From f3832bdf3d6aabb45d78111a2c4909bdb34b30cd Mon Sep 17 00:00:00 2001
From: Travis Vasceannie <travis.vas@gmail.com>
Date: Wed, 8 Oct 2025 09:10:32 +0000
Subject: [PATCH] feat: enhance test coverage and improve code quality checks

- Updated test files to improve coverage for Any usage, type: ignore, and old typing patterns, ensuring that these patterns are properly blocked.
- Refactored test structure for better clarity and maintainability, including the introduction of fixtures and improved assertions.
- Enhanced error handling and messaging in the hook system to provide clearer feedback on violations.
- Improved integration tests to validate hook behavior across various scenarios, ensuring robustness and reliability.
---
 hooks/bash_command_guard.py                 |   450 +
 hooks/bash_guard_constants.py               |    72 +
 hooks/code_quality_guard.py                 |   725 +-
 hooks/internal_duplicate_detector.py        |   158 +-
 logs/status_line.json                       | 15123 +-----------------
 test_any_should_block.py                    |     9 +-
 test_core_hooks.py                          |   252 +-
 test_type_ignore.py                         |    20 +-
 tests/__init__.py                           |     2 +
 tests/hooks/test_comprehensive_scenarios.py |   182 +-
 tests/hooks/test_config.py                  |    85 +-
 tests/hooks/test_duplicate_fairness.py      |   309 +
 tests/hooks/test_dynamic_usage.py           |    61 +-
 tests/hooks/test_helper_functions.py        |    21 +-
 tests/hooks/test_pretooluse.py              |    33 +-
 tests/hooks/test_quality_internals.py       |   166 +-
 tests/hooks/test_venv_and_formatting.py     |    66 +-
 tests/test_hook_integration.py              |   364 +-
 18 files changed, 2429 insertions(+), 15669 deletions(-)
 create mode 100644 hooks/bash_command_guard.py
 create mode 100644 hooks/bash_guard_constants.py
 create mode 100644 tests/__init__.py
 create mode 100644 tests/hooks/test_duplicate_fairness.py

diff --git a/hooks/bash_command_guard.py b/hooks/bash_command_guard.py
new file mode 100644
index 0000000..05dce53
--- /dev/null
+++ b/hooks/bash_command_guard.py
@@ -0,0 +1,450 @@
+"""Shell command guard for Claude Code PreToolUse/PostToolUse hooks.
+
+Prevents circumvention of type safety rules via shell commands that could inject
+'Any' types or type ignore comments into Python files.
+"""
+
+import json
+import re
+import subprocess
+import sys
+from pathlib import Path
+from shutil import which
+from typing import TypedDict
+
+from .bash_guard_constants import (
+    DANGEROUS_SHELL_PATTERNS,
+    FORBIDDEN_PATTERNS,
+    PYTHON_FILE_PATTERNS,
+)
+
+
+class JsonObject(TypedDict, total=False):
+    """Type for JSON-like objects."""
+
+    hookEventName: str
+    permissionDecision: str
+    permissionDecisionReason: str
+    decision: str
+    reason: str
+    systemMessage: str
+    hookSpecificOutput: dict[str, object]
+
+
+def _contains_forbidden_pattern(text: str) -> tuple[bool, str | None]:
+    """Check if text contains any forbidden patterns.
+
+    Args:
+        text: The text to check for forbidden patterns.
+
+    Returns:
+        Tuple of (has_violation, matched_pattern_description)
+    """
+    for pattern in FORBIDDEN_PATTERNS:
+        if re.search(pattern, text, re.IGNORECASE):
+            if "Any" in pattern:
+                return True, "typing.Any usage"
+            if "type.*ignore" in pattern:
+                return True, "type suppression comment"
+    return False, None
+
+
+def _is_dangerous_shell_command(command: str) -> tuple[bool, str | None]:
+    """Check if shell command uses dangerous patterns.
+
+    Args:
+        command: The shell command to analyze.
+
+    Returns:
+        Tuple of (is_dangerous, reason)
+    """
+    # Check if command targets Python files
+    targets_python = any(
+        re.search(pattern, command) for pattern in PYTHON_FILE_PATTERNS
+    )
+
+    if not targets_python:
+        return False, None
+
+    # Check for dangerous shell patterns
+    for pattern in DANGEROUS_SHELL_PATTERNS:
+        if re.search(pattern, command):
+            tool_match = re.search(
+                r"\b(sed|awk|perl|ed|echo|printf|cat|tee|find|xargs|python|vim|nano|emacs)\b",
+                pattern,
+            )
+            tool_name = tool_match.group(1) if tool_match else "shell utility"
+            return True, f"Use of {tool_name} to modify Python files"
+
+    return False, None
+
+
+def _command_contains_forbidden_injection(command: str) -> tuple[bool, str | None]:
+    """Check if command attempts to inject forbidden patterns.
+
+    Args:
+        command: The shell command to analyze.
+
+    Returns:
+        Tuple of (has_injection, violation_description)
+    """
+    # Check if the command itself contains forbidden patterns
+    has_violation, violation_type = _contains_forbidden_pattern(command)
+
+    if has_violation:
+        return True, violation_type
+
+    # Check for encoded or escaped patterns
+    # Handle common escape sequences
+    decoded_cmd = command.replace("\\n", "\n").replace("\\t", "\t")
+    decoded_cmd = re.sub(r"\\\s", " ", decoded_cmd)
+
+    has_violation, violation_type = _contains_forbidden_pattern(decoded_cmd)
+    if has_violation:
+        return True, f"{violation_type} (escaped)"
+
+    return False, None
+
+
+def _analyze_bash_command(command: str) -> tuple[bool, list[str]]:
+    """Analyze bash command for safety violations.
+
+    Args:
+        command: The bash command to analyze.
+
+    Returns:
+        Tuple of (should_block, list_of_violations)
+    """
+    violations: list[str] = []
+
+    # Check for forbidden pattern injection
+    has_injection, injection_type = _command_contains_forbidden_injection(command)
+    if has_injection:
+        violations.append(f"⛔ Shell command attempts to inject {injection_type}")
+
+    # Check for dangerous shell patterns on Python files
+    is_dangerous, danger_reason = _is_dangerous_shell_command(command)
+    if is_dangerous:
+        violations.append(
+            f"⛔ {danger_reason} is forbidden - use Edit/Write tools instead",
+        )
+
+    return len(violations) > 0, violations
+
+
+def _create_hook_response(
+    event_name: str,
+    permission: str = "",
+    reason: str = "",
+    system_message: str = "",
+    *,
+    decision: str | None = None,
+) -> JsonObject:
+    """Create standardized hook response.
+
+    Args:
+        event_name: Name of the hook event (PreToolUse, PostToolUse, Stop).
+        permission: Permission decision (allow, deny, ask).
+        reason: Reason for the decision.
+        system_message: System message to display.
+        decision: Decision for PostToolUse/Stop hooks (approve, block).
+
+    Returns:
+        JSON response object for the hook.
+    """
+    hook_output: dict[str, object] = {
+        "hookEventName": event_name,
+    }
+
+    if permission:
+        hook_output["permissionDecision"] = permission
+        if reason:
+            hook_output["permissionDecisionReason"] = reason
+
+    response: JsonObject = {
+        "hookSpecificOutput": hook_output,
+    }
+
+    if permission:
+        response["permissionDecision"] = permission
+
+    if decision:
+        response["decision"] = decision
+
+    if reason:
+        response["reason"] = reason
+
+    if system_message:
+        response["systemMessage"] = system_message
+
+    return response
+
+
+def pretooluse_bash_hook(hook_data: dict[str, object]) -> JsonObject:
+    """Handle PreToolUse hook for Bash commands.
+
+    Args:
+        hook_data: Hook input data containing tool_name and tool_input.
+
+    Returns:
+        Hook response with permission decision.
+    """
+    tool_name = str(hook_data.get("tool_name", ""))
+
+    # Only analyze Bash commands
+    if tool_name != "Bash":
+        return _create_hook_response("PreToolUse", "allow")
+
+    tool_input_raw = hook_data.get("tool_input", {})
+    if not isinstance(tool_input_raw, dict):
+        return _create_hook_response("PreToolUse", "allow")
+
+    tool_input: dict[str, object] = dict(tool_input_raw)
+    command = str(tool_input.get("command", ""))
+
+    if not command:
+        return _create_hook_response("PreToolUse", "allow")
+
+    # Analyze command for violations
+    should_block, violations = _analyze_bash_command(command)
+
+    if not should_block:
+        return _create_hook_response("PreToolUse", "allow")
+
+    # Build denial message
+    violation_text = "\n".join(f"  {v}" for v in violations)
+    message = (
+        f"🚫 Shell Command Blocked\n\n"
+        f"Violations:\n{violation_text}\n\n"
+        f"Command: {command[:200]}{'...' if len(command) > 200 else ''}\n\n"
+        f"Use Edit/Write tools to modify Python files with proper type safety."
+    )
+
+    return _create_hook_response(
+        "PreToolUse",
+        "deny",
+        message,
+        message,
+    )
+
+
+def posttooluse_bash_hook(hook_data: dict[str, object]) -> JsonObject:
+    """Handle PostToolUse hook for Bash commands.
+
+    Args:
+        hook_data: Hook output data containing tool_response.
+
+    Returns:
+        Hook response with decision.
+    """
+    tool_name = str(hook_data.get("tool_name", ""))
+
+    # Only analyze Bash commands
+    if tool_name != "Bash":
+        return _create_hook_response("PostToolUse")
+
+    # Extract command from hook data
+    tool_input_raw = hook_data.get("tool_input", {})
+    if not isinstance(tool_input_raw, dict):
+        return _create_hook_response("PostToolUse")
+
+    tool_input: dict[str, object] = dict(tool_input_raw)
+    command = str(tool_input.get("command", ""))
+
+    # Check if command modified any Python files
+    # Look for file paths in the command
+    python_files: list[str] = []
+    for match in re.finditer(r"([^\s]+\.pyi?)\b", command):
+        file_path = match.group(1)
+        if Path(file_path).exists():
+            python_files.append(file_path)
+
+    if not python_files:
+        return _create_hook_response("PostToolUse")
+
+    # Scan modified files for violations
+    violations: list[str] = []
+    for file_path in python_files:
+        try:
+            with open(file_path, encoding="utf-8") as file_handle:
+                content = file_handle.read()
+
+            has_violation, violation_type = _contains_forbidden_pattern(content)
+            if has_violation:
+                violations.append(
+                    f"⛔ File '{Path(file_path).name}' contains {violation_type}",
+                )
+        except (OSError, UnicodeDecodeError):
+            # If we can't read the file, skip it
+            continue
+
+    if violations:
+        violation_text = "\n".join(f"  {v}" for v in violations)
+        message = (
+            f"🚫 Post-Execution Violation Detected\n\n"
+            f"Violations:\n{violation_text}\n\n"
+            f"Shell command introduced forbidden patterns. "
+            f"Please revert changes and use proper typing."
+        )
+
+        return _create_hook_response(
+            "PostToolUse",
+            "",
+            message,
+            message,
+            decision="block",
+        )
+
+    return _create_hook_response("PostToolUse")
+
+
+def stop_hook(_hook_data: dict[str, object]) -> JsonObject:
+    """Handle Stop hook - final validation before completion.
+
+    Args:
+        _hook_data: Stop hook data (unused).
+
+    Returns:
+        Hook response with decision.
+    """
+    # Get list of changed files from git
+    try:
+        git_path = which("git")
+        if git_path is None:
+            return _create_hook_response("Stop", decision="approve")
+
+        # Safe: invokes git with fixed arguments, no user input interpolation.
+        result = subprocess.run(  # noqa: S603
+            [git_path, "diff", "--name-only", "--cached"],
+            capture_output=True,
+            text=True,
+            check=False,
+            timeout=10,
+        )
+
+        if result.returncode != 0:
+            # No git repo or no staged changes
+            return _create_hook_response("Stop", decision="approve")
+
+        changed_files = [
+            file_name.strip()
+            for file_name in result.stdout.split("\n")
+            if file_name.strip() and file_name.strip().endswith((".py", ".pyi"))
+        ]
+
+        if not changed_files:
+            return _create_hook_response("Stop", decision="approve")
+
+        # Scan all changed Python files
+        violations: list[str] = []
+        for file_path in changed_files:
+            if not Path(file_path).exists():
+                continue
+
+            try:
+                with open(file_path, encoding="utf-8") as file_handle:
+                    content = file_handle.read()
+
+                has_violation, violation_type = _contains_forbidden_pattern(content)
+                if has_violation:
+                    violations.append(f"⛔ {file_path}: {violation_type}")
+            except (OSError, UnicodeDecodeError):
+                continue
+
+        if violations:
+            violation_text = "\n".join(f"  {v}" for v in violations)
+            message = (
+                f"🚫 Final Validation Failed\n\n"
+                f"Violations:\n{violation_text}\n\n"
+                f"Please remove forbidden patterns before completing."
+            )
+
+            return _create_hook_response(
+                "Stop",
+                "",
+                message,
+                message,
+                decision="block",
+            )
+
+        return _create_hook_response("Stop", decision="approve")
+
+    except (OSError, subprocess.SubprocessError, TimeoutError) as exc:
+        # If validation fails, allow but warn
+        return _create_hook_response(
+            "Stop",
+            "",
+            f"Warning: Final validation error: {exc}",
+            f"Warning: Final validation error: {exc}",
+            decision="approve",
+        )
+
+
+def main() -> None:
+    """Main hook entry point."""
+    try:
+        # Read hook input from stdin
+        try:
+            hook_data: dict[str, object] = json.load(sys.stdin)
+        except json.JSONDecodeError:
+            fallback_response: JsonObject = {
+                "hookSpecificOutput": {
+                    "hookEventName": "PreToolUse",
+                    "permissionDecision": "allow",
+                },
+            }
+            sys.stdout.write(json.dumps(fallback_response))
+            return
+
+        # Detect hook type
+        response: JsonObject
+
+        if "tool_response" in hook_data or "tool_output" in hook_data:
+            # PostToolUse hook
+            response = posttooluse_bash_hook(hook_data)
+        elif hook_data.get("hookEventName") == "Stop":
+            # Stop hook
+            response = stop_hook(hook_data)
+        else:
+            # PreToolUse hook
+            response = pretooluse_bash_hook(hook_data)
+
+        sys.stdout.write(json.dumps(response))
+
+        # Handle exit codes based on hook output
+        hook_output_raw = response.get("hookSpecificOutput", {})
+        if not hook_output_raw or not isinstance(hook_output_raw, dict):
+            return
+
+        hook_output: dict[str, object] = hook_output_raw
+        permission_decision = hook_output.get("permissionDecision")
+
+        if permission_decision == "deny":
+            # Exit code 2: Blocking error
+            reason = str(
+                hook_output.get("permissionDecisionReason", "Permission denied"),
+            )
+            sys.stderr.write(reason)
+            sys.exit(2)
+        elif permission_decision == "ask":
+            # Exit code 2 for ask decisions
+            reason = str(
+                hook_output.get("permissionDecisionReason", "Permission request"),
+            )
+            sys.stderr.write(reason)
+            sys.exit(2)
+
+        # Check for Stop hook block decision
+        if response.get("decision") == "block":
+            reason = str(response.get("reason", "Validation failed"))
+            sys.stderr.write(reason)
+            sys.exit(2)
+
+    except (OSError, ValueError, subprocess.SubprocessError, TimeoutError) as exc:
+        # Unexpected error - use exit code 1 (non-blocking error)
+        sys.stderr.write(f"Hook error: {exc}")
+        sys.exit(1)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/hooks/bash_guard_constants.py b/hooks/bash_guard_constants.py
new file mode 100644
index 0000000..4444930
--- /dev/null
+++ b/hooks/bash_guard_constants.py
@@ -0,0 +1,72 @@
+"""Shared constants for bash command guard functionality.
+
+This module contains patterns and constants used to detect forbidden code patterns
+and dangerous shell commands that could compromise type safety.
+"""
+
+# Forbidden patterns that should never appear in Python code
+FORBIDDEN_PATTERNS = [
+    r"\bfrom\s+typing\s+import\s+.*\bAny\b",  # from typing import Any
+    r"\bimport\s+typing\.Any\b",  # import typing.Any
+    r"\btyping\.Any\b",  # typing.Any reference
+    r"\b:\s*Any\b",  # Type annotation with Any
+    r"->\s*Any\b",  # Return type Any
+    r"#\s*type:\s*ignore",  # type suppression comment
+]
+
+# Shell command patterns that can modify files
+DANGEROUS_SHELL_PATTERNS = [
+    # Direct file writes
+    r"\becho\s+.*>",
+    r"\bprintf\s+.*>",
+    r"\bcat\s+>",
+    r"\btee\s+",
+    # Stream editors and text processors
+    r"\bsed\s+",
+    r"\bawk\s+",
+    r"\bperl\s+",
+    r"\bed\s+",
+    # Mass operations
+    r"\bfind\s+.*-exec",
+    r"\bxargs\s+",
+    r"\bgrep\s+.*\|\s*xargs",
+    # Python execution with file operations
+    r"\bpython\s+-c\s+.*open\(",
+    r"\bpython\s+-c\s+.*write\(",
+    r"\bpython3\s+-c\s+.*open\(",
+    r"\bpython3\s+-c\s+.*write\(",
+    # Editor batch modes
+    r"\bvim\s+-c",
+    r"\bnano\s+--tempfile",
+    r"\bemacs\s+--batch",
+]
+
+# Python file patterns to protect
+PYTHON_FILE_PATTERNS = [
+    r"\.py\b",
+    r"\.pyi\b",
+]
+
+# Pattern descriptions for error messages
+FORBIDDEN_PATTERN_DESCRIPTIONS = {
+    "Any": "typing.Any usage",
+    "type.*ignore": "type suppression comment",
+}
+
+# Tool names extracted from dangerous patterns
+DANGEROUS_TOOLS = [
+    "sed",
+    "awk",
+    "perl",
+    "ed",
+    "echo",
+    "printf",
+    "cat",
+    "tee",
+    "find",
+    "xargs",
+    "python",
+    "vim",
+    "nano",
+    "emacs",
+]
diff --git a/hooks/code_quality_guard.py b/hooks/code_quality_guard.py
index a8c6ded..64297bd 100644
--- a/hooks/code_quality_guard.py
+++ b/hooks/code_quality_guard.py
@@ -13,6 +13,8 @@ import re
 import shutil
 import subprocess
 import sys
+from importlib import import_module
+import textwrap
 import tokenize
 from collections.abc import Callable
 from contextlib import suppress
@@ -20,237 +22,261 @@ from dataclasses import dataclass
 from datetime import UTC, datetime
 from io import StringIO
 from pathlib import Path
-from tempfile import NamedTemporaryFile
-from typing import TypedDict, cast
+from tempfile import NamedTemporaryFile, gettempdir
+from typing import TYPE_CHECKING, TypedDict, cast
 
-# Import internal duplicate detector
-sys.path.insert(0, str(Path(__file__).parent))
-from internal_duplicate_detector import detect_internal_duplicates
+# Import internal duplicate detector; fall back to local path when executed directly
+if TYPE_CHECKING:
+    from .internal_duplicate_detector import (
+        Duplicate,
+        DuplicateResults,
+        detect_internal_duplicates,
+    )
+else:
+    try:
+        from .internal_duplicate_detector import (
+            Duplicate,
+            DuplicateResults,
+            detect_internal_duplicates,
+        )
+    except ImportError:
+        sys.path.insert(0, str(Path(__file__).parent))
+        module = import_module("internal_duplicate_detector")
+        Duplicate = module.Duplicate
+        DuplicateResults = module.DuplicateResults
+        detect_internal_duplicates = module.detect_internal_duplicates
+
+SUSPICIOUS_SUFFIXES: tuple[str, ...] = (
+    "enhanced",
+    "improved",
+    "better",
+    "new",
+    "updated",
+    "modified",
+    "refactored",
+    "optimized",
+    "fixed",
+    "clean",
+    "simple",
+    "advanced",
+    "basic",
+    "complete",
+    "final",
+    "latest",
+    "current",
+    "temp",
+    "temporary",
+    "backup",
+    "old",
+    "legacy",
+    "unified",
+    "merged",
+    "combined",
+    "integrated",
+    "consolidated",
+    "extended",
+    "enriched",
+    "augmented",
+    "upgraded",
+    "revised",
+    "polished",
+    "streamlined",
+    "simplified",
+    "modernized",
+    "normalized",
+    "sanitized",
+    "validated",
+    "verified",
+    "corrected",
+    "patched",
+    "stable",
+    "experimental",
+    "alpha",
+    "beta",
+    "draft",
+    "preliminary",
+    "prototype",
+    "working",
+    "test",
+    "debug",
+    "custom",
+    "special",
+    "generic",
+    "specific",
+    "general",
+    "detailed",
+    "minimal",
+    "full",
+    "partial",
+    "quick",
+    "fast",
+    "slow",
+    "smart",
+    "intelligent",
+    "auto",
+    "manual",
+    "secure",
+    "safe",
+    "robust",
+    "flexible",
+    "dynamic",
+    "static",
+    "reactive",
+    "async",
+    "sync",
+    "parallel",
+    "serial",
+    "distributed",
+    "centralized",
+    "decentralized",
+)
+
+FILE_SUFFIX_DUPLICATE_MSG = (
+    "⚠️ File '{current}' appears to be a suffixed duplicate of '{original}'. "
+    "Consider refactoring instead of creating variations with adjective "
+    "suffixes."
+)
+
+EXISTING_FILE_DUPLICATE_MSG = (
+    "⚠️ Creating '{current}' when '{existing}' already exists suggests "
+    "duplication. Consider consolidating or using a more descriptive name."
+)
+
+NAME_SUFFIX_DUPLICATE_MSG = (
+    "⚠️ {kind} '{name}' appears to be a suffixed duplicate of '{base}'. "
+    "Consider refactoring instead of creating variations."
+)
 
 
-class QualityConfig:
-    """Configuration for quality checks."""
+def get_external_context(
+    rule_id: str,
+    content: str,
+    _file_path: str,
+    config: "QualityConfig",
+) -> str:
+    """Fetch additional guidance from optional integrations."""
+    context_parts: list[str] = []
 
-    def __init__(self):
-        self._config = config = QualityConfig.from_env()
-        config.skip_patterns = ["test_", "_test.py", "/tests/", "/fixtures/"]
-
-    def __getattr__(self, name):
-        return getattr(self._config, name, self._config[name])
-
-    @classmethod
-    def from_env(cls) -> "QualityConfig":
-        """Load config from environment variables."""
-        return cls()
-
-
-def get_external_context(rule_id: str, content: str, file_path: str, config: QualityConfig) -> str:
-    """Get additional context from external APIs for enhanced guidance."""
-    context_parts = []
-
-    # Context7 integration for additional context analysis
     if config.context7_enabled and config.context7_api_key:
         try:
-            # Note: This would integrate with actual Context7 API
-            # For now, providing placeholder for the integration
-            context7_context = _get_context7_analysis(rule_id, content, config.context7_api_key)
+            context7_context = _get_context7_analysis(
+                rule_id,
+                content,
+                config.context7_api_key,
+            )
+        except (OSError, RuntimeError, ValueError, TimeoutError) as exc:
+            logging.debug("Context7 API call failed: %s", exc)
+        else:
             if context7_context:
                 context_parts.append(f"📊 Context7 Analysis: {context7_context}")
-        except Exception as e:
-            logging.debug("Context7 API call failed: %s", e)
 
-    # Firecrawl integration for web scraping additional examples
     if config.firecrawl_enabled and config.firecrawl_api_key:
         try:
-            # Note: This would integrate with actual Firecrawl API
-            # For now, providing placeholder for the integration
-            firecrawl_examples = _get_firecrawl_examples(rule_id, config.firecrawl_api_key)
+            firecrawl_examples = _get_firecrawl_examples(
+                rule_id,
+                config.firecrawl_api_key,
+            )
+        except (OSError, RuntimeError, ValueError, TimeoutError) as exc:
+            logging.debug("Firecrawl API call failed: %s", exc)
+        else:
             if firecrawl_examples:
                 context_parts.append(f"🔗 Additional Examples: {firecrawl_examples}")
-        except Exception as e:
-            logging.debug("Firecrawl API call failed: %s", e)
 
-    return "\n\n".join(context_parts) if context_parts else ""
+    return "\n\n".join(context_parts)
 
 
-def _get_context7_analysis(rule_id: str, content: str, api_key: str) -> str:
+def _get_context7_analysis(
+    rule_id: str,
+    _content: str,
+    _api_key: str,
+) -> str:
     """Placeholder for Context7 API integration."""
-    # This would make actual API calls to Context7
-    # For demonstration, returning contextual analysis based on rule type
     context_map = {
-        "no-conditionals-in-tests": "Consider using data-driven tests with pytest.mark.parametrize for better test isolation.",
-        "no-loop-in-tests": "Each iteration should be a separate test case for better failure isolation and debugging.",
-        "raise-specific-error": "Specific exceptions improve error handling and make tests more maintainable.",
-        "dont-import-test-modules": "Keep test utilities separate from production code to maintain clean architecture."
+        "no-conditionals-in-tests": (
+            "Use pytest.mark.parametrize instead of branching inside tests."
+        ),
+        "no-loop-in-tests": (
+            "Split loops into individual tests or parameterize the data for clarity."
+        ),
+        "raise-specific-error": (
+            "Raise precise exception types (ValueError, custom errors, etc.) "
+            "so failures highlight the right behaviour."
+        ),
+        "dont-import-test-modules": (
+            "Production code should not depend on test helpers; "
+            "extract shared logic into utility modules."
+        ),
     }
-    return context_map.get(rule_id, "Additional context analysis would be provided here.")
+
+    return context_map.get(
+        rule_id,
+        "Context7 guidance will appear once the integration is available.",
+    )
 
 
-def _get_firecrawl_examples(rule_id: str, api_key: str) -> str:
+def _get_firecrawl_examples(rule_id: str, _api_key: str) -> str:
     """Placeholder for Firecrawl API integration."""
-    # This would scrape web for additional examples and best practices
-    # For demonstration, returning relevant examples based on rule type
     examples_map = {
-        "no-conditionals-in-tests": "See pytest documentation on parameterized tests for multiple scenarios.",
-        "no-loop-in-tests": "Check testing best practices guides for data-driven testing approaches.",
-        "raise-specific-error": "Review Python exception hierarchy and custom exception patterns.",
-        "dont-import-test-modules": "Explore clean architecture patterns for test organization."
+        "no-conditionals-in-tests": (
+            "Pytest parameterization tutorial: "
+            "docs.pytest.org/en/latest/how-to/parametrize.html"
+        ),
+        "no-loop-in-tests": (
+            "Testing best practices: keep scenarios in separate "
+            "tests for precise failures."
+        ),
+        "raise-specific-error": (
+            "Python docs on exceptions: docs.python.org/3/tutorial/errors.html"
+        ),
+        "dont-import-test-modules": (
+            "Clean architecture tip: production modules should not import from tests."
+        ),
     }
-    return examples_map.get(rule_id, "Additional examples and patterns would be sourced from web resources.")
 
-def generate_test_quality_guidance(rule_id: str, content: str, file_path: str, config: QualityConfig) -> str:
-    """Generate specific, actionable guidance for test quality rule violations."""
+    return examples_map.get(
+        rule_id,
+        "Firecrawl examples will appear once the integration is available.",
+    )
 
-    # Extract function name and context for better guidance
+
+def generate_test_quality_guidance(
+    rule_id: str,
+    content: str,
+    file_path: str,
+    _config: "QualityConfig",
+) -> str:
+    """Return concise guidance for test quality rule violations."""
     function_name = "test_function"
-    if "def " in content:
-        # Try to extract the test function name
-        import re
-        match = re.search(r'def\s+(\w+)\s*\(', content)
-        if match:
-            function_name = match.group(1)
+    match = re.search(r"def\s+(\w+)\s*\(", content)
+    if match:
+        function_name = match.group(1)
+
+    file_name = Path(file_path).name
 
     guidance_map = {
-        "no-conditionals-in-tests": {
-            "title": "Conditional Logic in Test Function",
-            "problem": f"Test function '{function_name}' contains conditional statements (if/elif/else).",
-            "why": "Tests should be simple assertions that verify specific behavior. Conditionals make tests harder to understand and maintain.",
-            "solutions": [
-                "✅ Replace conditionals with parameterized test cases",
-                "✅ Use pytest.mark.parametrize for multiple scenarios",
-                "✅ Extract conditional logic into helper functions",
-                "✅ Use assertion libraries like assertpy for complex conditions"
-            ],
-            "examples": [
-                "# ❌ Instead of this:",
-                "def test_user_access():",
-                "    user = create_user()",
-                "    if user.is_admin:",
-                "        assert user.can_access_admin()",
-                "    else:",
-                "        assert not user.can_access_admin()",
-                "",
-                "# ✅ Do this:",
-                "@pytest.mark.parametrize('is_admin,can_access', [",
-                "    (True, True),",
-                "    (False, False)",
-                "])",
-                "def test_user_access(is_admin, can_access):",
-                "    user = create_user(admin=is_admin)",
-                "    assert user.can_access_admin() == can_access"
-            ]
-        },
-        "no-loop-in-tests": {
-            "title": "Loop Found in Test Function",
-            "problem": f"Test function '{function_name}' contains loops (for/while).",
-            "why": "Loops in tests often indicate testing multiple scenarios that should be separate test cases.",
-            "solutions": [
-                "✅ Break loop into individual test cases",
-                "✅ Use parameterized tests for multiple data scenarios",
-                "✅ Extract loop logic into data providers or fixtures",
-                "✅ Use pytest fixtures for setup that requires iteration"
-            ],
-            "examples": [
-                "# ❌ Instead of this:",
-                "def test_process_items():",
-                "    for item in test_items:",
-                "        result = process_item(item)",
-                "        assert result.success",
-                "",
-                "# ✅ Do this:",
-                "@pytest.mark.parametrize('item', test_items)",
-                "def test_process_item(item):",
-                "    result = process_item(item)",
-                "    assert result.success"
-            ]
-        },
-        "raise-specific-error": {
-            "title": "Generic Exception in Test",
-            "problem": f"Test function '{function_name}' raises generic Exception or BaseException.",
-            "why": "Generic exceptions make it harder to identify specific test failures and handle different error conditions appropriately.",
-            "solutions": [
-                "✅ Use specific exception types (ValueError, TypeError, etc.)",
-                "✅ Create custom exception classes for domain-specific errors",
-                "✅ Use pytest.raises() with specific exception types",
-                "✅ Test for expected exceptions, not generic ones"
-            ],
-            "examples": [
-                "# ❌ Instead of this:",
-                "def test_invalid_input():",
-                "    with pytest.raises(Exception):",
-                "        process_invalid_data()",
-                "",
-                "# ✅ Do this:",
-                "def test_invalid_input():",
-                "    with pytest.raises(ValueError, match='Invalid input'):",
-                "        process_invalid_data()",
-                "",
-                "# Or create custom exceptions:",
-                "def test_business_logic():",
-                "    with pytest.raises(InsufficientFundsError):",
-                "        account.withdraw(1000)"
-            ]
-        },
-        "dont-import-test-modules": {
-            "title": "Test Module Import in Non-Test Code",
-            "problem": f"File '{Path(file_path).name}' imports test modules outside of test directories.",
-            "why": "Test modules should only be imported by other test files. Production code should not depend on test utilities.",
-            "solutions": [
-                "✅ Move shared test utilities to a separate utils module",
-                "✅ Create production versions of test helper functions",
-                "✅ Use dependency injection instead of direct test imports",
-                "✅ Extract common logic into a shared production module"
-            ],
-            "examples": [
-                "# ❌ Instead of this (in production code):",
-                "from tests.test_helpers import create_test_data",
-                "",
-                "# ✅ Do this:",
-                "# Create src/utils/test_data_factory.py",
-                "from src.utils.test_data_factory import create_test_data",
-                "",
-                "# Or use fixtures in tests:",
-                "@pytest.fixture",
-                "def test_data():",
-                "    return create_production_data()"
-            ]
-        }
+        "no-conditionals-in-tests": (
+            f"Test {function_name} contains conditional logic. "
+            "Parameterize or split tests so each scenario is explicit."
+        ),
+        "no-loop-in-tests": (
+            f"Test {function_name} iterates over data. Break the loop into "
+            "separate tests or use pytest parameterization."
+        ),
+        "raise-specific-error": (
+            f"Test {function_name} asserts generic exceptions. "
+            "Assert specific types to document the expected behaviour."
+        ),
+        "dont-import-test-modules": (
+            f"File {file_name} imports from tests. Move shared helpers into a "
+            "production module or provide them via fixtures."
+        ),
     }
 
-    guidance = guidance_map.get(rule_id, {
-        "title": f"Test Quality Issue: {rule_id}",
-        "problem": f"Rule '{rule_id}' violation detected in test code.",
-        "why": "This rule helps maintain test quality and best practices.",
-        "solutions": [
-            "✅ Review the specific rule requirements",
-            "✅ Refactor code to follow test best practices",
-            "✅ Consult testing framework documentation"
-        ],
-        "examples": [
-            "# Review the rule documentation for specific guidance",
-            "# Consider the test's purpose and refactor accordingly"
-        ]
-    })
-
-    # Format the guidance message
-    message = f"""
-🚫 {guidance['title']}
-
-📋 Problem: {guidance['problem']}
-
-❓ Why this matters: {guidance['why']}
-
-🛠️ How to fix it:
-{chr(10).join(f"  • {solution}" for solution in guidance['solutions'])}
-
-💡 Example:
-{chr(10).join(f"  {line}" for line in guidance['examples'])}
-
-🔍 File: {Path(file_path).name}
-📍 Function: {function_name}
-"""
-
-    return message.strip()
+    return guidance_map.get(
+        rule_id,
+        "Keep tests behaviour-focused: avoid conditionals, loops, generic exceptions, "
+        "and production dependencies on test helpers.",
+    )
 
 
 class ToolConfig(TypedDict):
@@ -261,27 +287,6 @@ class ToolConfig(TypedDict):
     error_message: str | Callable[[subprocess.CompletedProcess[str]], str]
 
 
-class DuplicateLocation(TypedDict):
-    """Location information for a duplicate code block."""
-
-    name: str
-    lines: str
-
-
-class Duplicate(TypedDict):
-    """Duplicate code detection result."""
-
-    similarity: float
-    description: str
-    locations: list[DuplicateLocation]
-
-
-class DuplicateResults(TypedDict):
-    """Results from duplicate detection analysis."""
-
-    duplicates: list[Duplicate]
-
-
 class ComplexitySummary(TypedDict):
     """Summary of complexity analysis."""
 
@@ -398,13 +403,17 @@ class QualityConfig:
             pyrefly_enabled=os.getenv("QUALITY_PYREFLY_ENABLED", "true").lower()
             == "true",
             type_check_exit_code=int(os.getenv("QUALITY_TYPE_CHECK_EXIT_CODE", "2")),
-            test_quality_enabled=os.getenv("QUALITY_TEST_QUALITY_ENABLED", "true").lower()
-            == "true",
-            context7_enabled=os.getenv("QUALITY_CONTEXT7_ENABLED", "false").lower()
-            == "true",
+            test_quality_enabled=(
+                os.getenv("QUALITY_TEST_QUALITY_ENABLED", "true").lower()
+                == "true"
+            ),
+            context7_enabled=(
+                os.getenv("QUALITY_CONTEXT7_ENABLED", "false").lower() == "true"
+            ),
             context7_api_key=os.getenv("QUALITY_CONTEXT7_API_KEY", ""),
-            firecrawl_enabled=os.getenv("QUALITY_FIRECRAWL_ENABLED", "false").lower()
-            == "true",
+            firecrawl_enabled=(
+                os.getenv("QUALITY_FIRECRAWL_ENABLED", "false").lower() == "true"
+            ),
             firecrawl_api_key=os.getenv("QUALITY_FIRECRAWL_API_KEY", ""),
         )
 
@@ -418,26 +427,29 @@ def should_skip_file(file_path: str, config: QualityConfig) -> bool:
 
 def _module_candidate(path: Path) -> tuple[Path, list[str]]:
     """Build a module invocation candidate for a python executable."""
-
     return path, [str(path), "-m", "quality.cli.main"]
 
 
 def _cli_candidate(path: Path) -> tuple[Path, list[str]]:
     """Build a direct CLI invocation candidate."""
-
     return path, [str(path)]
 
 
 def get_claude_quality_command(repo_root: Path | None = None) -> list[str]:
     """Return a path-resilient command for invoking claude-quality."""
-
     repo_root = repo_root or Path(__file__).resolve().parent.parent
     platform_name = sys.platform
     is_windows = platform_name.startswith("win")
 
     scripts_dir = repo_root / ".venv" / ("Scripts" if is_windows else "bin")
-    python_names = ["python.exe", "python3.exe"] if is_windows else ["python", "python3"]
-    cli_names = ["claude-quality.exe", "claude-quality"] if is_windows else ["claude-quality"]
+    python_names = (
+        ["python.exe", "python3.exe"] if is_windows else ["python", "python3"]
+    )
+    cli_names = (
+        ["claude-quality.exe", "claude-quality"]
+        if is_windows
+        else ["claude-quality"]
+    )
 
     candidates: list[tuple[Path, list[str]]] = []
     for name in python_names:
@@ -457,9 +469,11 @@ def get_claude_quality_command(repo_root: Path | None = None) -> list[str]:
     if shutil.which("claude-quality"):
         return ["claude-quality"]
 
-    raise RuntimeError(
-        "'claude-quality' was not found on PATH. Please ensure it is installed and available."
+    message = (
+        "'claude-quality' was not found on PATH. Please ensure it is installed and "
+        "available."
     )
+    raise RuntimeError(message)
 
 
 def _get_project_venv_bin(file_path: str | None = None) -> Path:
@@ -470,8 +484,16 @@ def _get_project_venv_bin(file_path: str | None = None) -> Path:
                   If not provided, uses current working directory.
     """
     # Start from the file's directory if provided, otherwise from cwd
-    if file_path and not file_path.startswith("/tmp"):
-        start_path = Path(file_path).resolve().parent
+    temp_root = Path(gettempdir()).resolve()
+    if file_path:
+        resolved_path = Path(file_path).resolve()
+        try:
+            if resolved_path.is_relative_to(temp_root):
+                start_path = Path.cwd()
+            else:
+                start_path = resolved_path.parent
+        except ValueError:
+            start_path = resolved_path.parent
     else:
         start_path = Path.cwd()
 
@@ -501,7 +523,7 @@ def _format_basedpyright_errors(json_output: str) -> str:
         # Group by severity and format
         errors = []
         for diag in diagnostics[:10]:  # Limit to first 10 errors
-            severity = diag.get("severity", "error")
+            severity = diag.get("severity", "error").upper()
             message = diag.get("message", "Unknown error")
             rule = diag.get("rule", "")
             range_info = diag.get("range", {})
@@ -509,7 +531,7 @@ def _format_basedpyright_errors(json_output: str) -> str:
             line = start.get("line", 0) + 1  # Convert 0-indexed to 1-indexed
 
             rule_text = f" [{rule}]" if rule else ""
-            errors.append(f"  Line {line}: {message}{rule_text}")
+            errors.append(f"  [{severity}] Line {line}: {message}{rule_text}")
 
         count = len(diagnostics)
         summary = f"Found {count} type error{'s' if count != 1 else ''}"
@@ -569,7 +591,8 @@ def _format_sourcery_errors(output: str) -> str:
             formatted_lines.append(line)
 
     if issue_count > 0:
-        summary = f"Found {issue_count} code quality issue{'s' if issue_count != 1 else ''}"
+        plural = "issue" if issue_count == 1 else "issues"
+        summary = f"Found {issue_count} code quality {plural}"
         return f"{summary}:\n" + "\n".join(formatted_lines)
 
     return output.strip()
@@ -659,7 +682,7 @@ def _run_type_checker(
             else:
                 env["PYTHONPATH"] = str(src_dir)
 
-        # Run type checker from project root so it finds pyrightconfig.json and other configs
+        # Run type checker from project root to pick up project configuration files
         result = subprocess.run(  # noqa: S603
             cmd,
             check=False,
@@ -754,13 +777,11 @@ def _run_quality_analyses(
 
     # First check for internal duplicates within the file
     if config.duplicate_enabled:
-        internal_duplicates_raw = detect_internal_duplicates(
+        internal_duplicates = detect_internal_duplicates(
             content,
             threshold=config.duplicate_threshold,
             min_lines=4,
         )
-        # Cast after runtime validation - function returns compatible structure
-        internal_duplicates = cast("DuplicateResults", internal_duplicates_raw)
         if internal_duplicates.get("duplicates"):
             results["internal_duplicates"] = internal_duplicates
 
@@ -857,7 +878,7 @@ def _find_project_root(file_path: str) -> Path:
     # Look for common project markers
     while current != current.parent:
         if any((current / marker).exists() for marker in [
-            ".git", "pyrightconfig.json", "pyproject.toml", ".venv", "setup.py"
+            ".git", "pyrightconfig.json", "pyproject.toml", ".venv", "setup.py",
         ]):
             return current
         current = current.parent
@@ -1226,7 +1247,8 @@ def _detect_any_usage(content: str) -> list[str]:
 
     lines_with_any: set[int] = set()
     try:
-        tree = ast.parse(content)
+        # Dedent the content to handle code fragments with leading indentation
+        tree = ast.parse(textwrap.dedent(content))
     except SyntaxError:
         for index, line in enumerate(content.splitlines(), start=1):
             code_portion = line.split("#", 1)[0]
@@ -1247,23 +1269,24 @@ def _detect_any_usage(content: str) -> list[str]:
 
     return [
         "⚠️ Forbidden typing.Any usage at line(s) "
-        f"{display_lines}; replace with specific types"
+        f"{display_lines}; replace with specific types",
     ]
 
 
 def _detect_type_ignore_usage(content: str) -> list[str]:
     """Detect forbidden # type: ignore usage in proposed content."""
-
     pattern = re.compile(r"#\s*type:\s*ignore(?:\b|\[)", re.IGNORECASE)
     lines_with_type_ignore: set[int] = set()
 
     try:
+        # Dedent the content to handle code fragments with leading indentation
+        dedented_content = textwrap.dedent(content)
         for token_type, token_string, start, _, _ in tokenize.generate_tokens(
-            StringIO(content).readline,
+            StringIO(dedented_content).readline,
         ):
             if token_type == tokenize.COMMENT and pattern.search(token_string):
                 lines_with_type_ignore.add(start[0])
-    except tokenize.TokenError:
+    except (tokenize.TokenError, IndentationError):
         for index, line in enumerate(content.splitlines(), start=1):
             if pattern.search(line):
                 lines_with_type_ignore.add(index)
@@ -1278,28 +1301,32 @@ def _detect_type_ignore_usage(content: str) -> list[str]:
 
     return [
         "⚠️ Forbidden # type: ignore usage at line(s) "
-        f"{display_lines}; remove the suppression and fix typing issues instead"
+        f"{display_lines}; remove the suppression and fix typing issues instead",
     ]
 
 
 def _detect_old_typing_patterns(content: str) -> list[str]:
     """Detect old typing patterns that should use modern syntax."""
-    issues: list[str] = []
-
     # Old typing imports that should be replaced
     old_patterns = {
-        r'\bfrom typing import.*\bUnion\b': 'Use | syntax instead of Union (e.g., str | int)',
-        r'\bfrom typing import.*\bOptional\b': 'Use | None syntax instead of Optional (e.g., str | None)',
-        r'\bfrom typing import.*\bList\b': 'Use list[T] instead of List[T]',
-        r'\bfrom typing import.*\bDict\b': 'Use dict[K, V] instead of Dict[K, V]',
-        r'\bfrom typing import.*\bSet\b': 'Use set[T] instead of Set[T]',
-        r'\bfrom typing import.*\bTuple\b': 'Use tuple[T, ...] instead of Tuple[T, ...]',
-        r'\bUnion\s*\[': 'Use | syntax instead of Union (e.g., str | int)',
-        r'\bOptional\s*\[': 'Use | None syntax instead of Optional (e.g., str | None)',
-        r'\bList\s*\[': 'Use list[T] instead of List[T]',
-        r'\bDict\s*\[': 'Use dict[K, V] instead of Dict[K, V]',
-        r'\bSet\s*\[': 'Use set[T] instead of Set[T]',
-        r'\bTuple\s*\[': 'Use tuple[T, ...] instead of Tuple[T, ...]',
+        r"\bfrom typing import.*\bUnion\b": (
+            "Use | syntax instead of Union (e.g., str | int)"
+        ),
+        r"\bfrom typing import.*\bOptional\b": (
+            "Use | None syntax instead of Optional (e.g., str | None)"
+        ),
+        r"\bfrom typing import.*\bList\b": "Use list[T] instead of List[T]",
+        r"\bfrom typing import.*\bDict\b": "Use dict[K, V] instead of Dict[K, V]",
+        r"\bfrom typing import.*\bSet\b": "Use set[T] instead of Set[T]",
+        r"\bfrom typing import.*\bTuple\b": (
+            "Use tuple[T, ...] instead of Tuple[T, ...]"
+        ),
+        r"\bUnion\s*\[": "Use | syntax instead of Union (e.g., str | int)",
+        r"\bOptional\s*\[": "Use | None syntax instead of Optional (e.g., str | None)",
+        r"\bList\s*\[": "Use list[T] instead of List[T]",
+        r"\bDict\s*\[": "Use dict[K, V] instead of Dict[K, V]",
+        r"\bSet\s*\[": "Use set[T] instead of Set[T]",
+        r"\bTuple\s*\[": "Use tuple[T, ...] instead of Tuple[T, ...]",
     }
 
     lines = content.splitlines()
@@ -1309,7 +1336,7 @@ def _detect_old_typing_patterns(content: str) -> list[str]:
         lines_with_pattern = []
         for i, line in enumerate(lines, 1):
             # Skip comments
-            code_part = line.split('#')[0]
+            code_part = line.split("#")[0]
             if re.search(pattern, code_part):
                 lines_with_pattern.append(i)
 
@@ -1317,7 +1344,10 @@ def _detect_old_typing_patterns(content: str) -> list[str]:
             display_lines = ", ".join(str(num) for num in lines_with_pattern[:5])
             if len(lines_with_pattern) > 5:
                 display_lines += ", …"
-            found_issues.append(f"⚠️ Old typing pattern at line(s) {display_lines}: {message}")
+            issue_text = (
+                f"⚠️ Old typing pattern at line(s) {display_lines}: {message}"
+            )
+            found_issues.append(issue_text)
 
     return found_issues
 
@@ -1326,22 +1356,6 @@ def _detect_suffix_duplication(file_path: str, content: str) -> list[str]:
     """Detect files and functions/classes with suspicious adjective/adverb suffixes."""
     issues: list[str] = []
 
-    # Common adjective/adverb suffixes that indicate potential duplication
-    SUSPICIOUS_SUFFIXES = {
-        "enhanced", "improved", "better", "new", "updated", "modified", "refactored",
-        "optimized", "fixed", "clean", "simple", "advanced", "basic", "complete",
-        "final", "latest", "current", "temp", "temporary", "backup", "old", "legacy",
-        "unified", "merged", "combined", "integrated", "consolidated", "extended",
-        "enriched", "augmented", "upgraded", "revised", "polished", "streamlined",
-        "simplified", "modernized", "normalized", "sanitized", "validated", "verified",
-        "corrected", "patched", "stable", "experimental", "alpha", "beta", "draft",
-        "preliminary", "prototype", "working", "test", "debug", "custom", "special",
-        "generic", "specific", "general", "detailed", "minimal", "full", "partial",
-        "quick", "fast", "slow", "smart", "intelligent", "auto", "manual", "secure",
-        "safe", "robust", "flexible", "dynamic", "static", "reactive", "async",
-        "sync", "parallel", "serial", "distributed", "centralized", "decentralized"
-    }
-
     # Check file name against other files in the same directory
     file_path_obj = Path(file_path)
     if file_path_obj.parent.exists():
@@ -1350,17 +1364,23 @@ def _detect_suffix_duplication(file_path: str, content: str) -> list[str]:
 
         # Check if current file has suspicious suffix
         for suffix in SUSPICIOUS_SUFFIXES:
-            if file_stem.endswith(f"_{suffix}") or file_stem.endswith(f"-{suffix}"):
-                base_name = file_stem[:-len(suffix)-1]
-                potential_original = file_path_obj.parent / f"{base_name}{file_suffix}"
+            for separator in ("_", "-"):
+                suffix_token = f"{separator}{suffix}"
+                if not file_stem.endswith(suffix_token):
+                    continue
 
+                base_name = file_stem[: -len(suffix_token)]
+                potential_original = file_path_obj.parent / f"{base_name}{file_suffix}"
                 if potential_original.exists() and potential_original != file_path_obj:
-                    issues.append(
-                        f"⚠️ File '{file_path_obj.name}' appears to be a suffixed duplicate of "
-                        f"'{potential_original.name}'. Consider refactoring instead of creating "
-                        f"variations with adjective suffixes."
+                    message = FILE_SUFFIX_DUPLICATE_MSG.format(
+                        current=file_path_obj.name,
+                        original=potential_original.name,
                     )
+                    issues.append(message)
                     break
+            else:
+                continue
+            break
 
         # Check if any existing files are suffixed versions of current file
         for existing_file in file_path_obj.parent.glob(f"{file_stem}_*{file_suffix}"):
@@ -1369,11 +1389,11 @@ def _detect_suffix_duplication(file_path: str, content: str) -> list[str]:
                 if existing_stem.startswith(f"{file_stem}_"):
                     potential_suffix = existing_stem[len(file_stem)+1:]
                     if potential_suffix in SUSPICIOUS_SUFFIXES:
-                        issues.append(
-                            f"⚠️ Creating '{file_path_obj.name}' when '{existing_file.name}' "
-                            f"already exists suggests duplication. Consider consolidating or "
-                            f"using a more descriptive name."
+                        message = EXISTING_FILE_DUPLICATE_MSG.format(
+                            current=file_path_obj.name,
+                            existing=existing_file.name,
                         )
+                        issues.append(message)
                         break
 
         # Same check for dash-separated suffixes
@@ -1383,16 +1403,17 @@ def _detect_suffix_duplication(file_path: str, content: str) -> list[str]:
                 if existing_stem.startswith(f"{file_stem}-"):
                     potential_suffix = existing_stem[len(file_stem)+1:]
                     if potential_suffix in SUSPICIOUS_SUFFIXES:
-                        issues.append(
-                            f"⚠️ Creating '{file_path_obj.name}' when '{existing_file.name}' "
-                            f"already exists suggests duplication. Consider consolidating or "
-                            f"using a more descriptive name."
+                        message = EXISTING_FILE_DUPLICATE_MSG.format(
+                            current=file_path_obj.name,
+                            existing=existing_file.name,
                         )
+                        issues.append(message)
                         break
 
     # Check function and class names in content
     try:
-        tree = ast.parse(content)
+        # Dedent the content to handle code fragments with leading indentation
+        tree = ast.parse(textwrap.dedent(content))
 
         class SuffixVisitor(ast.NodeVisitor):
             def __init__(self):
@@ -1417,36 +1438,47 @@ def _detect_suffix_duplication(file_path: str, content: str) -> list[str]:
         # Check for suspicious function name patterns
         for func_name in visitor.function_names:
             for suffix in SUSPICIOUS_SUFFIXES:
-                if func_name.endswith(f"_{suffix}"):
-                    base_name = func_name[:-len(suffix)-1]
-                    if base_name in visitor.function_names:
-                        issues.append(
-                            f"⚠️ Function '{func_name}' appears to be a suffixed duplicate of "
-                            f"'{base_name}'. Consider refactoring instead of creating variations."
-                        )
-                        break
+                suffix_token = f"_{suffix}"
+                if not func_name.endswith(suffix_token):
+                    continue
+
+                base_name = func_name[: -len(suffix_token)]
+                if base_name in visitor.function_names:
+                    message = NAME_SUFFIX_DUPLICATE_MSG.format(
+                        kind="Function",
+                        name=func_name,
+                        base=base_name,
+                    )
+                    issues.append(message)
+                    break
 
         # Check for suspicious class name patterns
         for class_name in visitor.class_names:
             for suffix in SUSPICIOUS_SUFFIXES:
-                # Convert to check both PascalCase and snake_case patterns
                 pascal_suffix = suffix.capitalize()
-                if class_name.endswith(pascal_suffix):
-                    base_name = class_name[:-len(pascal_suffix)]
-                    if base_name in visitor.class_names:
-                        issues.append(
-                            f"⚠️ Class '{class_name}' appears to be a suffixed duplicate of "
-                            f"'{base_name}'. Consider refactoring instead of creating variations."
-                        )
-                        break
-                elif class_name.endswith(f"_{suffix}"):
-                    base_name = class_name[:-len(suffix)-1]
-                    if base_name in visitor.class_names:
-                        issues.append(
-                            f"⚠️ Class '{class_name}' appears to be a suffixed duplicate of "
-                            f"'{base_name}'. Consider refactoring instead of creating variations."
+                snake_suffix = f"_{suffix}"
+
+                potential_matches = (
+                    (pascal_suffix, class_name[: -len(pascal_suffix)]),
+                    (snake_suffix, class_name[: -len(snake_suffix)]),
+                )
+
+                for token, base_name in potential_matches:
+                    if (
+                        token
+                        and class_name.endswith(token)
+                        and base_name in visitor.class_names
+                    ):
+                        message = NAME_SUFFIX_DUPLICATE_MSG.format(
+                            kind="Class",
+                            name=class_name,
+                            base=base_name,
                         )
+                        issues.append(message)
                         break
+                else:
+                    continue
+                break
 
     except SyntaxError:
         # If we can't parse the AST, skip function/class checks
@@ -1612,19 +1644,24 @@ def pretooluse_hook(hook_data: JsonObject, config: QualityConfig) -> JsonObject:
 
     enable_type_checks = tool_name == "Write"
 
-    # Always run core quality checks (Any, type: ignore, old typing, duplicates) regardless of skip patterns
+    # Always run core checks (Any, type: ignore, typing, duplicates) before skipping
     any_usage_issues = _detect_any_usage(content)
     type_ignore_issues = _detect_type_ignore_usage(content)
     old_typing_issues = _detect_old_typing_patterns(content)
     suffix_duplication_issues = _detect_suffix_duplication(file_path, content)
-    precheck_issues = any_usage_issues + type_ignore_issues + old_typing_issues + suffix_duplication_issues
+    precheck_issues = (
+        any_usage_issues
+        + type_ignore_issues
+        + old_typing_issues
+        + suffix_duplication_issues
+    )
 
     # Run test quality checks if enabled and file is a test file
     if run_test_checks:
         test_quality_issues = run_test_quality_checks(content, file_path, config)
         precheck_issues.extend(test_quality_issues)
 
-    # Skip detailed analysis for configured patterns, but not if it's a test file with test checks enabled
+    # Skip detailed analysis for configured patterns unless test checks should run
     # Note: Core quality checks (Any, type: ignore, duplicates) always run above
     should_skip_detailed = should_skip_file(file_path, config) and not run_test_checks
 
@@ -1766,8 +1803,12 @@ def is_test_file(file_path: str) -> bool:
     return any(part in ("test", "tests", "testing") for part in path_parts)
 
 
-def run_test_quality_checks(content: str, file_path: str, config: QualityConfig) -> list[str]:
-    """Run Sourcery with specific test-related rules and return issues with enhanced guidance."""
+def run_test_quality_checks(
+    content: str,
+    file_path: str,
+    config: QualityConfig,
+) -> list[str]:
+    """Run Sourcery's test rules and return guidance-enhanced issues."""
     issues: list[str] = []
 
     # Only run test quality checks for test files
@@ -1846,20 +1887,40 @@ def run_test_quality_checks(content: str, file_path: str, config: QualityConfig)
             # Issues were found - parse the output
             output = result.stdout + result.stderr
 
-            # Try to extract rule names from the output
-            # Sourcery output format typically includes rule names in brackets or after specific markers
+            # Try to extract rule names from the output. Sourcery usually includes
+            # rule identifiers in brackets or descriptive text.
             for rule in test_rules:
                 if rule in output or rule.replace("-", " ") in output.lower():
-                    base_guidance = generate_test_quality_guidance(rule, content, file_path, config)
-                    external_context = get_external_context(rule, content, file_path, config)
+                    base_guidance = generate_test_quality_guidance(
+                        rule,
+                        content,
+                        file_path,
+                        config,
+                    )
+                    external_context = get_external_context(
+                        rule,
+                        content,
+                        file_path,
+                        config,
+                    )
                     if external_context:
                         base_guidance += f"\n\n{external_context}"
                     issues.append(base_guidance)
                     break  # Only add one guidance message
             else:
                 # If no specific rule found, provide general guidance
-                base_guidance = generate_test_quality_guidance("unknown", content, file_path, config)
-                external_context = get_external_context("unknown", content, file_path, config)
+                base_guidance = generate_test_quality_guidance(
+                    "unknown",
+                    content,
+                    file_path,
+                    config,
+                )
+                external_context = get_external_context(
+                    "unknown",
+                    content,
+                    file_path,
+                    config,
+                )
                 if external_context:
                     base_guidance += f"\n\n{external_context}"
                 issues.append(base_guidance)
diff --git a/hooks/internal_duplicate_detector.py b/hooks/internal_duplicate_detector.py
index e1f7bdf..e611026 100644
--- a/hooks/internal_duplicate_detector.py
+++ b/hooks/internal_duplicate_detector.py
@@ -7,9 +7,10 @@ import ast
 import difflib
 import hashlib
 import re
+import textwrap
 from collections import defaultdict
-from dataclasses import dataclass
-from typing import Any
+from dataclasses import dataclass, field
+from typing import TypedDict
 
 COMMON_DUPLICATE_METHODS = {
     "__init__",
@@ -19,6 +20,57 @@ COMMON_DUPLICATE_METHODS = {
     "__aexit__",
 }
 
+# Test-specific patterns that commonly have legitimate duplication
+TEST_FIXTURE_PATTERNS = {
+    "fixture",
+    "mock",
+    "stub",
+    "setup",
+    "teardown",
+    "data",
+    "sample",
+}
+
+# Common test assertion patterns
+TEST_ASSERTION_PATTERNS = {
+    "assert",
+    "expect",
+    "should",
+}
+
+
+class DuplicateLocation(TypedDict):
+    """Location information for a duplicate code block."""
+
+    name: str
+    type: str
+    lines: str
+
+
+class Duplicate(TypedDict):
+    """Duplicate detection result entry."""
+
+    type: str
+    similarity: float
+    description: str
+    locations: list[DuplicateLocation]
+
+
+class DuplicateSummary(TypedDict, total=False):
+    """Summary data accompanying duplicate detection."""
+
+    total_duplicates: int
+    blocks_analyzed: int
+    duplicate_lines: int
+
+
+class DuplicateResults(TypedDict, total=False):
+    """Structured results returned by duplicate detection."""
+
+    duplicates: list[Duplicate]
+    summary: DuplicateSummary
+    error: str
+
 
 @dataclass
 class CodeBlock:
@@ -31,11 +83,12 @@ class CodeBlock:
     source: str
     ast_node: ast.AST
     complexity: int = 0
-    tokens: list[str] = None
+    tokens: list[str] = field(init=False)
+    decorators: list[str] = field(init=False)
 
-    def __post_init__(self):
-        if self.tokens is None:
-            self.tokens = self._tokenize()
+    def __post_init__(self) -> None:
+        self.tokens = self._tokenize()
+        self.decorators = self._extract_decorators()
 
     def _tokenize(self) -> list[str]:
         """Extract meaningful tokens from source code."""
@@ -47,6 +100,40 @@ class CodeBlock:
         # Extract identifiers, keywords, operators
         return re.findall(r"\b\w+\b|[=<>!+\-*/]+", code)
 
+    def _extract_decorators(self) -> list[str]:
+        """Extract decorator names from the AST node."""
+        decorators: list[str] = []
+        if isinstance(
+            self.ast_node,
+            (ast.FunctionDef, ast.AsyncFunctionDef, ast.ClassDef),
+        ):
+            for decorator in self.ast_node.decorator_list:
+                if isinstance(decorator, ast.Name):
+                    decorators.append(decorator.id)
+                elif isinstance(decorator, ast.Attribute):
+                    decorators.append(decorator.attr)
+                elif isinstance(decorator, ast.Call):
+                    if isinstance(decorator.func, ast.Name):
+                        decorators.append(decorator.func.id)
+                    elif isinstance(decorator.func, ast.Attribute):
+                        decorators.append(decorator.func.attr)
+        return decorators
+
+    def is_test_fixture(self) -> bool:
+        """Check if this block is a pytest fixture."""
+        return "fixture" in self.decorators
+
+    def is_test_function(self) -> bool:
+        """Check if this block is a test function."""
+        return self.name.startswith("test_") or (
+            self.type == "method" and self.name.startswith("test_")
+        )
+
+    def has_test_pattern_name(self) -> bool:
+        """Check if name contains common test fixture patterns."""
+        name_lower = self.name.lower()
+        return any(pattern in name_lower for pattern in TEST_FIXTURE_PATTERNS)
+
 
 @dataclass
 class DuplicateGroup:
@@ -67,15 +154,16 @@ class InternalDuplicateDetector:
         min_lines: int = 4,
         min_tokens: int = 20,
     ):
-        self.similarity_threshold = similarity_threshold
-        self.min_lines = min_lines
-        self.min_tokens = min_tokens
+        self.similarity_threshold: float = similarity_threshold
+        self.min_lines: int = min_lines
+        self.min_tokens: int = min_tokens
         self.duplicate_groups: list[DuplicateGroup] = []
 
-    def analyze_code(self, source_code: str) -> dict[str, Any]:
+    def analyze_code(self, source_code: str) -> DuplicateResults:
         """Analyze source code for internal duplicates."""
         try:
-            tree = ast.parse(source_code)
+            # Dedent the content to handle code fragments with leading indentation
+            tree = ast.parse(textwrap.dedent(source_code))
         except SyntaxError:
             return {
                 "error": "Failed to parse code",
@@ -104,7 +192,7 @@ class InternalDuplicateDetector:
             }
 
         # Find duplicates
-        duplicate_groups = []
+        duplicate_groups: list[DuplicateGroup] = []
 
         # 1. Check for exact duplicates (normalized)
         exact_groups = self._find_exact_duplicates(blocks)
@@ -125,7 +213,7 @@ class InternalDuplicateDetector:
             and not self._should_ignore_group(group)
         ]
 
-        results = [
+        results: list[Duplicate] = [
             {
                 "type": group.pattern_type,
                 "similarity": group.similarity_score,
@@ -155,26 +243,25 @@ class InternalDuplicateDetector:
 
     def _extract_code_blocks(self, tree: ast.AST, source: str) -> list[CodeBlock]:
         """Extract functions, methods, and classes from AST."""
-        blocks = []
+        blocks: list[CodeBlock] = []
         lines = source.split("\n")
 
         def create_block(
-            node: ast.AST,
+            node: ast.FunctionDef | ast.AsyncFunctionDef | ast.ClassDef,
             block_type: str,
             lines: list[str],
         ) -> CodeBlock | None:
             try:
                 start = node.lineno - 1
-                end = node.end_lineno - 1 if hasattr(node, "end_lineno") else start
+                end_lineno = getattr(node, "end_lineno", None)
+                end = end_lineno - 1 if end_lineno is not None else start
                 source = "\n".join(lines[start : end + 1])
 
                 return CodeBlock(
                     name=node.name,
                     type=block_type,
                     start_line=node.lineno,
-                    end_line=node.end_lineno
-                    if hasattr(node, "end_lineno")
-                    else node.lineno,
+                    end_line=end_lineno if end_lineno is not None else node.lineno,
                     source=source,
                     ast_node=node,
                     complexity=calculate_complexity(node),
@@ -459,6 +546,7 @@ class InternalDuplicateDetector:
         if not group.blocks:
             return False
 
+        # Check for common dunder methods
         if all(block.name in COMMON_DUPLICATE_METHODS for block in group.blocks):
             max_lines = max(
                 block.end_line - block.start_line + 1 for block in group.blocks
@@ -469,6 +557,36 @@ class InternalDuplicateDetector:
             if max_lines <= 12 and max_complexity <= 3:
                 return True
 
+        # Check for pytest fixtures - they legitimately have repetitive structure
+        if all(block.is_test_fixture() for block in group.blocks):
+            max_lines = max(
+                block.end_line - block.start_line + 1 for block in group.blocks
+            )
+            # Allow fixtures up to 15 lines with similar structure
+            if max_lines <= 15:
+                return True
+
+        # Check for test functions with fixture-like names (data builders, mocks, etc.)
+        if all(block.has_test_pattern_name() for block in group.blocks):
+            max_lines = max(
+                block.end_line - block.start_line + 1 for block in group.blocks
+            )
+            max_complexity = max(block.complexity for block in group.blocks)
+            # Allow test helpers that are simple and short
+            if max_lines <= 10 and max_complexity <= 4:
+                return True
+
+        # Check for simple test functions with arrange-act-assert pattern
+        if all(block.is_test_function() for block in group.blocks):
+            max_complexity = max(block.complexity for block in group.blocks)
+            max_lines = max(
+                block.end_line - block.start_line + 1 for block in group.blocks
+            )
+            # Simple tests (<=15 lines) often share similar control flow.
+            # Permit full similarity for those cases; duplication is acceptable.
+            if max_complexity <= 5 and max_lines <= 15:
+                return True
+
         return False
 
 
@@ -476,7 +594,7 @@ def detect_internal_duplicates(
     source_code: str,
     threshold: float = 0.7,
     min_lines: int = 4,
-) -> dict[str, Any]:
+) -> DuplicateResults:
     """Main function to detect internal duplicates in code."""
     detector = InternalDuplicateDetector(
         similarity_threshold=threshold,
diff --git a/logs/status_line.json b/logs/status_line.json
index 589c2a8..14327df 100644
--- a/logs/status_line.json
+++ b/logs/status_line.json
@@ -1,6873 +1,10 @@
 [
   {
-    "timestamp": "2025-10-02T07:30:36.281330",
+    "timestamp": "2025-10-05T21:29:08.843544",
     "version": "v4",
     "input_data": {
-      "session_id": "f9bee858-8bcb-4ef1-b354-f5e114090375",
-      "transcript_path": "/home/trav/.claude/projects/-home-trav-claude-scripts/f9bee858-8bcb-4ef1-b354-f5e114090375.jsonl",
-      "cwd": "/home/trav/claude-scripts",
-      "model": {
-        "id": "claude-sonnet-4-20250514",
-        "display_name": "Sonnet 4"
-      },
-      "workspace": {
-        "current_dir": "/home/trav/claude-scripts",
-        "project_dir": "/home/trav/claude-scripts"
-      },
-      "version": "1.0.120",
-      "output_style": {
-        "name": "default"
-      },
-      "cost": {
-        "total_cost_usd": 0,
-        "total_duration_ms": 469,
-        "total_api_duration_ms": 0,
-        "total_lines_added": 0,
-        "total_lines_removed": 0
-      },
-      "exceeds_200k_tokens": false
-    },
-    "status_line_output": "[Sonnet 4] \ud83d\udcad No session data",
-    "error": "Session file .claude/data/sessions/f9bee858-8bcb-4ef1-b354-f5e114090375.json does not exist"
-  },
-  {
-    "timestamp": "2025-10-02T07:30:36.653420",
-    "version": "v4",
-    "input_data": {
-      "session_id": "f9bee858-8bcb-4ef1-b354-f5e114090375",
-      "transcript_path": "/home/trav/.claude/projects/-home-trav-claude-scripts/f9bee858-8bcb-4ef1-b354-f5e114090375.jsonl",
-      "cwd": "/home/trav/claude-scripts",
-      "model": {
-        "id": "claude-sonnet-4-20250514",
-        "display_name": "Sonnet 4"
-      },
-      "workspace": {
-        "current_dir": "/home/trav/claude-scripts",
-        "project_dir": "/home/trav/claude-scripts"
-      },
-      "version": "1.0.120",
-      "output_style": {
-        "name": "default"
-      },
-      "cost": {
-        "total_cost_usd": 0,
-        "total_duration_ms": 469,
-        "total_api_duration_ms": 0,
-        "total_lines_added": 0,
-        "total_lines_removed": 0
-      },
-      "exceeds_200k_tokens": false
-    },
-    "status_line_output": "\u001b[36m[Sonnet 4]\u001b[0m \u001b[90m\ud83d\udcad No session data\u001b[0m"
-  },
-  {
-    "timestamp": "2025-10-02T07:44:35.295758",
-    "version": "v4",
-    "input_data": {
-      "session_id": "f9bee858-8bcb-4ef1-b354-f5e114090375",
-      "transcript_path": "/home/trav/.claude/projects/-home-trav-claude-scripts/f9bee858-8bcb-4ef1-b354-f5e114090375.jsonl",
-      "cwd": "/home/trav/claude-scripts",
-      "model": {
-        "id": "claude-sonnet-4-20250514",
-        "display_name": "Sonnet 4"
-      },
-      "workspace": {
-        "current_dir": "/home/trav/claude-scripts",
-        "project_dir": "/home/trav/claude-scripts"
-      },
-      "version": "1.0.120",
-      "output_style": {
-        "name": "default"
-      },
-      "cost": {
-        "total_cost_usd": 0.000492,
-        "total_duration_ms": 840491,
-        "total_api_duration_ms": 96127,
-        "total_lines_added": 0,
-        "total_lines_removed": 0
-      },
-      "exceeds_200k_tokens": false
-    },
-    "status_line_output": "[Sonnet 4] \ud83d\udcad No session data",
-    "error": "Session file .claude/data/sessions/f9bee858-8bcb-4ef1-b354-f5e114090375.json does not exist"
-  },
-  {
-    "timestamp": "2025-10-02T07:44:35.296072",
-    "version": "v4",
-    "input_data": {
-      "session_id": "f9bee858-8bcb-4ef1-b354-f5e114090375",
-      "transcript_path": "/home/trav/.claude/projects/-home-trav-claude-scripts/f9bee858-8bcb-4ef1-b354-f5e114090375.jsonl",
-      "cwd": "/home/trav/claude-scripts",
-      "model": {
-        "id": "claude-sonnet-4-20250514",
-        "display_name": "Sonnet 4"
-      },
-      "workspace": {
-        "current_dir": "/home/trav/claude-scripts",
-        "project_dir": "/home/trav/claude-scripts"
-      },
-      "version": "1.0.120",
-      "output_style": {
-        "name": "default"
-      },
-      "cost": {
-        "total_cost_usd": 0.000492,
-        "total_duration_ms": 840491,
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diff --git a/test_any_should_block.py b/test_any_should_block.py
index 433519a..ab7451b 100644
--- a/test_any_should_block.py
+++ b/test_any_should_block.py
@@ -1,5 +1,10 @@
+"""Fixture module used to verify Any detection in the guard."""
+
+# ruff: noqa: ANN401  # These annotations intentionally use Any for the test harness.
+
 from typing import Any
 
+
 def process_data(data: Any) -> Any:
-    """This should be blocked by the hook."""
-    return data
\ No newline at end of file
+    """Return the provided value; the guard should block this in practice."""
+    return data
diff --git a/test_core_hooks.py b/test_core_hooks.py
index bf537b4..d9332ba 100644
--- a/test_core_hooks.py
+++ b/test_core_hooks.py
@@ -1,169 +1,131 @@
-#!/usr/bin/env python3
-"""
-Core hook validation tests - MUST ALL PASS
-"""
-import sys
-from pathlib import Path
+"""Core coverage tests for the code quality guard hooks."""
 
-# Add hooks to path
-sys.path.insert(0, str(Path(__file__).parent / "hooks"))
+from __future__ import annotations
 
-from code_quality_guard import pretooluse_hook, QualityConfig
+from dataclasses import dataclass
+from typing import Any
+
+import pytest
+
+from hooks.code_quality_guard import QualityConfig, pretooluse_hook
 
 
-def test_core_blocking():
-    """Test the core blocking functionality that MUST work."""
+@pytest.fixture
+def strict_config() -> QualityConfig:
+    """Return a strict enforcement configuration for the guard."""
     config = QualityConfig.from_env()
     config.enforcement_mode = "strict"
+    return config
 
-    tests_passed = 0
-    tests_failed = 0
 
-    # Test 1: Any usage MUST be blocked
-    print("🧪 Test 1: Any usage blocking")
+@dataclass(slots=True)
+class BlockingScenario:
+    """Parameters describing an expected blocking outcome."""
+
+    name: str
+    tool_name: str
+    tool_input: dict[str, Any]
+    reason_fragment: str
+
+
+BLOCKING_SCENARIOS: tuple[BlockingScenario, ...] = (
+    BlockingScenario(
+        name="typing-any",
+        tool_name="Write",
+        tool_input={
+            "file_path": "/src/production.py",
+            "content": (
+                "from typing import Any\n"
+                "def bad(value: Any) -> Any:\n"
+                "    return value\n"
+            ),
+        },
+        reason_fragment="typing.Any usage",
+    ),
+    BlockingScenario(
+        name="type-ignore",
+        tool_name="Write",
+        tool_input={
+            "file_path": "/src/production.py",
+            "content": (
+                "def bad() -> None:\n"
+                "    value = call()  # type: ignore\n"
+                "    return value\n"
+            ),
+        },
+        reason_fragment="type: ignore",
+    ),
+    BlockingScenario(
+        name="legacy-typing",
+        tool_name="Write",
+        tool_input={
+            "file_path": "/src/production.py",
+            "content": (
+                "from typing import Optional, Union\n"
+                "def bad(value: Union[str, int]) -> Optional[str]:\n"
+                "    return None\n"
+            ),
+        },
+        reason_fragment="Old typing pattern",
+    ),
+    BlockingScenario(
+        name="edit-tool-any",
+        tool_name="Edit",
+        tool_input={
+            "file_path": "/src/production.py",
+            "old_string": "def old():\n    return 1\n",
+            "new_string": "def new(value: Any) -> Any:\n    return value\n",
+        },
+        reason_fragment="typing.Any usage",
+    ),
+)
+
+
+@pytest.mark.parametrize(
+    "scenario",
+    BLOCKING_SCENARIOS,
+    ids=lambda scenario: scenario.name,
+)
+def test_pretooluse_blocks_expected_patterns(
+    strict_config: QualityConfig,
+    scenario: BlockingScenario,
+) -> None:
+    """Verify the guard blocks known bad patterns."""
+    hook_data = {"tool_name": scenario.tool_name, "tool_input": scenario.tool_input}
+    result = pretooluse_hook(hook_data, strict_config)
+
+    assert result["permissionDecision"] == "deny"
+    assert scenario.reason_fragment in result.get("reason", "")
+
+
+def test_pretooluse_allows_modern_code(strict_config: QualityConfig) -> None:
+    """PreToolUse hook allows well-typed Python content."""
     hook_data = {
         "tool_name": "Write",
         "tool_input": {
             "file_path": "/src/production.py",
-            "content": "from typing import Any\ndef bad(x: Any) -> Any: return x"
-        }
+            "content": (
+                "def good(value: str | int) -> str | None:\n"
+                "    return str(value) if value else None\n"
+            ),
+        },
     }
 
-    try:
-        result = pretooluse_hook(hook_data, config)
-        if result["permissionDecision"] == "deny" and "typing.Any usage" in result.get("reason", ""):
-            print("✅ PASS: Any usage properly blocked")
-            tests_passed += 1
-        else:
-            print(f"❌ FAIL: Any usage not blocked. Decision: {result['permissionDecision']}")
-            tests_failed += 1
-    except Exception as e:
-        print(f"❌ FAIL: Exception in Any test: {e}")
-        tests_failed += 1
+    result = pretooluse_hook(hook_data, strict_config)
 
-    # Test 2: type: ignore MUST be blocked
-    print("\n🧪 Test 2: type: ignore blocking")
-    hook_data = {
-        "tool_name": "Write",
-        "tool_input": {
-            "file_path": "/src/production.py",
-            "content": "def bad():\n    x = call()  # type: ignore\n    return x"
-        }
-    }
+    assert result["permissionDecision"] == "allow"
 
-    try:
-        result = pretooluse_hook(hook_data, config)
-        if result["permissionDecision"] == "deny" and "type: ignore" in result.get("reason", ""):
-            print("✅ PASS: type: ignore properly blocked")
-            tests_passed += 1
-        else:
-            print(f"❌ FAIL: type: ignore not blocked. Decision: {result['permissionDecision']}")
-            tests_failed += 1
-    except Exception as e:
-        print(f"❌ FAIL: Exception in type: ignore test: {e}")
-        tests_failed += 1
 
-    # Test 3: Old typing patterns MUST be blocked
-    print("\n🧪 Test 3: Old typing patterns blocking")
-    hook_data = {
-        "tool_name": "Write",
-        "tool_input": {
-            "file_path": "/src/production.py",
-            "content": "from typing import Union, Optional\ndef bad(x: Union[str, int]) -> Optional[str]: return None"
-        }
-    }
-
-    try:
-        result = pretooluse_hook(hook_data, config)
-        if result["permissionDecision"] == "deny" and "Old typing pattern" in result.get("reason", ""):
-            print("✅ PASS: Old typing patterns properly blocked")
-            tests_passed += 1
-        else:
-            print(f"❌ FAIL: Old typing patterns not blocked. Decision: {result['permissionDecision']}")
-            tests_failed += 1
-    except Exception as e:
-        print(f"❌ FAIL: Exception in old typing test: {e}")
-        tests_failed += 1
-
-    # Test 4: Good code MUST be allowed
-    print("\n🧪 Test 4: Good code allowed")
-    hook_data = {
-        "tool_name": "Write",
-        "tool_input": {
-            "file_path": "/src/production.py",
-            "content": "def good(x: str | int) -> str | None:\n    return str(x) if x else None"
-        }
-    }
-
-    try:
-        result = pretooluse_hook(hook_data, config)
-        if result["permissionDecision"] == "allow":
-            print("✅ PASS: Good code properly allowed")
-            tests_passed += 1
-        else:
-            print(f"❌ FAIL: Good code blocked. Decision: {result['permissionDecision']}")
-            print(f"   Reason: {result.get('reason', 'No reason')}")
-            tests_failed += 1
-    except Exception as e:
-        print(f"❌ FAIL: Exception in good code test: {e}")
-        tests_failed += 1
-
-    # Test 5: Edit tool MUST also block
-    print("\n🧪 Test 5: Edit tool blocking")
-    hook_data = {
-        "tool_name": "Edit",
-        "tool_input": {
-            "file_path": "/src/production.py",
-            "old_string": "def old():",
-            "new_string": "def new(x: Any) -> Any:"
-        }
-    }
-
-    try:
-        result = pretooluse_hook(hook_data, config)
-        if result["permissionDecision"] == "deny" and "typing.Any usage" in result.get("reason", ""):
-            print("✅ PASS: Edit tool properly blocked")
-            tests_passed += 1
-        else:
-            print(f"❌ FAIL: Edit tool not blocked. Decision: {result['permissionDecision']}")
-            tests_failed += 1
-    except Exception as e:
-        print(f"❌ FAIL: Exception in Edit tool test: {e}")
-        tests_failed += 1
-
-    # Test 6: Non-Python files MUST be allowed
-    print("\n🧪 Test 6: Non-Python files allowed")
+def test_pretooluse_allows_non_python_files(strict_config: QualityConfig) -> None:
+    """Non-Python files should bypass quality restrictions."""
     hook_data = {
         "tool_name": "Write",
         "tool_input": {
             "file_path": "/src/config.json",
-            "content": '{"type": "Any", "ignore": true}'
-        }
+            "content": '{"type": "Any", "ignore": true}',
+        },
     }
 
-    try:
-        result = pretooluse_hook(hook_data, config)
-        if result["permissionDecision"] == "allow":
-            print("✅ PASS: Non-Python files properly allowed")
-            tests_passed += 1
-        else:
-            print(f"❌ FAIL: Non-Python file blocked. Decision: {result['permissionDecision']}")
-            tests_failed += 1
-    except Exception as e:
-        print(f"❌ FAIL: Exception in non-Python test: {e}")
-        tests_failed += 1
+    result = pretooluse_hook(hook_data, strict_config)
 
-    print(f"\n📊 Results: {tests_passed} passed, {tests_failed} failed")
-
-    if tests_failed == 0:
-        print("🎉 ALL CORE TESTS PASSED! Hooks are working correctly.")
-        return True
-    else:
-        print(f"💥 {tests_failed} CRITICAL TESTS FAILED! Hooks are broken.")
-        return False
-
-
-if __name__ == "__main__":
-    print("🚀 Running core hook validation tests...\n")
-    success = test_core_blocking()
-    sys.exit(0 if success else 1)
\ No newline at end of file
+    assert result["permissionDecision"] == "allow"
diff --git a/test_type_ignore.py b/test_type_ignore.py
index 1721fc3..98112bf 100644
--- a/test_type_ignore.py
+++ b/test_type_ignore.py
@@ -1,9 +1,15 @@
-def bad_function():
-    """Function with type ignore."""
-    x = "string"
-    return x + 5  # type: ignore
+"""Fixture module used to check handling of type: ignore annotations."""
 
-def another_bad():
-    """Another function with type ignore."""
+from __future__ import annotations
+
+
+def bad_function() -> int:
+    """Return a value while suppressing a typing error."""
+    x = "string"
+    return x + 5  # type: ignore[arg-type]
+
+
+def another_bad() -> int:
+    """Return a value after an ignored assignment mismatch."""
     y: int = "not an int"  # type: ignore[assignment]
-    return y
\ No newline at end of file
+    return y
diff --git a/tests/__init__.py b/tests/__init__.py
new file mode 100644
index 0000000..bb4a3a7
--- /dev/null
+++ b/tests/__init__.py
@@ -0,0 +1,2 @@
+"""Test package marker for Ruff namespace rules."""
+
diff --git a/tests/hooks/test_comprehensive_scenarios.py b/tests/hooks/test_comprehensive_scenarios.py
index 366203a..edc3b9b 100644
--- a/tests/hooks/test_comprehensive_scenarios.py
+++ b/tests/hooks/test_comprehensive_scenarios.py
@@ -1,19 +1,20 @@
 """Comprehensive test suite covering all hook interaction scenarios."""
 
+# ruff: noqa: SLF001
+# pyright: reportPrivateUsage=false, reportPrivateImportUsage=false, reportPrivateLocalImportUsage=false, reportUnusedCallResult=false, reportUnknownArgumentType=false, reportUnknownVariableType=false, reportUnknownLambdaType=false, reportUnknownMemberType=false
+
 from __future__ import annotations
 
 import json
 import os
 import subprocess
-import sys
+from collections.abc import Mapping
 from pathlib import Path
+from tempfile import gettempdir
 
 import pytest
 
-HOOKS_DIR = Path(__file__).parent.parent.parent / "hooks"
-sys.path.insert(0, str(HOOKS_DIR))
-
-import code_quality_guard as guard
+from hooks import code_quality_guard as guard
 
 
 class TestProjectStructureVariations:
@@ -26,14 +27,14 @@ class TestProjectStructureVariations:
             root.mkdir()
             (root / ".venv/bin").mkdir(parents=True)
             (root / "pyproject.toml").touch()
-            
+
             test_file = root / "main.py"
             test_file.write_text("# test")
-            
+
             # Should find project root
             found_root = guard._find_project_root(str(test_file))
             assert found_root == root
-            
+
             # Should create .tmp in root
             tmp_dir = guard._get_project_tmp_dir(str(test_file))
             assert tmp_dir == root / ".tmp"
@@ -49,13 +50,13 @@ class TestProjectStructureVariations:
             (root / "src/package").mkdir(parents=True)
             (root / ".venv/bin").mkdir(parents=True)
             (root / "pyproject.toml").touch()
-            
+
             test_file = root / "src/package/module.py"
             test_file.write_text("# test")
-            
+
             found_root = guard._find_project_root(str(test_file))
             assert found_root == root
-            
+
             venv_bin = guard._get_project_venv_bin(str(test_file))
             assert venv_bin == root / ".venv/bin"
         finally:
@@ -70,19 +71,19 @@ class TestProjectStructureVariations:
             # Outer project
             (outer / ".venv/bin").mkdir(parents=True)
             (outer / ".git").mkdir()
-            
+
             # Inner project
             inner = outer / "subproject"
             (inner / ".venv/bin").mkdir(parents=True)
             (inner / "pyproject.toml").touch()
-            
+
             test_file = inner / "main.py"
             test_file.write_text("# test")
-            
+
             # Should find inner project root
             found_root = guard._find_project_root(str(test_file))
             assert found_root == inner
-            
+
             # Should use inner venv
             venv_bin = guard._get_project_venv_bin(str(test_file))
             assert venv_bin == inner / ".venv/bin"
@@ -116,10 +117,10 @@ class TestProjectStructureVariations:
             deep = root / "a/b/c/d/e/f"
             deep.mkdir(parents=True)
             (root / ".git").mkdir()
-            
+
             test_file = deep / "module.py"
             test_file.write_text("# test")
-            
+
             found_root = guard._find_project_root(str(test_file))
             assert found_root == root
         finally:
@@ -137,13 +138,13 @@ class TestConfigurationInheritance:
         try:
             (root / "src").mkdir(parents=True)
             (root / ".venv/bin").mkdir(parents=True)
-            
+
             config = {"reportUnknownMemberType": False}
             (root / "pyrightconfig.json").write_text(json.dumps(config))
-            
+
             test_file = root / "src/mod.py"
             test_file.write_text("# test")
-            
+
             found_root = guard._find_project_root(str(test_file))
             assert found_root == root
             assert (found_root / "pyrightconfig.json").exists()
@@ -158,10 +159,10 @@ class TestConfigurationInheritance:
         try:
             root.mkdir()
             (root / "pyproject.toml").write_text("[tool.mypy]\n")
-            
+
             test_file = root / "main.py"
             test_file.write_text("# test")
-            
+
             found_root = guard._find_project_root(str(test_file))
             assert found_root == root
         finally:
@@ -176,13 +177,13 @@ class TestConfigurationInheritance:
             root.mkdir()
             (root / "pyproject.toml").touch()
             (root / ".gitignore").write_text("*.pyc\n__pycache__/\n")
-            
+
             test_file = root / "main.py"
             test_file.write_text("# test")
-            
+
             tmp_dir = guard._get_project_tmp_dir(str(test_file))
             assert tmp_dir.exists()
-            
+
             gitignore_content = (root / ".gitignore").read_text()
             assert ".tmp/" in gitignore_content
         finally:
@@ -198,12 +199,12 @@ class TestConfigurationInheritance:
             (root / "pyproject.toml").touch()
             original = "*.pyc\n.tmp/\n"
             (root / ".gitignore").write_text(original)
-            
+
             test_file = root / "main.py"
             test_file.write_text("# test")
-            
+
             _ = guard._get_project_tmp_dir(str(test_file))
-            
+
             # Should not have been modified
             assert (root / ".gitignore").read_text() == original
         finally:
@@ -266,26 +267,30 @@ class TestVirtualEnvironmentEdgeCases:
             tool = root / ".venv/bin/basedpyright"
             tool.write_text("#!/bin/bash\necho fake")
             tool.chmod(0o755)
-            
+
             test_file = root / "main.py"
             test_file.write_text("# test")
-            
-            captured_env = {}
-            
-            def capture_run(cmd: list[str], **kw: object) -> subprocess.CompletedProcess[str]:
-                if "env" in kw:
-                    captured_env.update(dict(kw["env"]))
-                return subprocess.CompletedProcess(cmd, 0, "", "")
-            
+
+            captured_env: dict[str, str] = {}
+
+            def capture_run(
+                cmd: list[str],
+                **kw: object,
+            ) -> subprocess.CompletedProcess[str]:
+                env_obj = kw.get("env")
+                if isinstance(env_obj, Mapping):
+                    captured_env.update({str(k): str(v) for k, v in env_obj.items()})
+                return subprocess.CompletedProcess(list(cmd), 0, stdout="", stderr="")
+
             monkeypatch.setattr(guard.subprocess, "run", capture_run)
-            
+
             guard._run_type_checker(
                 "basedpyright",
                 str(test_file),
                 guard.QualityConfig(),
                 original_file_path=str(test_file),
             )
-            
+
             # PYTHONPATH should not be set (or not include src)
             if "PYTHONPATH" in captured_env:
                 assert "src" not in captured_env["PYTHONPATH"]
@@ -305,7 +310,7 @@ class TestTypeCheckerIntegration:
             pyrefly_enabled=False,
             sourcery_enabled=False,
         )
-        
+
         issues = guard.run_type_checks("test.py", config)
         assert issues == []
 
@@ -316,13 +321,13 @@ class TestTypeCheckerIntegration:
         """Missing tool returns warning, doesn't crash."""
         monkeypatch.setattr(guard.Path, "exists", lambda _: False, raising=False)
         monkeypatch.setattr(guard, "_ensure_tool_installed", lambda _: False)
-        
+
         success, message = guard._run_type_checker(
             "basedpyright",
             "test.py",
             guard.QualityConfig(),
         )
-        
+
         assert success is True
         assert "not available" in message
 
@@ -332,18 +337,18 @@ class TestTypeCheckerIntegration:
     ) -> None:
         """Tool timeout is handled gracefully."""
         monkeypatch.setattr(guard.Path, "exists", lambda _: True, raising=False)
-        
+
         def timeout_run(*_args: object, **_kw: object) -> None:
             raise subprocess.TimeoutExpired(cmd=["tool"], timeout=30)
-        
+
         monkeypatch.setattr(guard.subprocess, "run", timeout_run)
-        
+
         success, message = guard._run_type_checker(
             "basedpyright",
             "test.py",
             guard.QualityConfig(),
         )
-        
+
         assert success is True
         assert "timeout" in message.lower()
 
@@ -353,22 +358,26 @@ class TestTypeCheckerIntegration:
     ) -> None:
         """OS errors from tools are handled."""
         monkeypatch.setattr(guard.Path, "exists", lambda _: True, raising=False)
-        
+
         def error_run(*_args: object, **_kw: object) -> None:
-            raise OSError("Permission denied")
-        
+            message = "Permission denied"
+            raise OSError(message)
+
         monkeypatch.setattr(guard.subprocess, "run", error_run)
-        
+
         success, message = guard._run_type_checker(
             "basedpyright",
             "test.py",
             guard.QualityConfig(),
         )
-        
+
         assert success is True
         assert "execution error" in message.lower()
 
-    def test_unknown_tool_returns_warning(self, monkeypatch: pytest.MonkeyPatch) -> None:
+    def test_unknown_tool_returns_warning(
+        self,
+        monkeypatch: pytest.MonkeyPatch,
+    ) -> None:
         """Unknown tool name returns warning."""
         # Mock tool not existing
         monkeypatch.setattr(guard.Path, "exists", lambda _: False, raising=False)
@@ -397,32 +406,36 @@ class TestWorkingDirectoryScenarios:
             (root / "src").mkdir(parents=True)
             (root / ".venv/bin").mkdir(parents=True)
             (root / "pyrightconfig.json").touch()
-            
+
             tool = root / ".venv/bin/basedpyright"
             tool.write_text("#!/bin/bash\npwd")
             tool.chmod(0o755)
-            
+
             test_file = root / "src/mod.py"
             test_file.write_text("# test")
-            
-            captured_cwd = []
-            
-            def capture_run(cmd: list[str], **kw: object) -> subprocess.CompletedProcess[str]:
-                if "cwd" in kw:
-                    captured_cwd.append(str(kw["cwd"]))
-                return subprocess.CompletedProcess(cmd, 0, "", "")
-            
+
+            captured_cwd: list[Path] = []
+
+            def capture_run(
+                cmd: list[str],
+                **kw: object,
+            ) -> subprocess.CompletedProcess[str]:
+                cwd_obj = kw.get("cwd")
+                if cwd_obj is not None:
+                    captured_cwd.append(Path(str(cwd_obj)))
+                return subprocess.CompletedProcess(list(cmd), 0, stdout="", stderr="")
+
             monkeypatch.setattr(guard.subprocess, "run", capture_run)
-            
+
             guard._run_type_checker(
                 "basedpyright",
                 str(test_file),
                 guard.QualityConfig(),
                 original_file_path=str(test_file),
             )
-            
-            assert len(captured_cwd) > 0
-            assert Path(captured_cwd[0]) == root
+
+            assert captured_cwd
+            assert captured_cwd[0] == root
         finally:
             import shutil
             if root.exists():
@@ -444,10 +457,11 @@ class TestErrorConditions:
     ) -> None:
         """Permission error creating .tmp is handled."""
         def raise_permission(*_args: object, **_kw: object) -> None:
-            raise PermissionError("Cannot create directory")
-        
+            message = "Cannot create directory"
+            raise PermissionError(message)
+
         monkeypatch.setattr(Path, "mkdir", raise_permission)
-        
+
         # Should raise and be caught by caller
         with pytest.raises(PermissionError):
             guard._get_project_tmp_dir("/some/file.py")
@@ -460,7 +474,7 @@ class TestErrorConditions:
             (root / "pyproject.toml").touch()
             test_file = root / "empty.py"
             test_file.write_text("")
-            
+
             # Should not crash
             tmp_dir = guard._get_project_tmp_dir(str(test_file))
             assert tmp_dir.exists()
@@ -479,13 +493,13 @@ class TestFileLocationVariations:
         try:
             (root / "tests").mkdir(parents=True)
             (root / ".git").mkdir()
-            
+
             test_file = root / "tests/test_module.py"
             test_file.write_text("# test")
-            
+
             found_root = guard._find_project_root(str(test_file))
             assert found_root == root
-            
+
             # Test file detection
             assert guard.is_test_file(str(test_file))
         finally:
@@ -499,10 +513,10 @@ class TestFileLocationVariations:
         try:
             root.mkdir()
             (root / ".git").mkdir()
-            
+
             test_file = root / "main.py"
             test_file.write_text("# test")
-            
+
             found_root = guard._find_project_root(str(test_file))
             assert found_root == root
         finally:
@@ -521,12 +535,12 @@ class TestTempFileManagement:
             (root / "src").mkdir(parents=True)
             (root / ".venv/bin").mkdir(parents=True)
             (root / "pyproject.toml").touch()
-            
+
             test_file = root / "src/mod.py"
             test_file.write_text("def foo(): pass")
-            
+
             tmp_dir = root / ".tmp"
-            
+
             # Analyze code (should create and delete temp file)
             config = guard.QualityConfig(
                 duplicate_enabled=False,
@@ -536,14 +550,14 @@ class TestTempFileManagement:
                 pyrefly_enabled=False,
                 sourcery_enabled=False,
             )
-            
+
             guard.analyze_code_quality(
                 "def foo(): pass",
                 str(test_file),
                 config,
                 enable_type_checks=False,
             )
-            
+
             # .tmp directory should exist but temp file should be gone
             if tmp_dir.exists():
                 temp_files = list(tmp_dir.glob("hook_validation_*"))
@@ -559,15 +573,15 @@ class TestTempFileManagement:
         try:
             (root / "src").mkdir(parents=True)
             (root / "pyproject.toml").touch()
-            
+
             test_file = root / "src/mod.py"
             test_file.write_text("# test")
-            
+
             tmp_dir = guard._get_project_tmp_dir(str(test_file))
-            
+
             # Should be in project, not /tmp
             assert str(tmp_dir).startswith(str(root))
-            assert not str(tmp_dir).startswith("/tmp")
+            assert not str(tmp_dir).startswith(gettempdir())
         finally:
             import shutil
             if root.exists():
diff --git a/tests/hooks/test_config.py b/tests/hooks/test_config.py
index 6668c6f..fbdcec2 100644
--- a/tests/hooks/test_config.py
+++ b/tests/hooks/test_config.py
@@ -3,15 +3,16 @@
 import os
 
 import pytest
-from code_quality_guard import QualityConfig
+
+from hooks import code_quality_guard as guard
 
 
 class TestQualityConfig:
-    """Test QualityConfig dataclass and environment loading."""
+    """Test guard.QualityConfig dataclass and environment loading."""
 
     def test_default_config(self):
         """Test default configuration values."""
-        config = QualityConfig()
+        config = guard.QualityConfig()
 
         # Core settings
         assert config.duplicate_threshold == 0.7
@@ -29,14 +30,16 @@ class TestQualityConfig:
         assert config.show_success is False
 
         # Skip patterns
-        assert "test_" in config.skip_patterns
-        assert "_test.py" in config.skip_patterns
-        assert "/tests/" in config.skip_patterns
-        assert "/fixtures/" in config.skip_patterns
+        assert config.skip_patterns is not None
+        skip_patterns = config.skip_patterns
+        assert "test_" in skip_patterns
+        assert "_test.py" in skip_patterns
+        assert "/tests/" in skip_patterns
+        assert "/fixtures/" in skip_patterns
 
     def test_from_env_with_defaults(self):
         """Test loading config from environment with defaults."""
-        config = QualityConfig.from_env()
+        config = guard.QualityConfig.from_env()
 
         # Should use defaults when env vars not set
         assert config.duplicate_threshold == 0.7
@@ -61,7 +64,7 @@ class TestQualityConfig:
             },
         )
 
-        config = QualityConfig.from_env()
+        config = guard.QualityConfig.from_env()
 
         assert config.duplicate_threshold == 0.8
         assert config.duplicate_enabled is False
@@ -78,7 +81,7 @@ class TestQualityConfig:
     def test_from_env_with_invalid_boolean(self):
         """Test loading config with invalid boolean values."""
         os.environ["QUALITY_DUP_ENABLED"] = "invalid"
-        config = QualityConfig.from_env()
+        config = guard.QualityConfig.from_env()
 
         # Should default to False for invalid boolean
         assert config.duplicate_enabled is False
@@ -88,14 +91,14 @@ class TestQualityConfig:
         os.environ["QUALITY_DUP_THRESHOLD"] = "not_a_float"
 
         with pytest.raises(ValueError, match="could not convert string to float"):
-            QualityConfig.from_env()
+            _ = guard.QualityConfig.from_env()
 
     def test_from_env_with_invalid_int(self):
         """Test loading config with invalid int values."""
         os.environ["QUALITY_COMPLEXITY_THRESHOLD"] = "not_an_int"
 
         with pytest.raises(ValueError, match="invalid literal"):
-            QualityConfig.from_env()
+            _ = guard.QualityConfig.from_env()
 
     def test_enforcement_modes(self):
         """Test different enforcement modes."""
@@ -103,87 +106,85 @@ class TestQualityConfig:
 
         for mode in modes:
             os.environ["QUALITY_ENFORCEMENT"] = mode
-            config = QualityConfig.from_env()
+            config = guard.QualityConfig.from_env()
             assert config.enforcement_mode == mode
 
     def test_skip_patterns_initialization(self):
         """Test skip patterns initialization."""
-        config = QualityConfig(skip_patterns=None)
+        config = guard.QualityConfig(skip_patterns=None)
         assert config.skip_patterns is not None
         assert len(config.skip_patterns) > 0
 
         custom_patterns = ["custom_test_", "/custom/"]
-        config = QualityConfig(skip_patterns=custom_patterns)
+        config = guard.QualityConfig(skip_patterns=custom_patterns)
         assert config.skip_patterns == custom_patterns
 
     def test_threshold_boundaries(self):
         """Test threshold boundary values."""
         # Test minimum threshold
         os.environ["QUALITY_DUP_THRESHOLD"] = "0.0"
-        config = QualityConfig.from_env()
+        config = guard.QualityConfig.from_env()
         assert config.duplicate_threshold == 0.0
 
         # Test maximum threshold
         os.environ["QUALITY_DUP_THRESHOLD"] = "1.0"
-        config = QualityConfig.from_env()
+        config = guard.QualityConfig.from_env()
         assert config.duplicate_threshold == 1.0
 
         # Test complexity threshold
         os.environ["QUALITY_COMPLEXITY_THRESHOLD"] = "1"
-        config = QualityConfig.from_env()
+        config = guard.QualityConfig.from_env()
         assert config.complexity_threshold == 1
 
-    def test_config_combinations(self):
+    def test_config_combinations(self, monkeypatch: pytest.MonkeyPatch) -> None:
         """Test various configuration combinations."""
-        test_cases = [
-            # All checks disabled
-            {
-                "env": {
+        test_cases: list[tuple[dict[str, str], dict[str, bool]]] = [
+            (
+                {
                     "QUALITY_DUP_ENABLED": "false",
                     "QUALITY_COMPLEXITY_ENABLED": "false",
                     "QUALITY_MODERN_ENABLED": "false",
                 },
-                "expected": {
+                {
                     "duplicate_enabled": False,
                     "complexity_enabled": False,
                     "modernization_enabled": False,
                 },
-            },
-            # Only duplicate checking
-            {
-                "env": {
+            ),
+            (
+                {
                     "QUALITY_DUP_ENABLED": "true",
                     "QUALITY_COMPLEXITY_ENABLED": "false",
                     "QUALITY_MODERN_ENABLED": "false",
                 },
-                "expected": {
+                {
                     "duplicate_enabled": True,
                     "complexity_enabled": False,
                     "modernization_enabled": False,
                 },
-            },
-            # PostToolUse only
-            {
-                "env": {
+            ),
+            (
+                {
                     "QUALITY_DUP_ENABLED": "false",
                     "QUALITY_STATE_TRACKING": "true",
                     "QUALITY_VERIFY_NAMING": "true",
                 },
-                "expected": {
+                {
                     "duplicate_enabled": False,
                     "state_tracking_enabled": True,
                     "verify_naming": True,
                 },
-            },
+            ),
         ]
 
-        for test_case in test_cases:
-            os.environ.clear()
-            os.environ.update(test_case["env"])
-            config = QualityConfig.from_env()
+        for env_values, expected_values in test_cases:
+            with monkeypatch.context() as mp:
+                for key, value in env_values.items():
+                    mp.setenv(key, value)
+                config = guard.QualityConfig.from_env()
 
-            for key, expected_value in test_case["expected"].items():
-                assert getattr(config, key) == expected_value
+                for key, expected_value in expected_values.items():
+                    assert getattr(config, key) == expected_value
 
     def test_case_insensitive_boolean(self):
         """Test case-insensitive boolean parsing."""
@@ -192,5 +193,5 @@ class TestQualityConfig:
 
         for value, expected_bool in zip(test_values, expected, strict=False):
             os.environ["QUALITY_DUP_ENABLED"] = value
-            config = QualityConfig.from_env()
+            config = guard.QualityConfig.from_env()
             assert config.duplicate_enabled == expected_bool
diff --git a/tests/hooks/test_duplicate_fairness.py b/tests/hooks/test_duplicate_fairness.py
new file mode 100644
index 0000000..c33effa
--- /dev/null
+++ b/tests/hooks/test_duplicate_fairness.py
@@ -0,0 +1,309 @@
+"""Fairness tests for async functions and fixtures in duplicate detection."""
+
+from __future__ import annotations
+
+from hooks.internal_duplicate_detector import (
+    Duplicate,
+    DuplicateResults,
+    detect_internal_duplicates,
+)
+
+
+def _run_detection(code: str, *, threshold: float) -> tuple[DuplicateResults, list[Duplicate]]:
+    """Run duplicate detection and return typed results."""
+
+    result = detect_internal_duplicates(code, threshold=threshold)
+    duplicates = result.get("duplicates", []) or []
+    return result, duplicates
+
+
+class TestAsyncFunctionFairness:
+    """Verify async functions are treated fairly in duplicate detection."""
+
+    def test_async_and_sync_identical_logic(self) -> None:
+        """Async and sync versions of same logic should be flagged as duplicates."""
+        code = """
+def fetch_user(user_id: int) -> dict[str, str]:
+    response = requests.get(f"/api/users/{user_id}")
+    data = response.json()
+    return {"id": str(data["id"]), "name": data["name"]}
+
+async def fetch_user_async(user_id: int) -> dict[str, str]:
+    response = await client.get(f"/api/users/{user_id}")
+    data = await response.json()
+    return {"id": str(data["id"]), "name": data["name"]}
+"""
+        _, duplicates = _run_detection(code, threshold=0.7)
+
+        # Should detect structural similarity despite async/await differences
+        assert len(duplicates) >= 1
+        assert any(d["similarity"] > 0.7 for d in duplicates)
+
+    def test_async_context_managers_exemption(self) -> None:
+        """Async context manager dunder methods should be exempted like sync ones."""
+        code = """
+async def __aenter__(self):
+    self.conn = await connect()
+    return self
+
+async def __aexit__(self, exc_type, exc_val, exc_tb):
+    await self.conn.close()
+
+async def __aenter__(self):
+    self.cache = await connect()
+    return self
+
+async def __aexit__(self, exc_type, exc_val, exc_tb):
+    await self.cache.close()
+"""
+        _, duplicates = _run_detection(code, threshold=0.7)
+
+        # __aenter__ and __aexit__ should be exempted as boilerplate
+        # Even though they have similar structure
+        assert len(duplicates) == 0
+
+    def test_mixed_async_sync_functions_no_bias(self) -> None:
+        """Detection should work equally for mixed async/sync functions."""
+        code = """
+def process_sync(data: list[int]) -> int:
+    total = 0
+    for item in data:
+        if item > 0:
+            total += item * 2
+    return total
+
+async def process_async(data: list[int]) -> int:
+    total = 0
+    for item in data:
+        if item > 0:
+            total += item * 2
+    return total
+
+def calculate_sync(values: list[int]) -> int:
+    result = 0
+    for val in values:
+        if val > 0:
+            result += val * 2
+    return result
+"""
+        _, duplicates = _run_detection(code, threshold=0.7)
+
+        # All three should be detected as similar (regardless of async)
+        assert len(duplicates) >= 1
+        found_functions: set[str] = set()
+        for dup in duplicates:
+            for loc in dup["locations"]:
+                found_functions.add(loc["name"])
+
+        # Should find all three functions in duplicate groups
+        assert len(found_functions) >= 2
+
+
+class TestFixtureFairness:
+    """Verify pytest fixtures and test patterns are treated fairly."""
+
+    def test_pytest_fixtures_with_similar_data(self) -> None:
+        """Pytest fixtures with similar structure should be exempted."""
+        code = """
+import pytest
+
+@pytest.fixture
+def user_data() -> dict[str, str | int]:
+    return {
+        "name": "Alice",
+        "age": 30,
+        "email": "alice@example.com"
+    }
+
+@pytest.fixture
+def admin_data() -> dict[str, str | int]:
+    return {
+        "name": "Bob",
+        "age": 35,
+        "email": "bob@example.com"
+    }
+
+@pytest.fixture
+def guest_data() -> dict[str, str | int]:
+    return {
+        "name": "Charlie",
+        "age": 25,
+        "email": "charlie@example.com"
+    }
+"""
+        _, duplicates = _run_detection(code, threshold=0.7)
+
+        # Fixtures should be exempted from duplicate detection
+        assert len(duplicates) == 0
+
+    def test_mock_builders_exemption(self) -> None:
+        """Mock/stub builder functions should be exempted if short and simple."""
+        code = """
+def mock_user_response() -> dict[str, str]:
+    return {
+        "id": "123",
+        "name": "Test User",
+        "status": "active"
+    }
+
+def mock_admin_response() -> dict[str, str]:
+    return {
+        "id": "456",
+        "name": "Admin User",
+        "status": "active"
+    }
+
+def stub_guest_response() -> dict[str, str]:
+    return {
+        "id": "789",
+        "name": "Guest User",
+        "status": "pending"
+    }
+"""
+        _, duplicates = _run_detection(code, threshold=0.7)
+
+        # Short mock builders should be exempted
+        assert len(duplicates) == 0
+
+    def test_simple_test_functions_with_aaa_pattern(self) -> None:
+        """Simple test functions following arrange-act-assert should be lenient."""
+        code = """
+def test_user_creation() -> None:
+    # Arrange
+    user_data = {"name": "Alice", "email": "alice@test.com"}
+
+    # Act
+    user = create_user(user_data)
+
+    # Assert
+    assert user.name == "Alice"
+    assert user.email == "alice@test.com"
+
+def test_admin_creation() -> None:
+    # Arrange
+    admin_data = {"name": "Bob", "email": "bob@test.com"}
+
+    # Act
+    admin = create_user(admin_data)
+
+    # Assert
+    assert admin.name == "Bob"
+    assert admin.email == "bob@test.com"
+
+def test_guest_creation() -> None:
+    # Arrange
+    guest_data = {"name": "Charlie", "email": "charlie@test.com"}
+
+    # Act
+    guest = create_user(guest_data)
+
+    # Assert
+    assert guest.name == "Charlie"
+    assert guest.email == "charlie@test.com"
+"""
+        _, duplicates = _run_detection(code, threshold=0.7)
+
+        # Simple test functions with AAA pattern should be exempted if similarity < 95%
+        assert len(duplicates) == 0
+
+    def test_complex_fixtures_still_flagged(self) -> None:
+        """Complex fixtures with substantial duplication should still be flagged."""
+        code = """
+import pytest
+
+@pytest.fixture
+def complex_user_setup() -> dict[str, object]:
+    # Lots of complex setup logic
+    db = connect_database()
+    cache = setup_cache()
+    logger = configure_logging()
+
+    user = create_user(db, {
+        "name": "Alice",
+        "permissions": ["read", "write", "delete"],
+        "metadata": {"created": "2024-01-01"}
+    })
+
+    cache.warm_up(user)
+    logger.info(f"Created user {user.id}")
+
+    return {"user": user, "db": db, "cache": cache, "logger": logger}
+
+@pytest.fixture
+def complex_admin_setup() -> dict[str, object]:
+    # Lots of complex setup logic
+    db = connect_database()
+    cache = setup_cache()
+    logger = configure_logging()
+
+    user = create_user(db, {
+        "name": "Bob",
+        "permissions": ["read", "write", "delete"],
+        "metadata": {"created": "2024-01-02"}
+    })
+
+    cache.warm_up(user)
+    logger.info(f"Created user {user.id}")
+
+    return {"user": user, "db": db, "cache": cache, "logger": logger}
+"""
+        _, duplicates = _run_detection(code, threshold=0.7)
+
+        # Complex fixtures exceeding 15 lines should be flagged
+        assert len(duplicates) >= 1
+
+    def test_setup_teardown_methods(self) -> None:
+        """Test setup/teardown methods should be exempted if simple."""
+        code = """
+def setup_database() -> None:
+    db = connect_test_db()
+    db.clear()
+    return db
+
+def teardown_database(db: object) -> None:
+    db.clear()
+    db.close()
+
+def setup_cache() -> None:
+    cache = connect_test_cache()
+    cache.clear()
+    return cache
+
+def teardown_cache(cache: object) -> None:
+    cache.clear()
+    cache.close()
+"""
+        _, duplicates = _run_detection(code, threshold=0.7)
+
+        # Setup/teardown functions with pattern names should be exempted
+        assert len(duplicates) == 0
+
+    def test_non_test_code_still_strictly_checked(self) -> None:
+        """Non-test production code should still have strict duplicate detection."""
+        code = """
+def calculate_user_total(users: list[dict[str, float]]) -> float:
+    total = 0.0
+    for user in users:
+        if user.get("active"):
+            total += user.get("amount", 0.0) * user.get("rate", 1.0)
+    return total
+
+def calculate_product_total(products: list[dict[str, float]]) -> float:
+    total = 0.0
+    for product in products:
+        if product.get("active"):
+            total += product.get("amount", 0.0) * product.get("rate", 1.0)
+    return total
+
+def calculate_order_total(orders: list[dict[str, float]]) -> float:
+    total = 0.0
+    for order in orders:
+        if order.get("active"):
+            total += order.get("amount", 0.0) * order.get("rate", 1.0)
+    return total
+"""
+        _, duplicates = _run_detection(code, threshold=0.7)
+
+        # Production code should be strictly checked
+        assert len(duplicates) >= 1
+        assert any(d["similarity"] > 0.85 for d in duplicates)
diff --git a/tests/hooks/test_dynamic_usage.py b/tests/hooks/test_dynamic_usage.py
index daa1fca..3584c65 100644
--- a/tests/hooks/test_dynamic_usage.py
+++ b/tests/hooks/test_dynamic_usage.py
@@ -3,21 +3,19 @@
 from __future__ import annotations
 
 import json
-from pathlib import Path
 from types import SimpleNamespace
-from typing import Iterator
+from typing import TYPE_CHECKING
 from unittest.mock import patch
 
 import pytest
+from code_quality_guard import QualityConfig, posttooluse_hook, pretooluse_hook
 
-from code_quality_guard import (
-    QualityConfig,
-    posttooluse_hook,
-    pretooluse_hook,
-)
+if TYPE_CHECKING:
+    from collections.abc import Iterator
+    from pathlib import Path
 
 
-@pytest.fixture()
+@pytest.fixture
 def multi_container_paths(tmp_path: Path) -> dict[str, Path]:
     """Create container/project directories used across tests."""
     container_a = tmp_path / "container-a" / "project" / "src"
@@ -126,7 +124,9 @@ def test_pretooluse_handles_platform_metadata(
     assert response["permissionDecision"] == "allow"
 
 
-def test_state_tracking_isolation_between_containers(multi_container_paths: dict[str, Path]) -> None:
+def test_state_tracking_isolation_between_containers(
+    multi_container_paths: dict[str, Path],
+) -> None:
     """State tracking should stay isolated per container/project combination."""
     config = QualityConfig(state_tracking_enabled=True)
     config.skip_patterns = []  # Ensure state tracking runs even in pytest temp dirs.
@@ -173,11 +173,12 @@ def beta():
     assert response_b_pre["permissionDecision"] == "allow"
 
     # The first container writes fewer functions which should trigger a warning.
-    file_a.write_text("""\
+    file_a.write_text(
+        """\
 
 def alpha():
     return 1
-"""
+""",
     )
 
     # The second container preserves the original content.
@@ -232,9 +233,13 @@ def beta():
     path_one.parent.mkdir(parents=True, exist_ok=True)
     path_two.parent.mkdir(parents=True, exist_ok=True)
 
-    cmd: list[str],
-    **kwargs: object,
-) -> SimpleNamespace:
+    with patch("code_quality_guard.analyze_code_quality", return_value={}):
+        pretooluse_hook(
+            _pre_request(
+                path_one,
+                base_content,
+                container_id=shared_container,
+                project_id=shared_project,
                 user_id="collision-user",
             ),
             config,
@@ -250,11 +255,13 @@ def beta():
             config,
         )
 
-    path_one.write_text("""\
+    path_one.write_text(
+        """\
 
 def alpha():
     return 1
-""".lstrip())
+""".lstrip(),
+    )
     path_two.write_text(base_content)
 
     degraded_response = posttooluse_hook(
@@ -304,14 +311,7 @@ def test_cross_file_duplicate_project_root_detection(
 
     captured: dict[str, list[str]] = {}
 
-    def fake_run(
-        cmd: list[str],
-        *,
-        check: bool,
-        capture_output: bool,
-        text: bool,
-        timeout: int,
-    ) -> SimpleNamespace:
+    def fake_run(cmd: list[str], **_kwargs: object) -> SimpleNamespace:
         captured["cmd"] = cmd
         return SimpleNamespace(returncode=0, stdout=json.dumps({"duplicates": []}))
 
@@ -336,7 +336,9 @@ def test_cross_file_duplicate_project_root_detection(
     assert response.get("decision") is None
 
 
-def test_main_handles_permission_decisions_for_multiple_users(monkeypatch: pytest.MonkeyPatch) -> None:
+def test_main_handles_permission_decisions_for_multiple_users(
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
     """`main` should surface deny/ask decisions for different user contexts."""
     from code_quality_guard import main
 
@@ -394,7 +396,7 @@ def test_main_handles_permission_decisions_for_multiple_users(monkeypatch: pytes
                 },
                 "permissionDecision": "allow",
             },
-        ]
+        ],
     )
 
     input_iter: Iterator[dict[str, object]] = iter(hook_inputs)
@@ -402,7 +404,10 @@ def test_main_handles_permission_decisions_for_multiple_users(monkeypatch: pytes
     def fake_json_load(_stream: object) -> dict[str, object]:
         return next(input_iter)
 
-    def fake_pretooluse(_hook_data: dict[str, object], _config: QualityConfig) -> dict[str, object]:
+    def fake_pretooluse(
+        _hook_data: dict[str, object],
+        _config: QualityConfig,
+    ) -> dict[str, object]:
         return next(responses)
 
     exit_calls: list[tuple[str, int]] = []
@@ -413,7 +418,7 @@ def test_main_handles_permission_decisions_for_multiple_users(monkeypatch: pytes
 
     printed: list[str] = []
 
-    def fake_print(message: str) -> None:  # noqa: D401 - simple passthrough
+    def fake_print(message: str) -> None:
         printed.append(message)
 
     monkeypatch.setattr("json.load", fake_json_load)
diff --git a/tests/hooks/test_helper_functions.py b/tests/hooks/test_helper_functions.py
index 4413daa..e67fbb0 100644
--- a/tests/hooks/test_helper_functions.py
+++ b/tests/hooks/test_helper_functions.py
@@ -10,7 +10,6 @@ from pathlib import Path
 from unittest.mock import MagicMock, patch
 
 import pytest
-
 from code_quality_guard import (
     QualityConfig,
     analyze_code_quality,
@@ -95,8 +94,13 @@ class TestHelperFunctions:
         cmd = get_claude_quality_command(repo_root=tmp_path)
         assert cmd == [str(executable), "-m", "quality.cli.main"]
 
-    def test_get_claude_quality_command_python_and_python3(self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch, set_platform) -> None:
-        """Prefer python when both python and python3 executables exist in the venv."""
+    def test_get_claude_quality_command_python_and_python3(
+        self,
+        tmp_path: Path,
+        monkeypatch: pytest.MonkeyPatch,
+        set_platform,
+    ) -> None:
+        """Prefer python when both python and python3 executables exist."""
 
         set_platform("linux")
         monkeypatch.setattr(shutil, "which", lambda _name: None)
@@ -108,7 +112,12 @@ class TestHelperFunctions:
         assert cmd == [str(python_path), "-m", "quality.cli.main"]
         assert python3_path.exists()  # Sanity check that both executables were present
 
-    def test_get_claude_quality_command_cli_fallback(self, tmp_path: Path, monkeypatch: pytest.MonkeyPatch, set_platform) -> None:
+    def test_get_claude_quality_command_cli_fallback(
+        self,
+        tmp_path: Path,
+        monkeypatch: pytest.MonkeyPatch,
+        set_platform,
+    ) -> None:
         """Fallback to claude-quality script when python executables are absent."""
 
         set_platform("linux")
@@ -125,7 +134,7 @@ class TestHelperFunctions:
         monkeypatch: pytest.MonkeyPatch,
         set_platform,
     ) -> None:
-        """Handle Windows environments where the claude-quality script lacks an .exe suffix."""
+        """Handle Windows when the claude-quality script lacks an .exe suffix."""
 
         set_platform("win32")
         monkeypatch.setattr(shutil, "which", lambda _name: None)
@@ -141,7 +150,7 @@ class TestHelperFunctions:
         monkeypatch: pytest.MonkeyPatch,
         set_platform,
     ) -> None:
-        """Fall back to python3 on POSIX and python on Windows when no venv executables exist."""
+        """Fallback to python3 on POSIX and python on Windows when venv tools absent."""
 
         set_platform("darwin")
 
diff --git a/tests/hooks/test_pretooluse.py b/tests/hooks/test_pretooluse.py
index d7e61a3..1d3e113 100644
--- a/tests/hooks/test_pretooluse.py
+++ b/tests/hooks/test_pretooluse.py
@@ -4,6 +4,10 @@ from unittest.mock import patch
 
 from code_quality_guard import QualityConfig, pretooluse_hook
 
+TEST_QUALITY_CONDITIONAL = (
+    "Test Quality: no-conditionals-in-tests - Conditional found in test"
+)
+
 
 class TestPreToolUseHook:
     """Test PreToolUse hook behavior."""
@@ -470,7 +474,7 @@ class TestPreToolUseHook:
             "tool_input": {
                 "file_path": "example.py",
                 "content": (
-                    "def example() -> None:\n" "    value = unknown  # type: ignore\n"
+                    "def example() -> None:\n    value = unknown  # type: ignore\n"
                 ),
             },
         }
@@ -492,7 +496,7 @@ class TestPreToolUseHook:
                     {
                         "old_string": "pass",
                         "new_string": (
-                            "def helper() -> None:\n" "    pass  # type: ignore\n"
+                            "def helper() -> None:\n    pass  # type: ignore\n"
                         ),
                     },
                     {
@@ -545,7 +549,7 @@ class TestTestQualityChecks:
         }
 
         with patch("code_quality_guard.run_test_quality_checks") as mock_test_check:
-            mock_test_check.return_value = ["Test Quality: no-conditionals-in-tests - Conditional found in test"]
+            mock_test_check.return_value = [TEST_QUALITY_CONDITIONAL]
 
             with patch("code_quality_guard.analyze_code_quality") as mock_analyze:
                 mock_analyze.return_value = {}
@@ -639,7 +643,7 @@ class TestTestQualityChecks:
         }
 
         with patch("code_quality_guard.run_test_quality_checks") as mock_test_check:
-            mock_test_check.return_value = ["Test Quality: no-conditionals-in-tests - Conditional found in test"]
+            mock_test_check.return_value = [TEST_QUALITY_CONDITIONAL]
 
             with patch("code_quality_guard.analyze_code_quality") as mock_analyze:
                 mock_analyze.return_value = {}
@@ -659,14 +663,27 @@ class TestTestQualityChecks:
             "tool_input": {
                 "file_path": "tests/test_example.py",
                 "edits": [
-                    {"old_string": "a", "new_string": "def test_func1():\n    assert True"},
-                    {"old_string": "b", "new_string": "def test_func2():\n    if False:\n        pass"},
+                    {
+                        "old_string": "a",
+                        "new_string": (
+                            "def test_func1():\n"
+                            "    assert True"
+                        ),
+                    },
+                    {
+                        "old_string": "b",
+                        "new_string": (
+                            "def test_func2():\n"
+                            "    if False:\n"
+                            "        pass"
+                        ),
+                    },
                 ],
             },
         }
 
         with patch("code_quality_guard.run_test_quality_checks") as mock_test_check:
-            mock_test_check.return_value = ["Test Quality: no-conditionals-in-tests - Conditional found in test"]
+            mock_test_check.return_value = [TEST_QUALITY_CONDITIONAL]
 
             with patch("code_quality_guard.analyze_code_quality") as mock_analyze:
                 mock_analyze.return_value = {}
@@ -695,7 +712,7 @@ class TestTestQualityChecks:
         }
 
         with patch("code_quality_guard.run_test_quality_checks") as mock_test_check:
-            mock_test_check.return_value = ["Test Quality: no-conditionals-in-tests - Conditional found in test"]
+            mock_test_check.return_value = [TEST_QUALITY_CONDITIONAL]
 
             with patch("code_quality_guard.analyze_code_quality") as mock_analyze:
                 mock_analyze.return_value = {}
diff --git a/tests/hooks/test_quality_internals.py b/tests/hooks/test_quality_internals.py
index 02b7924..db925e8 100644
--- a/tests/hooks/test_quality_internals.py
+++ b/tests/hooks/test_quality_internals.py
@@ -1,25 +1,33 @@
+# ruff: noqa: SLF001
+
 """Tests targeting internal helpers for code_quality_guard."""
 
 from __future__ import annotations
 
+# pyright: reportPrivateUsage=false, reportPrivateImportUsage=false, reportPrivateLocalImportUsage=false, reportUnknownArgumentType=false, reportUnknownLambdaType=false, reportUnknownMemberType=false, reportUnusedCallResult=false
+
 import json
 import subprocess
 from collections.abc import Iterable
-from pathlib import Path
+from typing import TYPE_CHECKING, cast
 
-import code_quality_guard as guard
 import pytest
 
+from hooks import code_quality_guard as guard
+
+if TYPE_CHECKING:
+    from pathlib import Path
+
 
 @pytest.mark.parametrize(
     ("env_key", "value", "attr", "expected"),
-    (
+    [
         ("QUALITY_DUP_THRESHOLD", "0.9", "duplicate_threshold", 0.9),
         ("QUALITY_DUP_ENABLED", "false", "duplicate_enabled", False),
         ("QUALITY_COMPLEXITY_THRESHOLD", "7", "complexity_threshold", 7),
         ("QUALITY_ENFORCEMENT", "warn", "enforcement_mode", "warn"),
         ("QUALITY_STATE_TRACKING", "true", "state_tracking_enabled", True),
-    ),
+    ],
 )
 def test_quality_config_from_env_parsing(
     monkeypatch: pytest.MonkeyPatch,
@@ -36,12 +44,12 @@ def test_quality_config_from_env_parsing(
 
 @pytest.mark.parametrize(
     ("tool_exists", "install_behavior", "expected"),
-    (
+    [
         (True, None, True),
         (False, "success", True),
         (False, "failure", False),
         (False, "timeout", False),
-    ),
+    ],
 )
 def test_ensure_tool_installed(
     monkeypatch: pytest.MonkeyPatch,
@@ -63,10 +71,12 @@ def test_ensure_tool_installed(
 
     def fake_run(cmd: Iterable[str], **_: object) -> subprocess.CompletedProcess[bytes]:
         if install_behavior is None:
-            raise AssertionError("uv install should not run when tool already exists")
+            message = "uv install should not run when tool already exists"
+            raise AssertionError(message)
         if install_behavior == "timeout":
             raise subprocess.TimeoutExpired(cmd=list(cmd), timeout=60)
-        return subprocess.CompletedProcess(list(cmd), 0 if install_behavior == "success" else 1)
+        exit_code = 0 if install_behavior == "success" else 1
+        return subprocess.CompletedProcess(list(cmd), exit_code)
 
     monkeypatch.setattr(guard.subprocess, "run", fake_run)
 
@@ -75,12 +85,32 @@ def test_ensure_tool_installed(
 
 @pytest.mark.parametrize(
     ("tool_name", "run_payload", "expected_success", "expected_fragment"),
-    (
-        ("basedpyright", {"returncode": 0, "stdout": ""}, True, ""),
-        ("basedpyright", {"returncode": 1, "stdout": ""}, False, "failed to parse"),
-        ("sourcery", {"returncode": 0, "stdout": "3 issues detected"}, False, "3 code quality issue"),
-        ("pyrefly", {"returncode": 1, "stdout": "pyrefly issue"}, False, "pyrefly issue"),
-    ),
+    [
+        (
+            "basedpyright",
+            {"returncode": 0, "stdout": ""},
+            True,
+            "",
+        ),
+        (
+            "basedpyright",
+            {"returncode": 1, "stdout": ""},
+            False,
+            "failed to parse",
+        ),
+        (
+            "sourcery",
+            {"returncode": 0, "stdout": "3 issues detected"},
+            False,
+            "3 code quality issue",
+        ),
+        (
+            "pyrefly",
+            {"returncode": 1, "stdout": "pyrefly issue"},
+            False,
+            "pyrefly issue",
+        ),
+    ],
 )
 def test_run_type_checker_known_tools(
     monkeypatch: pytest.MonkeyPatch,
@@ -94,11 +124,27 @@ def test_run_type_checker_known_tools(
     monkeypatch.setattr(guard.Path, "exists", lambda _path: True, raising=False)
 
     def fake_run(cmd: Iterable[str], **_: object) -> subprocess.CompletedProcess[str]:
-        return subprocess.CompletedProcess(list(cmd), int(run_payload["returncode"]), run_payload.get("stdout", ""), "")
+        returncode_obj = run_payload.get("returncode", 0)
+        if isinstance(returncode_obj, bool):
+            exit_code = int(returncode_obj)
+        elif isinstance(returncode_obj, int):
+            exit_code = returncode_obj
+        elif isinstance(returncode_obj, str):
+            exit_code = int(returncode_obj)
+        else:
+            raise AssertionError(f"Unexpected returncode type: {type(returncode_obj)!r}")
+
+        stdout_obj = run_payload.get("stdout", "")
+        stdout = str(stdout_obj)
+        return subprocess.CompletedProcess(list(cmd), exit_code, stdout=stdout, stderr="")
 
     monkeypatch.setattr(guard.subprocess, "run", fake_run)
 
-    success, message = guard._run_type_checker(tool_name, "tmp.py", guard.QualityConfig())
+    success, message = guard._run_type_checker(
+        tool_name,
+        "tmp.py",
+        guard.QualityConfig(),
+    )
     assert success is expected_success
     if expected_fragment:
         assert expected_fragment in message
@@ -108,10 +154,10 @@ def test_run_type_checker_known_tools(
 
 @pytest.mark.parametrize(
     ("exception", "expected_fragment"),
-    (
+    [
         (subprocess.TimeoutExpired(cmd=["tool"], timeout=30), "timeout"),
         (OSError("boom"), "execution error"),
-    ),
+    ],
 )
 def test_run_type_checker_runtime_exceptions(
     monkeypatch: pytest.MonkeyPatch,
@@ -126,7 +172,11 @@ def test_run_type_checker_runtime_exceptions(
 
     monkeypatch.setattr(guard.subprocess, "run", raise_exc)
 
-    success, message = guard._run_type_checker("sourcery", "tmp.py", guard.QualityConfig())
+    success, message = guard._run_type_checker(
+        "sourcery",
+        "tmp.py",
+        guard.QualityConfig(),
+    )
     assert success is True
     assert expected_fragment in message
 
@@ -137,7 +187,11 @@ def test_run_type_checker_tool_missing(monkeypatch: pytest.MonkeyPatch) -> None:
     monkeypatch.setattr(guard.Path, "exists", lambda _path: False, raising=False)
     monkeypatch.setattr(guard, "_ensure_tool_installed", lambda _name: False)
 
-    success, message = guard._run_type_checker("pyrefly", "tmp.py", guard.QualityConfig())
+    success, message = guard._run_type_checker(
+        "pyrefly",
+        "tmp.py",
+        guard.QualityConfig(),
+    )
 
     assert success is True
     assert "not available" in message
@@ -148,12 +202,19 @@ def test_run_type_checker_unknown_tool(monkeypatch: pytest.MonkeyPatch) -> None:
 
     monkeypatch.setattr(guard.Path, "exists", lambda _path: True, raising=False)
 
-    success, message = guard._run_type_checker("unknown", "tmp.py", guard.QualityConfig())
+    success, message = guard._run_type_checker(
+        "unknown",
+        "tmp.py",
+        guard.QualityConfig(),
+    )
     assert success is True
     assert "Unknown tool" in message
 
 
-def test_run_quality_analyses_invokes_cli(monkeypatch: pytest.MonkeyPatch, tmp_path: Path) -> None:
+def test_run_quality_analyses_invokes_cli(
+    monkeypatch: pytest.MonkeyPatch,
+    tmp_path: Path,
+) -> None:
     """_run_quality_analyses aggregates CLI outputs and duplicates."""
 
     script_path = tmp_path / "module.py"
@@ -202,7 +263,8 @@ def test_run_quality_analyses_invokes_cli(monkeypatch: pytest.MonkeyPatch, tmp_p
                 },
             )
         else:
-            raise AssertionError(f"Unexpected command: {cmd}")
+            message = f"Unexpected command: {cmd}"
+            raise AssertionError(message)
         return subprocess.CompletedProcess(list(cmd), 0, payload, "")
 
     monkeypatch.setattr(guard.subprocess, "run", fake_run)
@@ -221,11 +283,11 @@ def test_run_quality_analyses_invokes_cli(monkeypatch: pytest.MonkeyPatch, tmp_p
 
 @pytest.mark.parametrize(
     ("content", "expected"),
-    (
+    [
         ("from typing import Any\n\nAny\n", True),
         ("def broken(:\n    Any\n", True),
         ("def clean() -> None:\n    return None\n", False),
-    ),
+    ],
 )
 def test_detect_any_usage(content: str, expected: bool) -> None:
     """_detect_any_usage flags Any usage even on syntax errors."""
@@ -236,12 +298,12 @@ def test_detect_any_usage(content: str, expected: bool) -> None:
 
 @pytest.mark.parametrize(
     ("mode", "forced", "expected_permission"),
-    (
+    [
         ("strict", None, "deny"),
         ("warn", None, "ask"),
         ("permissive", None, "allow"),
         ("strict", "allow", "allow"),
-    ),
+    ],
 )
 def test_handle_quality_issues_modes(
     mode: str,
@@ -253,17 +315,29 @@ def test_handle_quality_issues_modes(
     config = guard.QualityConfig(enforcement_mode=mode)
     issues = ["Issue one", "Issue two"]
 
-    response = guard._handle_quality_issues("example.py", issues, config, forced_permission=forced)
-    assert response["permissionDecision"] == expected_permission
+    response = guard._handle_quality_issues(
+        "example.py",
+        issues,
+        config,
+        forced_permission=forced,
+    )
+    decision = cast(str, response["permissionDecision"])
+    assert decision == expected_permission
     if forced is None:
-        assert any(issue in response.get("reason", "") for issue in issues)
+        reason = cast(str, response.get("reason", ""))
+        assert any(issue in reason for issue in issues)
 
 
-def test_perform_quality_check_with_state_tracking(monkeypatch: pytest.MonkeyPatch) -> None:
+def test_perform_quality_check_with_state_tracking(
+    monkeypatch: pytest.MonkeyPatch,
+) -> None:
     """_perform_quality_check stores state and reports detected issues."""
 
     tracked_calls: list[str] = []
-    monkeypatch.setattr(guard, "store_pre_state", lambda path, content: tracked_calls.append(path))
+    def record_state(path: str, _content: str) -> None:
+        tracked_calls.append(path)
+
+    monkeypatch.setattr(guard, "store_pre_state", record_state)
 
     def fake_analyze(*_args: object, **_kwargs: object) -> guard.AnalysisResults:
         return {
@@ -276,11 +350,18 @@ def test_perform_quality_check_with_state_tracking(monkeypatch: pytest.MonkeyPat
 
     config = guard.QualityConfig(state_tracking_enabled=True)
 
-    has_issues, issues = guard._perform_quality_check("example.py", "def old(): pass", config)
+    has_issues, issues = guard._perform_quality_check(
+        "example.py",
+        "def old(): pass",
+        config,
+    )
 
     assert tracked_calls == ["example.py"]
     assert has_issues is True
-    assert any("Modernization" in issue or "modernization" in issue.lower() for issue in issues)
+    assert any(
+        "Modernization" in issue or "modernization" in issue.lower()
+        for issue in issues
+    )
 
 
 def test_check_cross_file_duplicates_command(monkeypatch: pytest.MonkeyPatch) -> None:
@@ -296,7 +377,10 @@ def test_check_cross_file_duplicates_command(monkeypatch: pytest.MonkeyPatch) ->
 
     monkeypatch.setattr(guard.subprocess, "run", fake_run)
 
-    issues = guard.check_cross_file_duplicates("/repo/example.py", guard.QualityConfig())
+    issues = guard.check_cross_file_duplicates(
+        "/repo/example.py",
+        guard.QualityConfig(),
+    )
 
     assert issues
     assert "duplicates" in captured_cmds[0]
@@ -314,9 +398,9 @@ def test_create_hook_response_includes_reason() -> None:
         additional_context="context",
         decision="block",
     )
-    assert response["permissionDecision"] == "deny"
-    assert response["reason"] == "Testing"
-    assert response["systemMessage"] == "System"
-    assert response["hookSpecificOutput"]["additionalContext"] == "context"
-    assert response["decision"] == "block"
-
+    assert cast(str, response["permissionDecision"]) == "deny"
+    assert cast(str, response["reason"]) == "Testing"
+    assert cast(str, response["systemMessage"]) == "System"
+    hook_output = cast(dict[str, object], response["hookSpecificOutput"])
+    assert cast(str, hook_output["additionalContext"]) == "context"
+    assert cast(str, response["decision"]) == "block"
diff --git a/tests/hooks/test_venv_and_formatting.py b/tests/hooks/test_venv_and_formatting.py
index 3b8da05..bf412da 100644
--- a/tests/hooks/test_venv_and_formatting.py
+++ b/tests/hooks/test_venv_and_formatting.py
@@ -2,25 +2,24 @@
 
 from __future__ import annotations
 
+# pyright: reportPrivateUsage=false, reportPrivateImportUsage=false, reportPrivateLocalImportUsage=false, reportUnknownArgumentType=false, reportUnknownVariableType=false, reportUnknownLambdaType=false, reportUnknownMemberType=false, reportUnusedCallResult=false
+
+# ruff: noqa: SLF001
 import json
 import os
 import subprocess
-import sys
+from collections.abc import Mapping
 from pathlib import Path
 
 import pytest
 
-# Add hooks directory to path
-HOOKS_DIR = Path(__file__).parent.parent.parent / "hooks"
-sys.path.insert(0, str(HOOKS_DIR))
-
-import code_quality_guard as guard
+from hooks import code_quality_guard as guard
 
 
 class TestVenvDetection:
     """Test virtual environment detection."""
 
-    def test_finds_venv_from_file_path(self, tmp_path: Path) -> None:
+    def test_finds_venv_from_file_path(self) -> None:
         """Should find .venv by traversing up from file."""
         # Use home directory to avoid /tmp check
         root = Path.home() / f"test_proj_{os.getpid()}"
@@ -99,12 +98,17 @@ class TestPythonpathSetup:
             tool.write_text("#!/bin/bash\necho fake")
             tool.chmod(0o755)
 
-            captured_env = {}
+            captured_env: dict[str, str] = {}
 
-            def capture_run(cmd: list[str], **kw: object) -> subprocess.CompletedProcess[str]:
-                if "env" in kw:
-                    captured_env.update(dict(kw["env"]))
-                return subprocess.CompletedProcess(cmd, 0, "", "")
+            def capture_run(
+                cmd: list[str],
+                **kwargs: object,
+            ) -> subprocess.CompletedProcess[str]:
+                env_obj = kwargs.get("env")
+                if isinstance(env_obj, Mapping):
+                    for key, value in env_obj.items():
+                        captured_env[str(key)] = str(value)
+                return subprocess.CompletedProcess(list(cmd), 0, stdout="", stderr="")
 
             monkeypatch.setattr(guard.subprocess, "run", capture_run)
 
@@ -137,10 +141,10 @@ class TestProjectRootAndTempFiles:
             nested = root / "src/pkg/subpkg"
             nested.mkdir(parents=True)
             (root / ".git").mkdir()
-            
+
             test_file = nested / "module.py"
             test_file.write_text("# test")
-            
+
             found_root = guard._find_project_root(str(test_file))
             assert found_root == root
         finally:
@@ -154,12 +158,12 @@ class TestProjectRootAndTempFiles:
         try:
             (root / "src").mkdir(parents=True)
             (root / "pyproject.toml").touch()
-            
+
             test_file = root / "src/module.py"
             test_file.write_text("# test")
-            
+
             tmp_dir = guard._get_project_tmp_dir(str(test_file))
-            
+
             assert tmp_dir.exists()
             assert tmp_dir == root / ".tmp"
             assert tmp_dir.parent == root
@@ -177,29 +181,33 @@ class TestProjectRootAndTempFiles:
             tool = root / ".venv/bin/basedpyright"
             tool.write_text("#!/bin/bash\necho fake")
             tool.chmod(0o755)
-            
+
             # Create pyrightconfig.json
             (root / "pyrightconfig.json").write_text('{"strict": []}')
-            
-            captured_cwd = []
-            
-            def capture_run(cmd: list[str], **kw: object) -> subprocess.CompletedProcess[str]:
-                if "cwd" in kw:
-                    captured_cwd.append(Path(str(kw["cwd"])))
-                return subprocess.CompletedProcess(cmd, 0, "", "")
-            
+
+            captured_cwd: list[Path] = []
+
+            def capture_run(
+                cmd: list[str],
+                **kwargs: object,
+            ) -> subprocess.CompletedProcess[str]:
+                cwd_obj = kwargs.get("cwd")
+                if cwd_obj is not None:
+                    captured_cwd.append(Path(str(cwd_obj)))
+                return subprocess.CompletedProcess(list(cmd), 0, stdout="", stderr="")
+
             monkeypatch.setattr(guard.subprocess, "run", capture_run)
-            
+
             test_file = root / "src/mod.py"
             test_file.write_text("# test")
-            
+
             guard._run_type_checker(
                 "basedpyright",
                 str(test_file),
                 guard.QualityConfig(),
                 original_file_path=str(test_file),
             )
-            
+
             # Should have run from project root
             assert len(captured_cwd) > 0
             assert captured_cwd[0] == root
diff --git a/tests/test_hook_integration.py b/tests/test_hook_integration.py
index a3e324b..2e9662f 100644
--- a/tests/test_hook_integration.py
+++ b/tests/test_hook_integration.py
@@ -1,4 +1,3 @@
-#!/usr/bin/env python3
 """Comprehensive integration tests for code quality hooks.
 
 This test suite validates that the hooks properly block forbidden code patterns
@@ -10,93 +9,103 @@ import subprocess
 import sys
 import tempfile
 from pathlib import Path
-from typing import Any
+from typing import cast
 
-import pytest
-
-# Add hooks directory to path
-HOOKS_DIR = Path(__file__).parent.parent / "hooks"
-sys.path.insert(0, str(HOOKS_DIR))
-
-from code_quality_guard import (
+from hooks.code_quality_guard import (
+    JsonObject,
     QualityConfig,
-    pretooluse_hook,
+    _detect_any_usage,  # pyright: ignore[reportPrivateUsage]
+    _detect_old_typing_patterns,  # pyright: ignore[reportPrivateUsage]
+    _detect_type_ignore_usage,  # pyright: ignore[reportPrivateUsage]
     posttooluse_hook,
-    _detect_any_usage,
-    _detect_type_ignore_usage,
-    _detect_old_typing_patterns,
+    pretooluse_hook,
 )
 
+HOOKS_DIR = Path(__file__).parent.parent / "hooks"
+
 
 class TestHookIntegration:
     """Integration tests for the complete hook system."""
 
-    def setup_method(self):
+    config: QualityConfig
+
+    def __init__(self) -> None:
+        super().__init__()
+        self.config = QualityConfig.from_env()
+        self.config.enforcement_mode = "strict"
+
+    def setup_method(self) -> None:
         """Set up test environment."""
         self.config = QualityConfig.from_env()
         self.config.enforcement_mode = "strict"
 
     def test_any_usage_blocked(self):
         """Test that typing.Any usage is blocked."""
-        content = '''from typing import Any
+        content = """from typing import Any
 
 def bad_function(param: Any) -> Any:
-    return param'''
+    return param"""
 
-        hook_data = {
+        hook_data = cast(
+            JsonObject,
+            {
             "tool_name": "Write",
             "tool_input": {
                 "file_path": "/src/production_code.py",  # Non-test file
-                "content": content
-            }
-        }
+                "content": content,
+            },
+            },
+        )
 
         result = pretooluse_hook(hook_data, self.config)
 
-        assert result["permissionDecision"] == "deny"
-        assert "typing.Any usage" in result["reason"]
-        print(f"✅ Any usage properly blocked: {result['reason']}")
+        decision = cast(str, result["permissionDecision"])
+        reason = cast(str, result["reason"])
+        assert decision == "deny"
+        assert "typing.Any usage" in reason
 
     def test_type_ignore_blocked(self):
         """Test that # type: ignore is blocked."""
-        content = '''def bad_function():
+        content = """def bad_function():
     x = some_untyped_call()  # type: ignore
-    return x'''
+    return x"""
 
-        hook_data = {
+        hook_data = cast(
+            JsonObject,
+            {
             "tool_name": "Write",
-            "tool_input": {
-                "file_path": "/src/production_code.py",
-                "content": content
-            }
-        }
+            "tool_input": {"file_path": "/src/production_code.py", "content": content},
+            },
+        )
 
         result = pretooluse_hook(hook_data, self.config)
 
-        assert result["permissionDecision"] == "deny"
-        assert "type: ignore" in result["reason"]
-        print(f"✅ type: ignore properly blocked: {result['reason']}")
+        decision = cast(str, result["permissionDecision"])
+        reason = cast(str, result["reason"])
+        assert decision == "deny"
+        assert "type: ignore" in reason
 
     def test_old_typing_patterns_blocked(self):
         """Test that old typing patterns are blocked."""
-        content = '''from typing import Union, Optional, List, Dict
+        content = """from typing import Union, Optional, List, Dict
 
 def bad_function(param: Union[str, int]) -> Optional[List[Dict[str, int]]]:
-    return None'''
+    return None"""
 
-        hook_data = {
+        hook_data = cast(
+            JsonObject,
+            {
             "tool_name": "Write",
-            "tool_input": {
-                "file_path": "/src/production_code.py",
-                "content": content
-            }
-        }
+            "tool_input": {"file_path": "/src/production_code.py", "content": content},
+            },
+        )
 
         result = pretooluse_hook(hook_data, self.config)
 
-        assert result["permissionDecision"] == "deny"
-        assert "Old typing pattern" in result["reason"]
-        print(f"✅ Old typing patterns properly blocked: {result['reason']}")
+        decision = cast(str, result["permissionDecision"])
+        reason = cast(str, result["reason"])
+        assert decision == "deny"
+        assert "Old typing pattern" in reason
 
     def test_good_code_allowed(self):
         """Test that good code is allowed through."""
@@ -106,175 +115,199 @@ def bad_function(param: Union[str, int]) -> Optional[List[Dict[str, int]]]:
         return None
     return [{"value": 1}]'''
 
-        hook_data = {
+        hook_data = cast(
+            JsonObject,
+            {
             "tool_name": "Write",
-            "tool_input": {
-                "file_path": "/src/production_code.py",
-                "content": content
-            }
-        }
+            "tool_input": {"file_path": "/src/production_code.py", "content": content},
+            },
+        )
 
         result = pretooluse_hook(hook_data, self.config)
 
-        assert result["permissionDecision"] == "allow"
-        print("✅ Good code properly allowed")
+        decision = cast(str, result["permissionDecision"])
+        assert decision == "allow"
 
     def test_test_file_conditionals_blocked(self):
         """Test that conditionals in test files are blocked."""
-        content = '''def test_something():
+        content = """def test_something():
     for item in items:
         if item.valid:
             assert item.process()
         else:
-            assert not item.process()'''
+            assert not item.process()"""
 
-        hook_data = {
+        hook_data = cast(
+            JsonObject,
+            {
             "tool_name": "Write",
             "tool_input": {
                 "file_path": "/tests/test_something.py",  # Test file
-                "content": content
-            }
-        }
+                "content": content,
+            },
+            },
+        )
 
         result = pretooluse_hook(hook_data, self.config)
 
-        assert result["permissionDecision"] == "deny"
-        assert ("Conditional Logic in Test Function" in result["reason"] or
-                "Loop Found in Test Function" in result["reason"])
-        print(f"✅ Test conditionals/loops properly blocked: {result['reason']}")
+        decision = cast(str, result["permissionDecision"])
+        reason = cast(str, result["reason"])
+        assert decision == "deny"
+        assert (
+            "Conditional Logic in Test Function" in reason
+            or "Loop Found in Test Function" in reason
+        )
 
     def test_enforcement_modes(self):
         """Test different enforcement modes."""
-        content = '''from typing import Any
+        content = """from typing import Any
 def bad_function(param: Any) -> Any:
-    return param'''
+    return param"""
 
-        hook_data = {
+        hook_data = cast(
+            JsonObject,
+            {
             "tool_name": "Write",
-            "tool_input": {
-                "file_path": "/src/production_code.py",
-                "content": content
-            }
-        }
+            "tool_input": {"file_path": "/src/production_code.py", "content": content},
+            },
+        )
 
         # Test strict mode
         self.config.enforcement_mode = "strict"
         result = pretooluse_hook(hook_data, self.config)
-        assert result["permissionDecision"] == "deny"
-        print("✅ Strict mode properly blocks")
+        assert cast(str, result["permissionDecision"]) == "deny"
 
         # Test warn mode
         self.config.enforcement_mode = "warn"
         result = pretooluse_hook(hook_data, self.config)
-        assert result["permissionDecision"] == "ask"
-        print("✅ Warn mode properly asks")
+        assert cast(str, result["permissionDecision"]) == "ask"
 
         # Test permissive mode
         self.config.enforcement_mode = "permissive"
         result = pretooluse_hook(hook_data, self.config)
-        assert result["permissionDecision"] == "allow"
-        print("✅ Permissive mode properly allows with warning")
+        assert cast(str, result["permissionDecision"]) == "allow"
 
     def test_edit_tool_blocking(self):
         """Test that Edit tool is also properly blocked."""
-        hook_data = {
-            "tool_name": "Edit",
-            "tool_input": {
-                "file_path": "/src/production_code.py",
-                "old_string": "def old_func():",
-                "new_string": "def new_func(param: Any) -> Any:"
-            }
-        }
+        hook_data = cast(
+            JsonObject,
+            {
+                "tool_name": "Edit",
+                "tool_input": {
+                    "file_path": "/src/production_code.py",
+                    "old_string": "def old_func():",
+                    "new_string": "def new_func(param: Any) -> Any:",
+                },
+            },
+        )
 
         result = pretooluse_hook(hook_data, self.config)
 
-        assert result["permissionDecision"] == "deny"
-        assert "typing.Any usage" in result["reason"]
-        print(f"✅ Edit tool properly blocked: {result['reason']}")
+        decision = cast(str, result["permissionDecision"])
+        reason = cast(str, result["reason"])
+        assert decision == "deny"
+        assert "typing.Any usage" in reason
 
     def test_multiedit_tool_blocking(self):
         """Test that MultiEdit tool is also properly blocked."""
-        hook_data = {
-            "tool_name": "MultiEdit",
-            "tool_input": {
-                "file_path": "/src/production_code.py",
-                "edits": [
-                    {
-                        "old_string": "def old_func():",
-                        "new_string": "def new_func(param: Any) -> Any:"
-                    }
-                ]
-            }
-        }
+        hook_data = cast(
+            JsonObject,
+            {
+                "tool_name": "MultiEdit",
+                "tool_input": {
+                    "file_path": "/src/production_code.py",
+                    "edits": [
+                        cast(
+                            JsonObject,
+                            {
+                                "old_string": "def old_func():",
+                                "new_string": "def new_func(param: Any) -> Any:",
+                            },
+                        ),
+                    ],
+                },
+            },
+        )
 
         result = pretooluse_hook(hook_data, self.config)
 
-        assert result["permissionDecision"] == "deny"
-        assert "typing.Any usage" in result["reason"]
-        print(f"✅ MultiEdit tool properly blocked: {result['reason']}")
+        decision = cast(str, result["permissionDecision"])
+        reason = cast(str, result["reason"])
+        assert decision == "deny"
+        assert "typing.Any usage" in reason
 
     def test_non_python_files_allowed(self):
         """Test that non-Python files are allowed through."""
-        hook_data = {
-            "tool_name": "Write",
-            "tool_input": {
-                "file_path": "/src/config.json",
-                "content": '{"any": "value", "type": "ignore"}'
-            }
-        }
-
+        hook_data = cast(
+            JsonObject,
+            {
+                "tool_name": "Write",
+                "tool_input": cast(
+                    JsonObject,
+                    {
+                        "file_path": "/src/config.json",
+                        "content": json.dumps({"any": "value", "type": "ignore"}),
+                    },
+                ),
+            },
+        )
         result = pretooluse_hook(hook_data, self.config)
 
-        assert result["permissionDecision"] == "allow"
-        print("✅ Non-Python files properly allowed")
+        assert cast(str, result["permissionDecision"]) == "allow"
 
     def test_posttooluse_hook(self):
         """Test PostToolUse hook functionality."""
         # Create a temp file with bad content
-        with tempfile.NamedTemporaryFile(mode='w', suffix='.py', delete=False) as f:
-            f.write("from typing import Any\ndef bad(x: Any) -> Any: return x")
+        with tempfile.NamedTemporaryFile(mode="w", suffix=".py", delete=False) as f:
+            _ = f.write("from typing import Any\ndef bad(x: Any) -> Any: return x")
             temp_path = f.name
 
         try:
-            hook_data = {
-                "tool_name": "Write",
-                "tool_response": {
-                    "file_path": temp_path
-                }
-            }
+            hook_data = cast(
+                JsonObject,
+                {
+                    "tool_name": "Write",
+                    "tool_response": cast(
+                        JsonObject,
+                        {"file_path": temp_path},
+                    ),
+                },
+            )
 
             result = posttooluse_hook(hook_data, self.config)
 
             # PostToolUse should detect issues in the written file
             assert "decision" in result
-            print(f"✅ PostToolUse hook working: {result}")
 
         finally:
             Path(temp_path).unlink(missing_ok=True)
 
     def test_command_line_execution(self):
         """Test that the hook works when executed via command line."""
-        test_input = json.dumps({
-            "tool_name": "Write",
-            "tool_input": {
-                "file_path": "/src/test.py",
-                "content": "from typing import Any\ndef bad(x: Any): pass"
-            }
-        })
+        test_input = json.dumps(
+            {
+                "tool_name": "Write",
+                "tool_input": {
+                    "file_path": "/src/test.py",
+                    "content": "from typing import Any\ndef bad(x: Any): pass",
+                },
+            },
+        )
 
         # Test from hooks directory
-        result = subprocess.run(
-            ["python", "code_quality_guard.py"],
+        script_path = HOOKS_DIR / "code_quality_guard.py"
+        result = subprocess.run(  # noqa: S603 - executes trusted project script
+            [sys.executable, str(script_path)],
+            check=False,
             input=test_input,
             text=True,
             capture_output=True,
-            cwd=HOOKS_DIR
+            cwd=HOOKS_DIR,
         )
 
-        output = json.loads(result.stdout)
-        assert output["permissionDecision"] == "deny"
+        output = cast(JsonObject, json.loads(result.stdout))
+        assert cast(str, output["permissionDecision"]) == "deny"
         assert result.returncode == 2  # Should exit with error code 2
-        print(f"✅ Command line execution properly blocks: {output['reason']}")
 
 
 class TestDetectionFunctions:
@@ -296,7 +329,6 @@ class TestDetectionFunctions:
             issues = _detect_any_usage(content)
             has_issues = len(issues) > 0
             assert has_issues == should_detect, f"Failed for: {content}"
-            print(f"✅ Any detection for '{content}': {has_issues}")
 
     def test_type_ignore_detection_comprehensive(self):
         """Test comprehensive type: ignore detection."""
@@ -313,7 +345,6 @@ class TestDetectionFunctions:
             issues = _detect_type_ignore_usage(content)
             has_issues = len(issues) > 0
             assert has_issues == should_detect, f"Failed for: {content}"
-            print(f"✅ Type ignore detection for '{content}': {has_issues}")
 
     def test_old_typing_patterns_comprehensive(self):
         """Test comprehensive old typing patterns detection."""
@@ -334,62 +365,3 @@ class TestDetectionFunctions:
             issues = _detect_old_typing_patterns(content)
             has_issues = len(issues) > 0
             assert has_issues == should_detect, f"Failed for: {content}"
-            print(f"✅ Old typing pattern detection for '{content}': {has_issues}")
-
-
-def run_comprehensive_test():
-    """Run all tests and provide a summary."""
-    print("🚀 Starting comprehensive hook testing...\n")
-
-    # Run the test classes
-    test_integration = TestHookIntegration()
-    test_integration.setup_method()
-
-    test_detection = TestDetectionFunctions()
-
-    tests = [
-        # Integration tests
-        (test_integration.test_any_usage_blocked, "Any usage blocking"),
-        (test_integration.test_type_ignore_blocked, "Type ignore blocking"),
-        (test_integration.test_old_typing_patterns_blocked, "Old typing patterns blocking"),
-        (test_integration.test_good_code_allowed, "Good code allowed"),
-        (test_integration.test_test_file_conditionals_blocked, "Test file conditionals blocked"),
-        (test_integration.test_enforcement_modes, "Enforcement modes"),
-        (test_integration.test_edit_tool_blocking, "Edit tool blocking"),
-        (test_integration.test_multiedit_tool_blocking, "MultiEdit tool blocking"),
-        (test_integration.test_non_python_files_allowed, "Non-Python files allowed"),
-        (test_integration.test_posttooluse_hook, "PostToolUse hook"),
-        (test_integration.test_command_line_execution, "Command line execution"),
-
-        # Detection function tests
-        (test_detection.test_any_detection_comprehensive, "Any detection comprehensive"),
-        (test_detection.test_type_ignore_detection_comprehensive, "Type ignore detection comprehensive"),
-        (test_detection.test_old_typing_patterns_comprehensive, "Old typing patterns comprehensive"),
-    ]
-
-    passed = 0
-    failed = 0
-
-    for test_func, test_name in tests:
-        try:
-            print(f"\n🧪 Running: {test_name}")
-            test_func()
-            passed += 1
-            print(f"✅ PASSED: {test_name}")
-        except Exception as e:
-            failed += 1
-            print(f"❌ FAILED: {test_name} - {e}")
-
-    print(f"\n📊 Test Results: {passed} passed, {failed} failed")
-
-    if failed == 0:
-        print("🎉 ALL TESTS PASSED! Hooks are working correctly.")
-    else:
-        print(f"⚠️  {failed} tests failed. Hooks need fixes.")
-
-    return failed == 0
-
-
-if __name__ == "__main__":
-    success = run_comprehensive_test()
-    sys.exit(0 if success else 1)
\ No newline at end of file