-                stats = client.get_fuzzing_stats(run_id)
-            except Exception:
-                # Minimal fallback stats
-                class FallbackStats:
-                    def __init__(self, run_id):
-                        self.run_id = run_id
-                        self.workflow = "unknown"
-                        self.executions = 0
-                        self.executions_per_sec = 0.0
-                        self.crashes = 0
-                        self.unique_crashes = 0
-                        self.coverage = None
-                        self.corpus_size = 0
-                        self.elapsed_time = 0
-                        self.last_crash_time = None
-                stats = FallbackStats(run_id)
-                run_status = type("RS", (), {"status":"Unknown","is_completed":False,"is_failed":False})()
-
-            live.update(render_layout(run_status, stats), refresh=True)
-
-            # Simple polling approach that actually works
-            consecutive_errors = 0
-            max_errors = 5
-
-            while True:
-                try:
-                    # Poll for updates
-                    try:
-                        run_status = client.get_run_status(run_id)
-                        consecutive_errors = 0
-                    except Exception as e:
-                        consecutive_errors += 1
-                        if consecutive_errors >= max_errors:
-                            console.print(f"❌ Too many errors getting run status: {e}", style="red")
-                            break
-                        time.sleep(refresh)
-                        continue
-
-                    # Try to get fuzzing stats
-                    try:
-                        stats = client.get_fuzzing_stats(run_id)
-                    except Exception as e:
-                        # Create fallback stats if not available
-                        stats = FallbackStats(run_id)
-
-                    # Update display
-                    live.update(render_layout(run_status, stats), refresh=True)
-
-                    # Check if completed
-                    if getattr(run_status, 'is_completed', False) or getattr(run_status, 'is_failed', False):
-                        # Show final state for a few seconds
-                        console.print("\n🏁 Run completed. Showing final state for 10 seconds...")
-                        time.sleep(10)
-                        break
-
-                    # Wait before next poll
-                    time.sleep(refresh)
-
-                except KeyboardInterrupt:
-                    raise
-                except Exception as e:
-                    console.print(f"⚠️ Monitoring error: {e}", style="yellow")
-                    time.sleep(refresh)
-
-            # Completed status update
-            final_message = (
-                f"[bold]FuzzForge Live Monitor - COMPLETED[/bold]\n"
-                f"Run: {run_id[:12]}... | Status: {run_status.status} | "
-                f"Total runtime: {format_duration(int(time.time() - start_time))}"
-            )
-            style = "green" if getattr(run_status, 'is_completed', False) else "red"
-            live.update(Panel(final_message, box=box.ROUNDED, style=style), refresh=True)
-
-
-@app.command("live")
-def live_monitor(
-    run_id: str = typer.Argument(..., help="Run ID to monitor live"),
-    refresh: int = typer.Option(
-        2, "--refresh", "-r",
-        help="Refresh interval in seconds (fallback when streaming unavailable)"
-    )
-):
-    """
-    📺 Real-time monitoring dashboard with live updates (WebSocket/SSE with REST fallback)
-    """
-    console.print(f"📺 [bold]Live Monitoring Dashboard[/bold]")
-    console.print(f"Run: {run_id}")
-    console.print(f"Press Ctrl+C to stop monitoring\n")
-    try:
-        _live_monitor(run_id, refresh)
-    except KeyboardInterrupt:
-        console.print("\n📊 Monitoring stopped by user.", style="yellow")
-    except Exception as e:
-        console.print(f"❌ Failed to start live monitoring: {e}", style="red")
-        raise typer.Exit(1)
-
-
-def create_progress_bar(percentage: float, color: str = "green") -> str:
-    """Create a simple text progress bar"""
-    width = 20
-    filled = int((percentage / 100) * width)
-    bar = "█" * filled + "░" * (width - filled)
-    return f"[{color}]{bar}[/{color}] {percentage:.1f}%"
-
-
-@app.callback(invoke_without_command=True)
-def monitor_callback(ctx: typer.Context):
-    """
-    📊 Real-time monitoring and statistics
-    """
-    # Check if a subcommand is being invoked
-    if ctx.invoked_subcommand is not None:
-        # Let the subcommand handle it
-        return
-
-    # Show not implemented message for default command
-    from rich.console import Console
-    console = Console()
-    console.print("🚧 [yellow]Monitor command is not fully implemented yet.[/yellow]")
-    console.print("Please use specific subcommands:")
-    console.print("  • [cyan]ff monitor stats <run-id>[/cyan] - Show execution statistics")
-    console.print("  • [cyan]ff monitor crashes <run-id>[/cyan] - Show crash reports")
-    console.print("  • [cyan]ff monitor live <run-id>[/cyan] - Live monitoring dashboard")
diff --git a/cli/src/fuzzforge_cli/commands/workflow_exec.py b/cli/src/fuzzforge_cli/commands/workflow_exec.py
index ad44bb0..5647f20 100644
--- a/cli/src/fuzzforge_cli/commands/workflow_exec.py
+++ b/cli/src/fuzzforge_cli/commands/workflow_exec.py
@@ -13,39 +13,47 @@ Replaces the old 'runs' terminology with cleaner workflow-centric commands.
 #
 # Additional attribution and requirements are provided in the NOTICE file.
 
-
-import json
 import time
 from datetime import datetime
 from pathlib import Path
-from typing import Optional, Dict, Any, List
+from typing import Any, Dict, List, Optional
 
 import typer
-from rich.console import Console
-from rich.table import Table
-from rich.panel import Panel
-from rich.progress import Progress, SpinnerColumn, TextColumn, BarColumn, TaskProgressColumn
-from rich.prompt import Prompt, Confirm
-from rich.live import Live
-from rich import box
-
-from ..config import get_project_config, FuzzForgeConfig
-from ..database import get_project_db, ensure_project_db, RunRecord
-from ..exceptions import (
-    handle_error, retry_on_network_error, safe_json_load, require_project,
-    APIConnectionError, ValidationError, DatabaseError, FileOperationError
-)
-from ..validation import (
-    validate_run_id, validate_workflow_name, validate_target_path,
-    validate_volume_mode, validate_parameters, validate_timeout
-)
-from ..progress import progress_manager, spinner, step_progress
-from ..completion import WorkflowNameComplete, TargetPathComplete, VolumeModetComplete
-from ..constants import (
-    STATUS_EMOJIS, MAX_RUN_ID_DISPLAY_LENGTH, DEFAULT_VOLUME_MODE,
-    PROGRESS_STEP_DELAYS, MAX_RETRIES, RETRY_DELAY, POLL_INTERVAL
-)
 from fuzzforge_sdk import FuzzForgeClient, WorkflowSubmission
+from rich import box
+from rich.console import Console
+from rich.panel import Panel
+from rich.prompt import Confirm, Prompt
+from rich.table import Table
+
+from ..config import FuzzForgeConfig, get_project_config
+from ..constants import (
+    DEFAULT_VOLUME_MODE,
+    MAX_RETRIES,
+    MAX_RUN_ID_DISPLAY_LENGTH,
+    POLL_INTERVAL,
+    PROGRESS_STEP_DELAYS,
+    RETRY_DELAY,
+    STATUS_EMOJIS,
+)
+from ..database import RunRecord, ensure_project_db, get_project_db
+from ..exceptions import (
+    DatabaseError,
+    ValidationError,
+    handle_error,
+    require_project,
+    retry_on_network_error,
+    safe_json_load,
+)
+from ..progress import step_progress
+from ..validation import (
+    validate_parameters,
+    validate_run_id,
+    validate_target_path,
+    validate_timeout,
+    validate_volume_mode,
+    validate_workflow_name,
+)
 
 console = Console()
 app = typer.Typer()
@@ -75,7 +83,7 @@ def execute_workflow_submission(
     parameters: Dict[str, Any],
     volume_mode: str,
     timeout: Optional[int],
-    interactive: bool
+    interactive: bool,
 ) -> Any:
     """Handle the workflow submission process"""
     # Get workflow metadata for parameter validation
@@ -92,7 +100,9 @@ def execute_workflow_submission(
         missing_required = required_params - set(parameters.keys())
 
         if missing_required:
-            console.print(f"\n📝 [bold]Missing required parameters:[/bold] {', '.join(missing_required)}")
+            console.print(
+                f"\n📝 [bold]Missing required parameters:[/bold] {', '.join(missing_required)}"
+            )
             console.print("Please provide values:\n")
 
             for param_name in missing_required:
@@ -114,9 +124,18 @@ def execute_workflow_submission(
                         elif param_type == "number":
                             parameters[param_name] = float(user_input)
                         elif param_type == "boolean":
-                            parameters[param_name] = user_input.lower() in ("true", "yes", "1", "on")
+                            parameters[param_name] = user_input.lower() in (
+                                "true",
+                                "yes",
+                                "1",
+                                "on",
+                            )
                         elif param_type == "array":
-                            parameters[param_name] = [item.strip() for item in user_input.split(",") if item.strip()]
+                            parameters[param_name] = [
+                                item.strip()
+                                for item in user_input.split(",")
+                                if item.strip()
+                            ]
                         else:
                             parameters[param_name] = user_input
                         break
@@ -127,8 +146,9 @@ def execute_workflow_submission(
     validate_volume_mode(volume_mode)
     if volume_mode not in workflow_meta.supported_volume_modes:
         raise ValidationError(
-            "volume mode", volume_mode,
-            f"one of: {', '.join(workflow_meta.supported_volume_modes)}"
+            "volume mode",
+            volume_mode,
+            f"one of: {', '.join(workflow_meta.supported_volume_modes)}",
         )
 
     # Create submission
@@ -136,11 +156,11 @@ def execute_workflow_submission(
         target_path=target_path,
         volume_mode=volume_mode,
         parameters=parameters,
-        timeout=timeout
+        timeout=timeout,
     )
 
     # Show submission summary
-    console.print(f"\n🎯 [bold]Executing workflow:[/bold]")
+    console.print("\n🎯 [bold]Executing workflow:[/bold]")
     console.print(f"   Workflow: {workflow}")
     console.print(f"   Target: {target_path}")
     console.print(f"   Volume Mode: {volume_mode}")
@@ -165,7 +185,7 @@ def execute_workflow_submission(
         "Connecting to FuzzForge API",
         "Uploading parameters and settings",
         "Creating workflow deployment",
-        "Initializing execution environment"
+        "Initializing execution environment",
     ]
 
     with step_progress(steps, f"Executing {workflow}") as progress:
@@ -185,46 +205,46 @@ def execute_workflow_submission(
         progress.next_step()  # Initializing
         time.sleep(PROGRESS_STEP_DELAYS["initializing"])
 
-        progress.complete(f"Workflow started successfully!")
+        progress.complete("Workflow started successfully!")
 
     return response
 
 
 # Main workflow execution command (replaces 'runs submit')
-@app.command(name="exec", hidden=True)  # Hidden because it will be called from main workflow command
+@app.command(
+    name="exec", hidden=True
+)  # Hidden because it will be called from main workflow command
 def execute_workflow(
     workflow: str = typer.Argument(..., help="Workflow name to execute"),
     target_path: str = typer.Argument(..., help="Path to analyze"),
-    params: List[str] = typer.Argument(default=None, help="Parameters as key=value pairs"),
+    params: List[str] = typer.Argument(
+        default=None, help="Parameters as key=value pairs"
+    ),
     param_file: Optional[str] = typer.Option(
-        None, "--param-file", "-f",
-        help="JSON file containing workflow parameters"
+        None, "--param-file", "-f", help="JSON file containing workflow parameters"
     ),
     volume_mode: str = typer.Option(
-        DEFAULT_VOLUME_MODE, "--volume-mode", "-v",
-        help="Volume mount mode: ro (read-only) or rw (read-write)"
+        DEFAULT_VOLUME_MODE,
+        "--volume-mode",
+        "-v",
+        help="Volume mount mode: ro (read-only) or rw (read-write)",
     ),
     timeout: Optional[int] = typer.Option(
-        None, "--timeout", "-t",
-        help="Execution timeout in seconds"
+        None, "--timeout", "-t", help="Execution timeout in seconds"
     ),
     interactive: bool = typer.Option(
-        True, "--interactive/--no-interactive", "-i/-n",
-        help="Interactive parameter input for missing required parameters"
+        True,
+        "--interactive/--no-interactive",
+        "-i/-n",
+        help="Interactive parameter input for missing required parameters",
     ),
     wait: bool = typer.Option(
-        False, "--wait", "-w",
-        help="Wait for execution to complete"
+        False, "--wait", "-w", help="Wait for execution to complete"
     ),
-    live: bool = typer.Option(
-        False, "--live", "-l",
-        help="Start live monitoring after execution (useful for fuzzing workflows)"
-    )
 ):
     """
     🚀 Execute a workflow on a target
 
-    Use --live for fuzzing workflows to see real-time progress.
     Use --wait to wait for completion without live dashboard.
     """
     try:
@@ -264,13 +284,20 @@ def execute_workflow(
     try:
         with get_client() as client:
             response = execute_workflow_submission(
-                client, workflow, target_path, parameters,
-                volume_mode, timeout, interactive
+                client,
+                workflow,
+                target_path,
+                parameters,
+                volume_mode,
+                timeout,
+                interactive,
             )
 
-            console.print(f"✅ Workflow execution started!", style="green")
+            console.print("✅ Workflow execution started!", style="green")
             console.print(f"   Execution ID: [bold cyan]{response.run_id}[/bold cyan]")
-            console.print(f"   Status: {status_emoji(response.status)} {response.status}")
+            console.print(
+                f"   Status: {status_emoji(response.status)} {response.status}"
+            )
 
             # Save to database
             try:
@@ -281,65 +308,55 @@ def execute_workflow(
                     status=response.status,
                     target_path=target_path,
                     parameters=parameters,
-                    created_at=datetime.now()
+                    created_at=datetime.now(),
                 )
                 db.save_run(run_record)
             except Exception as e:
                 # Don't fail the whole operation if database save fails
-                console.print(f"⚠️  Failed to save execution to database: {e}", style="yellow")
+                console.print(
+                    f"⚠️  Failed to save execution to database: {e}", style="yellow"
+                )
 
-            console.print(f"\n💡 Monitor progress: [bold cyan]fuzzforge monitor {response.run_id}[/bold cyan]")
-            console.print(f"💡 Check status: [bold cyan]fuzzforge workflow status {response.run_id}[/bold cyan]")
-
-            # Suggest --live for fuzzing workflows
-            if not live and not wait and "fuzzing" in workflow.lower():
-                console.print(f"💡 Next time try: [bold cyan]fuzzforge workflow {workflow} {target_path} --live[/bold cyan] for real-time fuzzing dashboard", style="dim")
-
-            # Start live monitoring if requested
-            if live:
-                # Check if this is a fuzzing workflow to show appropriate messaging
-                is_fuzzing = "fuzzing" in workflow.lower()
-                if is_fuzzing:
-                    console.print(f"\n📺 Starting live fuzzing dashboard...")
-                    console.print("💡 You'll see real-time crash discovery, execution stats, and coverage data.")
-                else:
-                    console.print(f"\n📺 Starting live monitoring dashboard...")
-
-                console.print("Press Ctrl+C to stop monitoring (execution continues in background).\n")
-
-                try:
-                    from ..commands.monitor import live_monitor
-                    # Import monitor command and run it
-                    live_monitor(response.run_id, refresh=3)
-                except KeyboardInterrupt:
-                    console.print(f"\n⏹️  Live monitoring stopped (execution continues in background)", style="yellow")
-                except Exception as e:
-                    console.print(f"⚠️  Failed to start live monitoring: {e}", style="yellow")
-                    console.print(f"💡 You can still monitor manually: [bold cyan]fuzzforge monitor {response.run_id}[/bold cyan]")
+            console.print(
+                f"💡 Check status: [bold cyan]fuzzforge workflow status {response.run_id}[/bold cyan]"
+            )
 
             # Wait for completion if requested
-            elif wait:
-                console.print(f"\n⏳ Waiting for execution to complete...")
+            if wait:
+                console.print("\n⏳ Waiting for execution to complete...")
                 try:
-                    final_status = client.wait_for_completion(response.run_id, poll_interval=POLL_INTERVAL)
+                    final_status = client.wait_for_completion(
+                        response.run_id, poll_interval=POLL_INTERVAL
+                    )
 
                     # Update database
                     try:
                         db.update_run_status(
                             response.run_id,
                             final_status.status,
-                            completed_at=datetime.now() if final_status.is_completed else None
+                            completed_at=datetime.now()
+                            if final_status.is_completed
+                            else None,
                         )
                     except Exception as e:
-                        console.print(f"⚠️  Failed to update database: {e}", style="yellow")
+                        console.print(
+                            f"⚠️  Failed to update database: {e}", style="yellow"
+                        )
 
-                    console.print(f"🏁 Execution completed with status: {status_emoji(final_status.status)} {final_status.status}")
+                    console.print(
+                        f"🏁 Execution completed with status: {status_emoji(final_status.status)} {final_status.status}"
+                    )
 
                     if final_status.is_completed:
-                        console.print(f"💡 View findings: [bold cyan]fuzzforge findings {response.run_id}[/bold cyan]")
+                        console.print(
+                            f"💡 View findings: [bold cyan]fuzzforge findings {response.run_id}[/bold cyan]"
+                        )
 
                 except KeyboardInterrupt:
-                    console.print(f"\n⏹️  Monitoring cancelled (execution continues in background)", style="yellow")
+                    console.print(
+                        "\n⏹️  Monitoring cancelled (execution continues in background)",
+                        style="yellow",
+                    )
                 except Exception as e:
                     handle_error(e, "waiting for completion")
 
@@ -349,7 +366,9 @@ def execute_workflow(
 
 @app.command("status")
 def workflow_status(
-    execution_id: Optional[str] = typer.Argument(None, help="Execution ID to check (defaults to most recent)")
+    execution_id: Optional[str] = typer.Argument(
+        None, help="Execution ID to check (defaults to most recent)"
+    ),
 ):
     """
     📊 Check the status of a workflow execution
@@ -368,7 +387,9 @@ def workflow_status(
         if not execution_id:
             recent_runs = db.list_runs(limit=1)
             if not recent_runs:
-                console.print("⚠️  No executions found in project database", style="yellow")
+                console.print(
+                    "⚠️  No executions found in project database", style="yellow"
+                )
                 raise typer.Exit(0)
             execution_id = recent_runs[0].run_id
             console.print(f"🔍 Using most recent execution: {execution_id}")
@@ -384,7 +405,7 @@ def workflow_status(
             db.update_run_status(
                 execution_id,
                 status.status,
-                completed_at=status.updated_at if status.is_completed else None
+                completed_at=status.updated_at if status.is_completed else None,
             )
         except Exception as e:
             console.print(f"⚠️  Failed to update database: {e}", style="yellow")
@@ -404,23 +425,24 @@ def workflow_status(
 
         if status.is_completed:
             duration = status.updated_at - status.created_at
-            status_table.add_row("Duration", str(duration).split('.')[0])  # Remove microseconds
+            status_table.add_row(
+                "Duration", str(duration).split(".")[0]
+            )  # Remove microseconds
 
         console.print(
-            Panel.fit(
-                status_table,
-                title=f"📊 Status Information",
-                box=box.ROUNDED
-            )
+            Panel.fit(status_table, title="📊 Status Information", box=box.ROUNDED)
         )
 
         # Show next steps
-        if status.is_running:
-            console.print(f"\n💡 Monitor live: [bold cyan]fuzzforge monitor {execution_id}[/bold cyan]")
-        elif status.is_completed:
-            console.print(f"💡 View findings: [bold cyan]fuzzforge finding {execution_id}[/bold cyan]")
+
+        if status.is_completed:
+            console.print(
+                f"💡 View findings: [bold cyan]fuzzforge finding {execution_id}[/bold cyan]"
+            )
         elif status.is_failed:
-            console.print(f"💡 Check logs: [bold cyan]fuzzforge workflow logs {execution_id}[/bold cyan]")
+            console.print(
+                f"💡 Check logs: [bold cyan]fuzzforge workflow logs {execution_id}[/bold cyan]"
+            )
 
     except Exception as e:
         handle_error(e, "getting execution status")
@@ -428,9 +450,15 @@ def workflow_status(
 
 @app.command("history")
 def workflow_history(
-    workflow: Optional[str] = typer.Option(None, "--workflow", "-w", help="Filter by workflow name"),
-    status: Optional[str] = typer.Option(None, "--status", "-s", help="Filter by status"),
-    limit: int = typer.Option(20, "--limit", "-l", help="Maximum number of executions to show")
+    workflow: Optional[str] = typer.Option(
+        None, "--workflow", "-w", help="Filter by workflow name"
+    ),
+    status: Optional[str] = typer.Option(
+        None, "--status", "-s", help="Filter by status"
+    ),
+    limit: int = typer.Option(
+        20, "--limit", "-l", help="Maximum number of executions to show"
+    ),
 ):
     """
     📋 Show workflow execution history
@@ -463,12 +491,14 @@ def workflow_history(
             param_str = f"{param_count} params" if param_count > 0 else "-"
 
             table.add_row(
-                run.run_id[:12] + "..." if len(run.run_id) > MAX_RUN_ID_DISPLAY_LENGTH else run.run_id,
+                run.run_id[:12] + "..."
+                if len(run.run_id) > MAX_RUN_ID_DISPLAY_LENGTH
+                else run.run_id,
                 run.workflow,
                 f"{status_emoji(run.status)} {run.status}",
                 Path(run.target_path).name,
                 run.created_at.strftime("%m-%d %H:%M"),
-                param_str
+                param_str,
             )
 
         console.print(f"\n📋 [bold]Workflow Execution History ({len(runs)})[/bold]")
@@ -479,7 +509,9 @@ def workflow_history(
         console.print()
         console.print(table)
 
-        console.print(f"\n💡 Use [bold cyan]fuzzforge workflow status <execution-id>[/bold cyan] for detailed status")
+        console.print(
+            "\n💡 Use [bold cyan]fuzzforge workflow status <execution-id>[/bold cyan] for detailed status"
+        )
 
     except Exception as e:
         handle_error(e, "listing execution history")
@@ -487,11 +519,15 @@ def workflow_history(
 
 @app.command("retry")
 def retry_workflow(
-    execution_id: Optional[str] = typer.Argument(None, help="Execution ID to retry (defaults to most recent)"),
+    execution_id: Optional[str] = typer.Argument(
+        None, help="Execution ID to retry (defaults to most recent)"
+    ),
     modify_params: bool = typer.Option(
-        False, "--modify-params", "-m",
-        help="Interactively modify parameters before retrying"
-    )
+        False,
+        "--modify-params",
+        "-m",
+        help="Interactively modify parameters before retrying",
+    ),
 ):
     """
     🔄 Retry a workflow execution with the same or modified parameters
@@ -517,7 +553,9 @@ def retry_workflow(
         # Get original execution
         original_run = db.get_run(execution_id)
         if not original_run:
-            raise ValidationError("execution_id", execution_id, "an existing execution ID in the database")
+            raise ValidationError(
+                "execution_id", execution_id, "an existing execution ID in the database"
+            )
 
         console.print(f"🔄 [bold]Retrying workflow:[/bold] {original_run.workflow}")
         console.print(f"   Original Execution ID: {execution_id}")
@@ -527,24 +565,29 @@ def retry_workflow(
 
         # Modify parameters if requested
         if modify_params and parameters:
-            console.print(f"\n📝 [bold]Current parameters:[/bold]")
+            console.print("\n📝 [bold]Current parameters:[/bold]")
             for key, value in parameters.items():
-                new_value = Prompt.ask(
-                    f"{key}",
-                    default=str(value),
-                    console=console
-                )
+                new_value = Prompt.ask(f"{key}", default=str(value), console=console)
                 if new_value != str(value):
                     # Try to maintain type
                     try:
                         if isinstance(value, bool):
-                            parameters[key] = new_value.lower() in ("true", "yes", "1", "on")
+                            parameters[key] = new_value.lower() in (
+                                "true",
+                                "yes",
+                                "1",
+                                "on",
+                            )
                         elif isinstance(value, int):
                             parameters[key] = int(new_value)
                         elif isinstance(value, float):
                             parameters[key] = float(new_value)
                         elif isinstance(value, list):
-                            parameters[key] = [item.strip() for item in new_value.split(",") if item.strip()]
+                            parameters[key] = [
+                                item.strip()
+                                for item in new_value.split(",")
+                                if item.strip()
+                            ]
                         else:
                             parameters[key] = new_value
                     except ValueError:
@@ -553,15 +596,18 @@ def retry_workflow(
         # Submit new execution
         with get_client() as client:
             submission = WorkflowSubmission(
-                target_path=original_run.target_path,
-                parameters=parameters
+                target_path=original_run.target_path, parameters=parameters
             )
 
             response = client.submit_workflow(original_run.workflow, submission)
 
-            console.print(f"\n✅ Retry submitted successfully!", style="green")
-            console.print(f"   New Execution ID: [bold cyan]{response.run_id}[/bold cyan]")
-            console.print(f"   Status: {status_emoji(response.status)} {response.status}")
+            console.print("\n✅ Retry submitted successfully!", style="green")
+            console.print(
+                f"   New Execution ID: [bold cyan]{response.run_id}[/bold cyan]"
+            )
+            console.print(
+                f"   Status: {status_emoji(response.status)} {response.status}"
+            )
 
             # Save to database
             try:
@@ -572,13 +618,17 @@ def retry_workflow(
                     target_path=original_run.target_path,
                     parameters=parameters,
                     created_at=datetime.now(),
-                    metadata={"retry_of": execution_id}
+                    metadata={"retry_of": execution_id},
                 )
                 db.save_run(run_record)
             except Exception as e:
-                console.print(f"⚠️  Failed to save execution to database: {e}", style="yellow")
+                console.print(
+                    f"⚠️  Failed to save execution to database: {e}", style="yellow"
+                )
 
-            console.print(f"\n💡 Monitor progress: [bold cyan]fuzzforge monitor {response.run_id}[/bold cyan]")
+            console.print(
+                f"\n💡 Monitor progress: [bold cyan]fuzzforge monitor {response.run_id}[/bold cyan]"
+            )
 
     except Exception as e:
         handle_error(e, "retrying workflow")
@@ -588,4 +638,4 @@ def retry_workflow(
 def workflow_exec_callback():
     """
     🚀 Workflow execution management
-    """
\ No newline at end of file
+    """
diff --git a/cli/src/fuzzforge_cli/fuzzy.py b/cli/src/fuzzforge_cli/fuzzy.py
index 731e9df..48f16a5 100644
--- a/cli/src/fuzzforge_cli/fuzzy.py
+++ b/cli/src/fuzzforge_cli/fuzzy.py
@@ -14,9 +14,9 @@ Provides "Did you mean...?" functionality and intelligent command/parameter sugg
 #
 # Additional attribution and requirements are provided in the NOTICE file.
 
-
 import difflib
-from typing import List, Optional, Dict, Any, Tuple
+from typing import Any, Dict, List, Optional, Tuple
+
 from rich.console import Console
 from rich.panel import Panel
 from rich.text import Text
@@ -34,10 +34,9 @@ class FuzzyMatcher:
             "workflows": ["list", "info"],
             "runs": ["submit", "status", "list", "rerun"],
             "findings": ["get", "list", "export", "all"],
-            "monitor": ["stats", "crashes", "live"],
             "config": ["set", "get", "list", "init"],
             "ai": ["ask", "summarize", "explain"],
-            "ingest": ["project", "findings"]
+            "ingest": ["project", "findings"],
         }
 
         # Common workflow names
@@ -47,7 +46,7 @@ class FuzzyMatcher:
             "infrastructure_scan",
             "static_analysis_scan",
             "penetration_testing_scan",
-            "secret_detection_scan"
+            "secret_detection_scan",
         ]
 
         # Common parameter names
@@ -60,24 +59,25 @@ class FuzzyMatcher:
             "param-file",
             "interactive",
             "wait",
-            "live",
             "format",
             "output",
             "severity",
             "since",
             "limit",
             "stats",
-            "export"
+            "export",
         ]
 
         # Common values
         self.common_values = {
             "volume_mode": ["ro", "rw"],
             "format": ["json", "csv", "html", "sarif"],
-            "severity": ["critical", "high", "medium", "low", "info"]
+            "severity": ["critical", "high", "medium", "low", "info"],
         }
 
-    def find_closest_command(self, user_input: str, command_group: Optional[str] = None) -> Optional[Tuple[str, float]]:
+    def find_closest_command(
+        self, user_input: str, command_group: Optional[str] = None
+    ) -> Optional[Tuple[str, float]]:
         """Find the closest matching command."""
         if command_group and command_group in self.commands:
             # Search within a specific command group
@@ -86,9 +86,7 @@ class FuzzyMatcher:
             # Search all main commands
             candidates = list(self.commands.keys())
 
-        matches = difflib.get_close_matches(
-            user_input, candidates, n=1, cutoff=0.6
-        )
+        matches = difflib.get_close_matches(user_input, candidates, n=1, cutoff=0.6)
 
         if matches:
             match = matches[0]
@@ -114,7 +112,7 @@ class FuzzyMatcher:
     def find_closest_parameter(self, user_input: str) -> Optional[Tuple[str, float]]:
         """Find the closest matching parameter name."""
         # Remove leading dashes
-        clean_input = user_input.lstrip('-')
+        clean_input = user_input.lstrip("-")
 
         matches = difflib.get_close_matches(
             clean_input, self.parameter_names, n=1, cutoff=0.6
@@ -139,7 +137,9 @@ class FuzzyMatcher:
 
         return []
 
-    def get_command_suggestions(self, user_command: List[str]) -> Optional[Dict[str, Any]]:
+    def get_command_suggestions(
+        self, user_command: List[str]
+    ) -> Optional[Dict[str, Any]]:
         """Get suggestions for a user command that may have typos."""
         if not user_command:
             return None
@@ -153,11 +153,9 @@ class FuzzyMatcher:
             if closest:
                 match, confidence = closest
                 suggestions["type"] = "main_command"
-                suggestions["suggestions"].append({
-                    "text": match,
-                    "confidence": confidence,
-                    "type": "command"
-                })
+                suggestions["suggestions"].append(
+                    {"text": match, "confidence": confidence, "type": "command"}
+                )
 
         # Check subcommand if present
         elif len(user_command) > 1:
@@ -167,11 +165,13 @@ class FuzzyMatcher:
                 if closest:
                     match, confidence = closest
                     suggestions["type"] = "subcommand"
-                    suggestions["suggestions"].append({
-                        "text": f"{main_cmd} {match}",
-                        "confidence": confidence,
-                        "type": "subcommand"
-                    })
+                    suggestions["suggestions"].append(
+                        {
+                            "text": f"{main_cmd} {match}",
+                            "confidence": confidence,
+                            "type": "subcommand",
+                        }
+                    )
 
         return suggestions if suggestions["suggestions"] else None
 
@@ -210,17 +210,19 @@ def display_command_suggestion(suggestions: Dict[str, Any]):
 
     # Add helpful context
     if suggestion_type == "main_command":
-        text.append("\n💡 Use 'fuzzforge --help' to see all available commands", style="dim")
+        text.append(
+            "\n💡 Use 'fuzzforge --help' to see all available commands", style="dim"
+        )
     elif suggestion_type == "subcommand":
         main_cmd = suggestions["original"][0]
-        text.append(f"\n💡 Use 'fuzzforge {main_cmd} --help' to see available subcommands", style="dim")
+        text.append(
+            f"\n💡 Use 'fuzzforge {main_cmd} --help' to see available subcommands",
+            style="dim",
+        )
 
-    console.print(Panel(
-        text,
-        title="🤔 Command Suggestion",
-        border_style="yellow",
-        expand=False
-    ))
+    console.print(
+        Panel(text, title="🤔 Command Suggestion", border_style="yellow", expand=False)
+    )
 
 
 def display_workflow_suggestion(original: str, suggestion: str):
@@ -234,14 +236,13 @@ def display_workflow_suggestion(original: str, suggestion: str):
     text.append(f"'{suggestion}'", style="bold green")
     text.append("?\n\n")
 
-    text.append("💡 Use 'fuzzforge workflows' to see all available workflows", style="dim")
+    text.append(
+        "💡 Use 'fuzzforge workflows' to see all available workflows", style="dim"
+    )
 
-    console.print(Panel(
-        text,
-        title="🔧 Workflow Suggestion",
-        border_style="yellow",
-        expand=False
-    ))
+    console.print(
+        Panel(text, title="🔧 Workflow Suggestion", border_style="yellow", expand=False)
+    )
 
 
 def display_parameter_suggestion(original: str, suggestion: str):
@@ -257,12 +258,9 @@ def display_parameter_suggestion(original: str, suggestion: str):
 
     text.append("💡 Use '--help' to see all available parameters", style="dim")
 
-    console.print(Panel(
-        text,
-        title="⚙️ Parameter Suggestion",
-        border_style="yellow",
-        expand=False
-    ))
+    console.print(
+        Panel(text, title="⚙️ Parameter Suggestion", border_style="yellow", expand=False)
+    )
 
 
 def enhanced_command_not_found_handler(command_parts: List[str]):
@@ -306,4 +304,4 @@ def enhanced_parameter_not_found_handler(parameter_name: str):
 
 
 # Global fuzzy matcher instance
-fuzzy_matcher = FuzzyMatcher()
\ No newline at end of file
+fuzzy_matcher = FuzzyMatcher()
diff --git a/cli/src/fuzzforge_cli/main.py b/cli/src/fuzzforge_cli/main.py
index 3e0f399..18ab99d 100644
--- a/cli/src/fuzzforge_cli/main.py
+++ b/cli/src/fuzzforge_cli/main.py
@@ -12,22 +12,23 @@ Main CLI application with improved command structure.
 #
 # Additional attribution and requirements are provided in the NOTICE file.
 
+import sys
+from typing import List, Optional
 
 import typer
 from rich.console import Console
 from rich.traceback import install
-from typing import Optional, List
-import sys
 
 from .commands import (
-    init,
-    workflows,
-    workflow_exec,
-    findings,
-    monitor,
-    config as config_cmd,
     ai,
+    findings,
     ingest,
+    init,
+    workflow_exec,
+    workflows,
+)
+from .commands import (
+    config as config_cmd,
 )
 from .constants import DEFAULT_VOLUME_MODE
 from .fuzzy import enhanced_command_not_found_handler
@@ -78,25 +79,30 @@ finding_app = typer.Typer(
 
 # === Top-level commands ===
 
+
 @app.command()
 def init(
     name: Optional[str] = typer.Option(
-        None, "--name", "-n",
-        help="Project name (defaults to current directory name)"
+        None, "--name", "-n", help="Project name (defaults to current directory name)"
     ),
     api_url: Optional[str] = typer.Option(
-        None, "--api-url", "-u",
-        help="FuzzForge API URL (defaults to http://localhost:8000)"
+        None,
+        "--api-url",
+        "-u",
+        help="FuzzForge API URL (defaults to http://localhost:8000)",
     ),
     force: bool = typer.Option(
-        False, "--force", "-f",
-        help="Force initialization even if project already exists"
-    )
+        False,
+        "--force",
+        "-f",
+        help="Force initialization even if project already exists",
+    ),
 ):
     """
     📁 Initialize a new FuzzForge project
     """
     from .commands.init import project
+
     project(name=name, api_url=api_url, force=force)
 
 
@@ -106,18 +112,18 @@ def status():
     📊 Show project and latest execution status
     """
     from .commands.status import show_status
+
     show_status()
 
 
 @app.command()
 def config(
     key: Optional[str] = typer.Argument(None, help="Configuration key"),
-    value: Optional[str] = typer.Argument(None, help="Configuration value to set")
+    value: Optional[str] = typer.Argument(None, help="Configuration value to set"),
 ):
     """
     ⚙️  Manage configuration (show all, get, or set values)
     """
-    from .commands import config as config_cmd
 
     if key is None:
         # No arguments: show all config
@@ -133,13 +139,11 @@ def config(
 @app.command()
 def clean(
     days: int = typer.Option(
-        90, "--days", "-d",
-        help="Remove data older than this many days"
+        90, "--days", "-d", help="Remove data older than this many days"
     ),
     dry_run: bool = typer.Option(
-        False, "--dry-run",
-        help="Show what would be deleted without actually deleting"
-    )
+        False, "--dry-run", help="Show what would be deleted without actually deleting"
+    ),
 ):
     """
     🧹 Clean old execution data and findings
@@ -155,7 +159,9 @@ def clean(
             raise typer.Exit(1)
 
         if dry_run:
-            console.print(f"🔍 [bold]Dry run:[/bold] Would clean data older than {days} days")
+            console.print(
+                f"🔍 [bold]Dry run:[/bold] Would clean data older than {days} days"
+            )
 
         deleted = db.cleanup_old_runs(keep_days=days)
 
@@ -177,35 +183,35 @@ workflow_app.command("retry")(workflow_exec.retry_workflow)
 workflow_app.command("info")(workflows.workflow_info)
 workflow_app.command("params")(workflows.workflow_parameters)
 
+
 @workflow_app.command("run")
 def run_workflow(
     workflow: str = typer.Argument(help="Workflow name"),
     target: str = typer.Argument(help="Target path"),
-    params: List[str] = typer.Argument(default=None, help="Parameters as key=value pairs"),
+    params: List[str] = typer.Argument(
+        default=None, help="Parameters as key=value pairs"
+    ),
     param_file: Optional[str] = typer.Option(
-        None, "--param-file", "-f",
-        help="JSON file containing workflow parameters"
+        None, "--param-file", "-f", help="JSON file containing workflow parameters"
     ),
     volume_mode: str = typer.Option(
-        DEFAULT_VOLUME_MODE, "--volume-mode", "-v",
-        help="Volume mount mode: ro (read-only) or rw (read-write)"
+        DEFAULT_VOLUME_MODE,
+        "--volume-mode",
+        "-v",
+        help="Volume mount mode: ro (read-only) or rw (read-write)",
     ),
     timeout: Optional[int] = typer.Option(
-        None, "--timeout", "-t",
-        help="Execution timeout in seconds"
+        None, "--timeout", "-t", help="Execution timeout in seconds"
     ),
     interactive: bool = typer.Option(
-        True, "--interactive/--no-interactive", "-i/-n",
-        help="Interactive parameter input for missing required parameters"
+        True,
+        "--interactive/--no-interactive",
+        "-i/-n",
+        help="Interactive parameter input for missing required parameters",
     ),
     wait: bool = typer.Option(
-        False, "--wait", "-w",
-        help="Wait for execution to complete"
+        False, "--wait", "-w", help="Wait for execution to complete"
     ),
-    live: bool = typer.Option(
-        False, "--live", "-l",
-        help="Start live monitoring after execution (useful for fuzzing workflows)"
-    )
 ):
     """
     🚀 Execute a security testing workflow
@@ -221,9 +227,9 @@ def run_workflow(
         timeout=timeout,
         interactive=interactive,
         wait=wait,
-        live=live
     )
 
+
 @workflow_app.callback()
 def workflow_main():
     """
@@ -239,17 +245,18 @@ def workflow_main():
 
 # === Finding commands (singular) ===
 
+
 @finding_app.command("export")
 def export_finding(
-    execution_id: Optional[str] = typer.Argument(None, help="Execution ID (defaults to latest)"),
+    execution_id: Optional[str] = typer.Argument(
+        None, help="Execution ID (defaults to latest)"
+    ),
     format: str = typer.Option(
-        "sarif", "--format", "-f",
-        help="Export format: sarif, json, csv"
+        "sarif", "--format", "-f", help="Export format: sarif, json, csv"
     ),
     output: Optional[str] = typer.Option(
-        None, "--output", "-o",
-        help="Output file (defaults to stdout)"
-    )
+        None, "--output", "-o", help="Output file (defaults to stdout)"
+    ),
 ):
     """
     📤 Export findings to file
@@ -270,7 +277,9 @@ def export_finding(
                     execution_id = recent_runs[0].run_id
                     console.print(f"🔍 Using most recent execution: {execution_id}")
                 else:
-                    console.print("⚠️  No findings found in project database", style="yellow")
+                    console.print(
+                        "⚠️  No findings found in project database", style="yellow"
+                    )
                     return
             else:
                 console.print("❌ No project database found", style="red")
@@ -283,14 +292,16 @@ def export_finding(
 
 @finding_app.command("analyze")
 def analyze_finding(
-    finding_id: Optional[str] = typer.Argument(None, help="Finding ID to analyze")
+    finding_id: Optional[str] = typer.Argument(None, help="Finding ID to analyze"),
 ):
     """
     🤖 AI analysis of a finding
     """
     from .commands.ai import analyze_finding as ai_analyze
+
     ai_analyze(finding_id)
 
+
 @finding_app.callback(invoke_without_command=True)
 def finding_main(
     ctx: typer.Context,
@@ -309,7 +320,7 @@ def finding_main(
         return
 
     # Get remaining arguments for direct viewing
-    args = ctx.args if hasattr(ctx, 'args') else []
+    args = ctx.args if hasattr(ctx, "args") else []
     finding_id = args[0] if args else None
 
     # Direct viewing: fuzzforge finding [id]
@@ -329,7 +340,9 @@ def finding_main(
                     finding_id = recent_runs[0].run_id
                     console.print(f"🔍 Using most recent execution: {finding_id}")
                 else:
-                    console.print("⚠️  No findings found in project database", style="yellow")
+                    console.print(
+                        "⚠️  No findings found in project database", style="yellow"
+                    )
                     return
             else:
                 console.print("❌ No project database found", style="red")
@@ -351,10 +364,10 @@ app.add_typer(workflow_app, name="workflow", help="🚀 Execute and manage workf
 app.add_typer(finding_app, name="finding", help="🔍 View and analyze findings")
 
 # Other command groups
-app.add_typer(monitor.app, name="monitor", help="📊 Real-time monitoring")
 app.add_typer(ai.app, name="ai", help="🤖 AI integration features")
 app.add_typer(ingest.app, name="ingest", help="🧠 Ingest knowledge into AI")
 
+
 # Help and utility commands
 @app.command()
 def examples():
@@ -371,13 +384,11 @@ def examples():
 
 [bold]Execute Workflows:[/bold]
   ff workflow afl-fuzzing ./target  # Run fuzzing on target
-  ff workflow afl-fuzzing . --live  # Run with live monitoring
   ff workflow scan-c ./src timeout=300 threads=4  # With parameters
 
 [bold]Monitor Execution:[/bold]
   ff status                         # Check latest execution
   ff workflow status                # Same as above
-  ff monitor                        # Live monitoring dashboard
   ff workflow history               # Show past executions
 
 [bold]Review Findings:[/bold]
@@ -399,16 +410,16 @@ def version():
     📦 Show version information
     """
     from . import __version__
+
     console.print(f"FuzzForge CLI v{__version__}")
-    console.print(f"Short command: ff")
+    console.print("Short command: ff")
 
 
 @app.callback()
 def main_callback(
     ctx: typer.Context,
     version: Optional[bool] = typer.Option(
-        None, "--version", "-v",
-        help="Show version information"
+        None, "--version", "-v", help="Show version information"
     ),
 ):
     """
@@ -422,6 +433,7 @@ def main_callback(
     """
     if version:
         from . import __version__
+
         console.print(f"FuzzForge CLI v{__version__}")
         raise typer.Exit()
 
@@ -432,12 +444,11 @@ def main():
     if len(sys.argv) > 1:
         args = sys.argv[1:]
 
-
         # Handle finding command with pattern recognition
-        if len(args) >= 2 and args[0] == 'finding':
-            finding_subcommands = ['export', 'analyze']
+        if len(args) >= 2 and args[0] == "finding":
+            finding_subcommands = ["export", "analyze"]
             # Skip custom dispatching if help flags are present
-            if not any(arg in ['--help', '-h', '--version', '-v'] for arg in args):
+            if not any(arg in ["--help", "-h", "--version", "-v"] for arg in args):
                 if args[1] not in finding_subcommands:
                     # Direct finding display: ff finding <id>
                     from .commands.findings import get_findings
@@ -457,18 +468,26 @@ def main():
         app()
     except SystemExit as e:
         # Enhanced error handling for command not found
-        if hasattr(e, 'code') and e.code != 0 and len(sys.argv) > 1:
+        if hasattr(e, "code") and e.code != 0 and len(sys.argv) > 1:
             command_parts = sys.argv[1:]
-            clean_parts = [part for part in command_parts if not part.startswith('-')]
+            clean_parts = [part for part in command_parts if not part.startswith("-")]
 
             if clean_parts:
                 main_cmd = clean_parts[0]
                 valid_commands = [
-                    'init', 'status', 'config', 'clean',
-                    'workflows', 'workflow',
-                    'findings', 'finding',
-                    'monitor', 'ai', 'ingest',
-                    'examples', 'version'
+                    "init",
+                    "status",
+                    "config",
+                    "clean",
+                    "workflows",
+                    "workflow",
+                    "findings",
+                    "finding",
+                    "monitor",
+                    "ai",
+                    "ingest",
+                    "examples",
+                    "version",
                 ]
 
                 if main_cmd not in valid_commands:

From a53d6c9ae59ffad5fd6db7ea38676ee7bc39f8b7 Mon Sep 17 00:00:00 2001
From: abel <67806187+theo-abel@users.noreply.github.com>
Date: Thu, 2 Oct 2025 16:01:54 +0200
Subject: [PATCH 2/7] fix: removed erroneous example

---
 cli/src/fuzzforge_cli/main.py | 155 ++++++++++++++++++++--------------
 1 file changed, 92 insertions(+), 63 deletions(-)

diff --git a/cli/src/fuzzforge_cli/main.py b/cli/src/fuzzforge_cli/main.py
index 3e0f399..62159ea 100644
--- a/cli/src/fuzzforge_cli/main.py
+++ b/cli/src/fuzzforge_cli/main.py
@@ -12,22 +12,24 @@ Main CLI application with improved command structure.
 #
 # Additional attribution and requirements are provided in the NOTICE file.
 
+import sys
+from typing import List, Optional
 
 import typer
 from rich.console import Console
 from rich.traceback import install
-from typing import Optional, List
-import sys
 
 from .commands import (
-    init,
-    workflows,
-    workflow_exec,
-    findings,
-    monitor,
-    config as config_cmd,
     ai,
+    findings,
     ingest,
+    init,
+    monitor,
+    workflow_exec,
+    workflows,
+)
+from .commands import (
+    config as config_cmd,
 )
 from .constants import DEFAULT_VOLUME_MODE
 from .fuzzy import enhanced_command_not_found_handler
@@ -78,25 +80,30 @@ finding_app = typer.Typer(
 
 # === Top-level commands ===
 
+
 @app.command()
 def init(
     name: Optional[str] = typer.Option(
-        None, "--name", "-n",
-        help="Project name (defaults to current directory name)"
+        None, "--name", "-n", help="Project name (defaults to current directory name)"
     ),
     api_url: Optional[str] = typer.Option(
-        None, "--api-url", "-u",
-        help="FuzzForge API URL (defaults to http://localhost:8000)"
+        None,
+        "--api-url",
+        "-u",
+        help="FuzzForge API URL (defaults to http://localhost:8000)",
     ),
     force: bool = typer.Option(
-        False, "--force", "-f",
-        help="Force initialization even if project already exists"
-    )
+        False,
+        "--force",
+        "-f",
+        help="Force initialization even if project already exists",
+    ),
 ):
     """
     📁 Initialize a new FuzzForge project
     """
     from .commands.init import project
+
     project(name=name, api_url=api_url, force=force)
 
 
@@ -106,18 +113,18 @@ def status():
     📊 Show project and latest execution status
     """
     from .commands.status import show_status
+
     show_status()
 
 
 @app.command()
 def config(
     key: Optional[str] = typer.Argument(None, help="Configuration key"),
-    value: Optional[str] = typer.Argument(None, help="Configuration value to set")
+    value: Optional[str] = typer.Argument(None, help="Configuration value to set"),
 ):
     """
     ⚙️  Manage configuration (show all, get, or set values)
     """
-    from .commands import config as config_cmd
 
     if key is None:
         # No arguments: show all config
@@ -133,13 +140,11 @@ def config(
 @app.command()
 def clean(
     days: int = typer.Option(
-        90, "--days", "-d",
-        help="Remove data older than this many days"
+        90, "--days", "-d", help="Remove data older than this many days"
     ),
     dry_run: bool = typer.Option(
-        False, "--dry-run",
-        help="Show what would be deleted without actually deleting"
-    )
+        False, "--dry-run", help="Show what would be deleted without actually deleting"
+    ),
 ):
     """
     🧹 Clean old execution data and findings
@@ -155,7 +160,9 @@ def clean(
             raise typer.Exit(1)
 
         if dry_run:
-            console.print(f"🔍 [bold]Dry run:[/bold] Would clean data older than {days} days")
+            console.print(
+                f"🔍 [bold]Dry run:[/bold] Would clean data older than {days} days"
+            )
 
         deleted = db.cleanup_old_runs(keep_days=days)
 
@@ -177,35 +184,41 @@ workflow_app.command("retry")(workflow_exec.retry_workflow)
 workflow_app.command("info")(workflows.workflow_info)
 workflow_app.command("params")(workflows.workflow_parameters)
 
+
 @workflow_app.command("run")
 def run_workflow(
     workflow: str = typer.Argument(help="Workflow name"),
     target: str = typer.Argument(help="Target path"),
-    params: List[str] = typer.Argument(default=None, help="Parameters as key=value pairs"),
+    params: List[str] = typer.Argument(
+        default=None, help="Parameters as key=value pairs"
+    ),
     param_file: Optional[str] = typer.Option(
-        None, "--param-file", "-f",
-        help="JSON file containing workflow parameters"
+        None, "--param-file", "-f", help="JSON file containing workflow parameters"
     ),
     volume_mode: str = typer.Option(
-        DEFAULT_VOLUME_MODE, "--volume-mode", "-v",
-        help="Volume mount mode: ro (read-only) or rw (read-write)"
+        DEFAULT_VOLUME_MODE,
+        "--volume-mode",
+        "-v",
+        help="Volume mount mode: ro (read-only) or rw (read-write)",
     ),
     timeout: Optional[int] = typer.Option(
-        None, "--timeout", "-t",
-        help="Execution timeout in seconds"
+        None, "--timeout", "-t", help="Execution timeout in seconds"
     ),
     interactive: bool = typer.Option(
-        True, "--interactive/--no-interactive", "-i/-n",
-        help="Interactive parameter input for missing required parameters"
+        True,
+        "--interactive/--no-interactive",
+        "-i/-n",
+        help="Interactive parameter input for missing required parameters",
     ),
     wait: bool = typer.Option(
-        False, "--wait", "-w",
-        help="Wait for execution to complete"
+        False, "--wait", "-w", help="Wait for execution to complete"
     ),
     live: bool = typer.Option(
-        False, "--live", "-l",
-        help="Start live monitoring after execution (useful for fuzzing workflows)"
-    )
+        False,
+        "--live",
+        "-l",
+        help="Start live monitoring after execution (useful for fuzzing workflows)",
+    ),
 ):
     """
     🚀 Execute a security testing workflow
@@ -221,9 +234,10 @@ def run_workflow(
         timeout=timeout,
         interactive=interactive,
         wait=wait,
-        live=live
+        live=live,
     )
 
+
 @workflow_app.callback()
 def workflow_main():
     """
@@ -239,17 +253,18 @@ def workflow_main():
 
 # === Finding commands (singular) ===
 
+
 @finding_app.command("export")
 def export_finding(
-    execution_id: Optional[str] = typer.Argument(None, help="Execution ID (defaults to latest)"),
+    execution_id: Optional[str] = typer.Argument(
+        None, help="Execution ID (defaults to latest)"
+    ),
     format: str = typer.Option(
-        "sarif", "--format", "-f",
-        help="Export format: sarif, json, csv"
+        "sarif", "--format", "-f", help="Export format: sarif, json, csv"
     ),
     output: Optional[str] = typer.Option(
-        None, "--output", "-o",
-        help="Output file (defaults to stdout)"
-    )
+        None, "--output", "-o", help="Output file (defaults to stdout)"
+    ),
 ):
     """
     📤 Export findings to file
@@ -270,7 +285,9 @@ def export_finding(
                     execution_id = recent_runs[0].run_id
                     console.print(f"🔍 Using most recent execution: {execution_id}")
                 else:
-                    console.print("⚠️  No findings found in project database", style="yellow")
+                    console.print(
+                        "⚠️  No findings found in project database", style="yellow"
+                    )
                     return
             else:
                 console.print("❌ No project database found", style="red")
@@ -283,14 +300,16 @@ def export_finding(
 
 @finding_app.command("analyze")
 def analyze_finding(
-    finding_id: Optional[str] = typer.Argument(None, help="Finding ID to analyze")
+    finding_id: Optional[str] = typer.Argument(None, help="Finding ID to analyze"),
 ):
     """
     🤖 AI analysis of a finding
     """
     from .commands.ai import analyze_finding as ai_analyze
+
     ai_analyze(finding_id)
 
+
 @finding_app.callback(invoke_without_command=True)
 def finding_main(
     ctx: typer.Context,
@@ -309,7 +328,7 @@ def finding_main(
         return
 
     # Get remaining arguments for direct viewing
-    args = ctx.args if hasattr(ctx, 'args') else []
+    args = ctx.args if hasattr(ctx, "args") else []
     finding_id = args[0] if args else None
 
     # Direct viewing: fuzzforge finding [id]
@@ -329,7 +348,9 @@ def finding_main(
                     finding_id = recent_runs[0].run_id
                     console.print(f"🔍 Using most recent execution: {finding_id}")
                 else:
-                    console.print("⚠️  No findings found in project database", style="yellow")
+                    console.print(
+                        "⚠️  No findings found in project database", style="yellow"
+                    )
                     return
             else:
                 console.print("❌ No project database found", style="red")
@@ -355,6 +376,7 @@ app.add_typer(monitor.app, name="monitor", help="📊 Real-time monitoring")
 app.add_typer(ai.app, name="ai", help="🤖 AI integration features")
 app.add_typer(ingest.app, name="ingest", help="🧠 Ingest knowledge into AI")
 
+
 # Help and utility commands
 @app.command()
 def examples():
@@ -372,7 +394,6 @@ def examples():
 [bold]Execute Workflows:[/bold]
   ff workflow afl-fuzzing ./target  # Run fuzzing on target
   ff workflow afl-fuzzing . --live  # Run with live monitoring
-  ff workflow scan-c ./src timeout=300 threads=4  # With parameters
 
 [bold]Monitor Execution:[/bold]
   ff status                         # Check latest execution
@@ -399,16 +420,16 @@ def version():
     📦 Show version information
     """
     from . import __version__
+
     console.print(f"FuzzForge CLI v{__version__}")
-    console.print(f"Short command: ff")
+    console.print("Short command: ff")
 
 
 @app.callback()
 def main_callback(
     ctx: typer.Context,
     version: Optional[bool] = typer.Option(
-        None, "--version", "-v",
-        help="Show version information"
+        None, "--version", "-v", help="Show version information"
     ),
 ):
     """
@@ -422,6 +443,7 @@ def main_callback(
     """
     if version:
         from . import __version__
+
         console.print(f"FuzzForge CLI v{__version__}")
         raise typer.Exit()
 
@@ -432,12 +454,11 @@ def main():
     if len(sys.argv) > 1:
         args = sys.argv[1:]
 
-
         # Handle finding command with pattern recognition
-        if len(args) >= 2 and args[0] == 'finding':
-            finding_subcommands = ['export', 'analyze']
+        if len(args) >= 2 and args[0] == "finding":
+            finding_subcommands = ["export", "analyze"]
             # Skip custom dispatching if help flags are present
-            if not any(arg in ['--help', '-h', '--version', '-v'] for arg in args):
+            if not any(arg in ["--help", "-h", "--version", "-v"] for arg in args):
                 if args[1] not in finding_subcommands:
                     # Direct finding display: ff finding <id>
                     from .commands.findings import get_findings
@@ -457,18 +478,26 @@ def main():
         app()
     except SystemExit as e:
         # Enhanced error handling for command not found
-        if hasattr(e, 'code') and e.code != 0 and len(sys.argv) > 1:
+        if hasattr(e, "code") and e.code != 0 and len(sys.argv) > 1:
             command_parts = sys.argv[1:]
-            clean_parts = [part for part in command_parts if not part.startswith('-')]
+            clean_parts = [part for part in command_parts if not part.startswith("-")]
 
             if clean_parts:
                 main_cmd = clean_parts[0]
                 valid_commands = [
-                    'init', 'status', 'config', 'clean',
-                    'workflows', 'workflow',
-                    'findings', 'finding',
-                    'monitor', 'ai', 'ingest',
-                    'examples', 'version'
+                    "init",
+                    "status",
+                    "config",
+                    "clean",
+                    "workflows",
+                    "workflow",
+                    "findings",
+                    "finding",
+                    "monitor",
+                    "ai",
+                    "ingest",
+                    "examples",
+                    "version",
                 ]
 
                 if main_cmd not in valid_commands:

From 92b338f9ed3d777bf1dc9e4584f625e175e121a0 Mon Sep 17 00:00:00 2001
From: abel <67806187+theo-abel@users.noreply.github.com>
Date: Thu, 2 Oct 2025 17:17:52 +0200
Subject: [PATCH 3/7] ci: created base python ci

---
 .github/workflows/ci-python.yml | 70 +++++++++++++++++++++++++++++++++
 1 file changed, 70 insertions(+)
 create mode 100644 .github/workflows/ci-python.yml

diff --git a/.github/workflows/ci-python.yml b/.github/workflows/ci-python.yml
new file mode 100644
index 0000000..35138f1
--- /dev/null
+++ b/.github/workflows/ci-python.yml
@@ -0,0 +1,70 @@
+name: Python CI
+
+# This is a dumb Ci to ensure that the python client and backend builds correctly
+# It could be optimized to run faster, building, testing and linting only changed code
+# but for now it is good enough. It runs on every push and PR to any branch.
+# It also runs on demand.
+
+on:
+  workflow_dispatch:
+
+  push:
+    paths:
+      - "ai/**"
+      - "backend/**"
+      - "cli/**"
+      - "sdk/**"
+      - "src/**"
+  pull_request:
+    paths:
+      - "ai/**"
+      - "backend/**"
+      - "cli/**"
+      - "sdk/**"
+      - "src/**"
+
+jobs:
+  ci:
+    name: ci
+    runs-on: ubuntu-latest
+
+    steps:
+      - uses: actions/checkout@v5
+
+      - name: Setup uv
+        uses: astral-sh/setup-uv@v6
+        with:
+          enable-cache: true
+
+      - name: Set up Python
+        run: uv python install
+
+      # Validate no obvious issues
+      # Quick hack because CLI returns non-zero exit code when no args are provided
+      - name: Run base command
+        run: |
+          set +e
+          uv run ff
+          if [ $? -ne 2 ]; then
+            echo "Expected exit code 2 from 'uv run ff', got $?"
+            exit 1
+          fi
+
+      - name: Build fuzzforge_ai package
+        run: uv build
+
+      - name: Build ai package
+        working-directory: ai
+        run: uv build
+
+      - name: Build cli package
+        working-directory: cli
+        run: uv build
+
+      - name: Build sdk package
+        working-directory: sdk
+        run: uv build
+
+      - name: Build backend package
+        working-directory: backend
+        run: uv build

From d2e0b61b672965ea744afb44a613b4458546093b Mon Sep 17 00:00:00 2001
From: abel <67806187+theo-abel@users.noreply.github.com>
Date: Thu, 2 Oct 2025 17:21:14 +0200
Subject: [PATCH 4/7] fix: run only when changes to docs folder

---
 .github/workflows/docs-deploy.yml | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/.github/workflows/docs-deploy.yml b/.github/workflows/docs-deploy.yml
index e2cf828..b5f866c 100644
--- a/.github/workflows/docs-deploy.yml
+++ b/.github/workflows/docs-deploy.yml
@@ -1,10 +1,13 @@
 name: Deploy Docusaurus to GitHub Pages
 
 on:
+  workflow_dispatch:
+
   push:
     branches:
       - master
-  workflow_dispatch:
+    paths:
+      - "docs/**"
 
 jobs:
   build:

From c9f8926bc3cdadf14269753c7d11c7a1e5146669 Mon Sep 17 00:00:00 2001
From: abel <67806187+theo-abel@users.noreply.github.com>
Date: Thu, 2 Oct 2025 17:22:15 +0200
Subject: [PATCH 5/7] ci: run in any situation on docs folder changes

---
 .github/workflows/docs-test-deploy.yml | 9 +++++++--
 1 file changed, 7 insertions(+), 2 deletions(-)

diff --git a/.github/workflows/docs-test-deploy.yml b/.github/workflows/docs-test-deploy.yml
index 9c7d2d9..c42d773 100644
--- a/.github/workflows/docs-test-deploy.yml
+++ b/.github/workflows/docs-test-deploy.yml
@@ -1,9 +1,14 @@
 name: Docusaurus test deployment
 
 on:
+  workflow_dispatch:
+
+  push:
+    paths:
+      - "docs/**"
   pull_request:
-    branches:
-      - master
+    paths:
+      - "docs/**"
 
 jobs:
   test-deploy:

From 1ba80c466b80b6c8dfb0b28bd68c23545f0b47b8 Mon Sep 17 00:00:00 2001
From: Tanguy Duhamel <tduhamel@fuzzinglabs.com>
Date: Fri, 3 Oct 2025 11:13:34 +0200
Subject: [PATCH 6/7] fix: register config as command group instead of custom
 function

The config command was implemented as a custom function that manually
routed to subcommands, which caused 'ff config show' to fail. It
treated 'show' as a configuration key argument instead of a subcommand.

Now properly registered as a Typer command group, enabling all config
subcommands (show, set, get, reset, edit) to work correctly.
---
 cli/src/fuzzforge_cli/main.py | 21 +--------------------
 1 file changed, 1 insertion(+), 20 deletions(-)

diff --git a/cli/src/fuzzforge_cli/main.py b/cli/src/fuzzforge_cli/main.py
index 26a4ccb..a2e408d 100644
--- a/cli/src/fuzzforge_cli/main.py
+++ b/cli/src/fuzzforge_cli/main.py
@@ -116,26 +116,6 @@ def status():
     show_status()
 
 
-@app.command()
-def config(
-    key: Optional[str] = typer.Argument(None, help="Configuration key"),
-    value: Optional[str] = typer.Argument(None, help="Configuration value to set"),
-):
-    """
-    ⚙️  Manage configuration (show all, get, or set values)
-    """
-
-    if key is None:
-        # No arguments: show all config
-        config_cmd.show_config(global_config=False)
-    elif value is None:
-        # Key only: get specific value
-        config_cmd.get_config(key=key, global_config=False)
-    else:
-        # Key and value: set value
-        config_cmd.set_config(key=key, value=value, global_config=False)
-
-
 @app.command()
 def clean(
     days: int = typer.Option(
@@ -366,6 +346,7 @@ app.add_typer(finding_app, name="finding", help="🔍 View and analyze findings"
 # Other command groups
 app.add_typer(ai.app, name="ai", help="🤖 AI integration features")
 app.add_typer(ingest.app, name="ingest", help="🧠 Ingest knowledge into AI")
+app.add_typer(config_cmd.app, name="config", help="⚙️  Manage configuration settings")
 
 
 # Help and utility commands

From 4ad44332eef81a1dced3154178e4707059ff481b Mon Sep 17 00:00:00 2001
From: abel <67806187+theo-abel@users.noreply.github.com>
Date: Mon, 6 Oct 2025 11:59:28 +0200
Subject: [PATCH 7/7] docs: updated discord invite link

---
 README.md | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/README.md b/README.md
index c2a8621..89c5cb2 100644
--- a/README.md
+++ b/README.md
@@ -6,7 +6,7 @@
 <p align="center"><strong>AI-powered workflow automation and AI Agents for AppSec, Fuzzing & Offensive Security</strong></p>
 
 <p align="center">
-  <a href="https://discord.com/invite/acqv9FVG"><img src="https://img.shields.io/discord/1420767905255133267?logo=discord&label=Discord" alt="Discord"></a>
+  <a href="https://discord.gg/8XEX33UUwZ/"><img src="https://img.shields.io/discord/1420767905255133267?logo=discord&label=Discord" alt="Discord"></a>
   <a href="LICENSE"><img src="https://img.shields.io/badge/license-BSL%20%2B%20Apache-orange" alt="License: BSL + Apache"></a>
   <a href="https://www.python.org/downloads/"><img src="https://img.shields.io/badge/python-3.11%2B-blue" alt="Python 3.11+"/></a>
   <a href="https://fuzzforge.ai"><img src="https://img.shields.io/badge/Website-fuzzforge.ai-blue" alt="Website"/></a>
@@ -176,7 +176,7 @@ _AI agents automatically analyzing code and providing security insights_
 
 - 🌐 [Website](https://fuzzforge.ai)
 - 📖 [Documentation](https://docs.fuzzforge.ai)
-- 💬 [Community Discord](https://discord.com/invite/acqv9FVG)
+- 💬 [Community Discord](https://discord.gg/8XEX33UUwZ)
 - 🎓 [FuzzingLabs Academy](https://academy.fuzzinglabs.com/?coupon=GITHUB_FUZZFORGE)
 
 ---
@@ -205,7 +205,7 @@ Planned features and improvements:
 - ☁️ Multi-tenant SaaS platform with team collaboration
 - 📊 Advanced reporting & analytics
 
-👉 Follow updates in the [GitHub issues](../../issues) and [Discord](https://discord.com/invite/acqv9FVG).
+👉 Follow updates in the [GitHub issues](../../issues) and [Discord](https://discord.gg/8XEX33UUwZ)
 
 ---