diff --git a/.gitignore b/.gitignore
deleted file mode 100644
index 505a3b1..0000000
--- a/.gitignore
+++ /dev/null
@@ -1,10 +0,0 @@
-# Python-generated files
-__pycache__/
-*.py[oc]
-build/
-dist/
-wheels/
-*.egg-info
-
-# Virtual environments
-.venv
diff --git a/.python-version b/.python-version
deleted file mode 100644
index 24ee5b1..0000000
--- a/.python-version
+++ /dev/null
@@ -1 +0,0 @@
-3.13
diff --git a/README.md b/README.md
index f9e7bcb..bffdc85 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,3 @@
 # ReviewLlama
 
-Simple coding agent for double checking PRs before you submit them
+PR Code reviewer to catch syntax and stylistic errors using Ollama
\ No newline at end of file
diff --git a/pyproject.toml b/pyproject.toml
deleted file mode 100644
index 7279b67..0000000
--- a/pyproject.toml
+++ /dev/null
@@ -1,28 +0,0 @@
-[project]
-name = "reviewllama"
-version = "0.1.0"
-description = "Add your description here"
-readme = "README.md"
-authors = [{ name = "Alex Selimov", email = "alex@alexselimov.com" }]
-requires-python = ">=3.13"
-dependencies = [
-    "gitpython>=3.1.44",
-    "langchain>=0.3.25",
-    "langchain-community>=0.3.25",
-    "langchain-ollama>=0.3.3",
-    "pytest>=8.4.0",
-    "rich>=14.0.0",
-]
-
-[project.scripts]
-reviewllama = "reviewllama:main"
-
-[build-system]
-requires = ["hatchling"]
-build-backend = "hatchling.build"
-
-[tool.pyright]
-include = ["src", "reviewllama"]
-exclude = ["**/node_modules", "**/__pycache__"]
-reportMissingImports = true
-typeCheckingMode = "basic"
diff --git a/roadmap.md b/roadmap.md
deleted file mode 100644
index f787e53..0000000
--- a/roadmap.md
+++ /dev/null
@@ -1,61 +0,0 @@
-# ReviewLlama Technical Roadmap
-
-## Stage 1: Project Setup & CLI Framework
-- [x]  Initialize project structure with proper package management
-- [x]  Implement argument parsing for directory, model, and Ollama server parameters
-- [x]  Create basic CLI interface with help documentation
-- [x]  Set up logging and error handling framework
-
-## Stage 2: Git Integration
-- [ ]  Implement git repository detection and validation
-- [ ]  Build diff extraction functionality between current branch and origin
-- [ ]  Parse git diff output into structured format (files, hunks, additions/deletions)
-- [ ]  Handle edge cases (new files, deletions, binary files, merge conflicts)
-
-## Stage 3: Ollama Client Integration
-- [ ]  Create HTTP client for Ollama API communication
-- [ ]  Implement model availability checking and validation
-- [ ]  Build request/response handling with proper error management
-- [ ]  Add connection testing and retry logic
-
-## Stage 4: Code Context Analysis & RAG Preparation
-- [ ]  Implement file parsing and syntax tree generation for major languages
-- [ ]  Build code context extraction (function signatures, class definitions, imports)
-- [ ]  Create code chunking strategy for large files
-- [ ]  Develop dependency graph analysis for related code understanding
-
-## Stage 5: RAG Implementation
-- [ ]  Design vector embedding strategy for code snippets
-- [ ]  Implement local vector storage (SQLite + embeddings or similar)
-- [ ]  Build context retrieval system based on code similarity
-- [ ]  Create context ranking and selection algorithms
-
-## Stage 6: Review Generation Engine
-- [ ]  Design prompt templates for different review types (security, performance, style, logic)
-- [ ]  Implement review request formatting with context injection
-- [ ]  Build response parsing and suggestion extraction
-- [ ]  Create confidence scoring for suggestions
-
-## Stage 7: Interactive Review Interface
-- [ ]  Implement terminal UI for displaying suggestions
-- [ ]  Build yes/no selection system with keyboard navigation
-- [ ]  Create suggestion categorization and filtering
-- [ ]  Add batch accept/reject functionality
-
-## Stage 8: Review Application System
-- [ ]  Implement automatic code modification for accepted suggestions
-- [ ]  Create backup and rollback mechanisms
-- [ ]  Build conflict resolution for overlapping changes
-- [ ]  Add preview mode for showing proposed changes
-
-## Stage 9: Configuration & Persistence
-- [ ]  Create configuration file system for user preferences
-- [ ]  Implement review history and suggestion tracking
-- [ ]  Build ignore patterns and custom rule systems
-- [ ]  Add project-specific configuration support
-
-## Stage 10: Testing & Polish
-- [ ]  Comprehensive unit and integration testing
-- [ ]  Performance optimization for large repositories
-- [ ]  Error handling refinement and user experience improvements
-- [ ]  Documentation and installation packaging
diff --git a/src/reviewllama/__init__.py b/src/reviewllama/__init__.py
deleted file mode 100644
index 06f2620..0000000
--- a/src/reviewllama/__init__.py
+++ /dev/null
@@ -1,5 +0,0 @@
-from reviewllama.cli import cli
-
-
-def main() -> None:
-    cli()
diff --git a/src/reviewllama/cli.py b/src/reviewllama/cli.py
deleted file mode 100644
index 5e5da02..0000000
--- a/src/reviewllama/cli.py
+++ /dev/null
@@ -1,112 +0,0 @@
-import argparse
-import sys
-from pathlib import Path
-from typing import List, Optional
-
-from reviewllama.git_diff import analyze_git_repository
-
-from .configs import ReviewConfig, create_config_from_vars
-from .logger import (
-    log_git_analysis_result,
-    log_git_analysis_start,
-    log_paths,
-    log_review_start,
-)
-
-
-def normalize_server_url(url: str) -> str:
-    """Normalize Ollama server URL to ensure proper format."""
-    if not url.startswith(("http://", "https://")):
-        return f"http://{url}"
-    return url.rstrip("/")
-
-
-def create_argument_parser() -> argparse.ArgumentParser:
-    """Create and configure the argument parser."""
-    parser = argparse.ArgumentParser(
-        prog="reviewllama",
-        description="AI-powered code review assistant",
-        formatter_class=argparse.RawDescriptionHelpFormatter,
-        epilog="""
-Examples:
-  reviewllama . --model gemma3:27b --server localhost:11434
-  reviewllama src/ tests/ --model llama3.2:7b 
-        """,
-    )
-
-    parser.add_argument(
-        "paths",
-        nargs="+",
-        metavar="PATH",
-        help="One or more file paths or git directories to review",
-    )
-
-    parser.add_argument(
-        "--model",
-        default="llama3.2:3b",
-        help="Ollama model to use for code review (default: %(default)s)",
-    )
-
-    parser.add_argument(
-        "--server",
-        dest="server_url",
-        default="localhost:11434",
-        help="Ollama server URL (default: %(default)s)",
-    )
-
-    parser.add_argument(
-        "--base-branch",
-        dest="base_branch",
-        default="master",
-        help="Base branch to compare against (default: %(default)s)",
-    )
-
-    return parser
-
-
-def parse_raw_arguments(args: Optional[List[str]] = None) -> argparse.Namespace:
-    """Parse command line arguments into raw namespace."""
-    parser = create_argument_parser()
-    return parser.parse_args(args)
-
-
-def transform_namespace_to_config(namespace: argparse.Namespace) -> ReviewConfig:
-    """Transform argparse namespace into ReviewConfig."""
-    paths = [Path(path_str) for path_str in namespace.paths]
-
-    return create_config_from_vars(
-        paths=paths,
-        model=namespace.model,
-        server_url=normalize_server_url(namespace.server_url),
-        # TODO: Update this system prompt. Either allow the user to provide it or engineer our own for this.
-        system_prompt="You are a helpful AI assistant",
-        base_branch=namespace.base_branch,
-    )
-
-
-def parse_arguments(args: Optional[List[str]] = None) -> ReviewConfig:
-    """Parse command line arguments and return validated configuration."""
-    raw_namespace = parse_raw_arguments(args)
-    return transform_namespace_to_config(raw_namespace)
-
-
-def cli() -> None:
-    """Main entry point for the CLI."""
-    try:
-        config = parse_arguments()
-        # TODO: Pass config to review engine
-        log_review_start(config)
-        log_paths(config.paths)
-
-        for path in config.paths:
-            analysis = analyze_git_repository(path, config.base_branch)
-            log_git_analysis_start(path, config.base_branch)
-            log_git_analysis_result(analysis)
-            print(analysis.diffs)
-
-    except SystemExit:
-        # argparse calls sys.exit on error, let it propagate
-        raise
-    except Exception as e:
-        print(f"Error: {e}", file=sys.stderr)
-        sys.exit(1)
diff --git a/src/reviewllama/configs.py b/src/reviewllama/configs.py
deleted file mode 100644
index 352d02a..0000000
--- a/src/reviewllama/configs.py
+++ /dev/null
@@ -1,62 +0,0 @@
-from dataclasses import dataclass, field
-from pathlib import Path
-from typing import List
-
-
-@dataclass(frozen=True)
-class OllamaConfig:
-    """Configuration for Ollama client."""
-
-    chat_model: str
-    embedding_model: str
-    base_url: str
-    system_prompt: str
-    # TODO: Update this to be a passed in value
-    temperature: float = field(default=0.7)
-
-
-@dataclass(frozen=True)
-class ReviewConfig:
-    """Complete configuration for ReviewLlama."""
-
-    paths: List[Path]
-    ollama: OllamaConfig
-    base_branch: str
-
-
-def create_ollama_config(
-    model: str,
-    server_url: str,
-    system_prompt: str,
-    temperature=0.7,
-    embedding_model="nomic-embed-text",
-) -> OllamaConfig:
-    """Create OllamaConfig with validated parameters."""
-    return OllamaConfig(
-        chat_model=model,
-        embedding_model=embedding_model,
-        base_url=server_url,
-        system_prompt=system_prompt,
-        temperature=temperature,
-    )
-
-
-def create_review_config(
-    paths: List[Path], ollama_config: OllamaConfig, base_branch: str
-) -> ReviewConfig:
-    """Create complete ReviewConfig from validated components."""
-    return ReviewConfig(paths=paths, ollama=ollama_config, base_branch=base_branch)
-
-
-def create_config_from_vars(
-    paths: List[Path],
-    model: str,
-    server_url: str,
-    system_prompt: str,
-    base_branch: str,
-):
-    ollama_config = OllamaConfig(
-        chat_model=model, base_url=server_url, system_prompt=system_prompt
-    )
-
-    return create_review_config(paths, ollama_config, base_branch)
diff --git a/src/reviewllama/git_diff.py b/src/reviewllama/git_diff.py
deleted file mode 100644
index 87dd811..0000000
--- a/src/reviewllama/git_diff.py
+++ /dev/null
@@ -1,198 +0,0 @@
-"""
-Git analysis module for ReviewLlama using functional programming style.
-"""
-
-from dataclasses import dataclass
-from pathlib import Path
-from typing import List, Optional, Tuple
-
-from git import Repo
-from git.diff import Diff
-from git.exc import GitCommandError, InvalidGitRepositoryError
-from git.objects import Commit
-from rich.console import Console
-
-
-@dataclass(frozen=True)
-class GitDiff:
-    """Represents a git diff with metadata."""
-
-    file_path: str
-    old_content: str
-    new_content: str
-    diff_text: str
-    change_type: str  # 'added', 'modified', 'deleted'
-
-
-@dataclass(frozen=True)
-class GitAnalysis:
-    """Complete git analysis result."""
-
-    repo: Repo
-    repository_path: Path
-    current_branch: str
-    base_branch: str
-    diffs: List[GitDiff]
-    total_files_changed: int
-
-
-def find_git_repository(path: Path) -> Repo:
-    """Find and return git repository from given path."""
-    try:
-        return Repo(path, search_parent_directories=True)
-    except InvalidGitRepositoryError:
-        raise ValueError(f"No git repository found at or above {path}")
-
-
-def get_current_branch_name(repo: Repo) -> str:
-    """Get the name of the current branch."""
-    try:
-        return repo.active_branch.name
-    except TypeError:
-        # Detached HEAD state
-        return repo.head.commit.hexsha[:8]
-
-
-def branch_exists(repo: Repo, branch_name: str) -> bool:
-    """Check if a branch exists in the repository."""
-    try:
-        repo.commit(branch_name)
-        return True
-    except:
-        return False
-
-
-def get_tracked_files(repo: Repo):
-    return [
-        entry.abspath
-        for entry in repo.commit().tree.traverse()
-        if Path(entry.abspath).is_file()
-    ]
-
-
-def get_base_branch(repo: Repo, requested_base: str) -> str:
-    """Determine the base branch to compare against."""
-    # Try requested base first
-    if branch_exists(repo, requested_base):
-        return requested_base
-
-    # Fall back to common master branch names
-    common_masters = ["master", "main", "develop"]
-    for branch in common_masters:
-        if branch_exists(repo, branch):
-            return branch
-
-    raise ValueError(
-        f"Base branch '{requested_base}' not found and no common master branch exists"
-    )
-
-
-def get_diff_between_branches(repo: Repo, base_branch: str, current_branch: str):
-    """Get diff between two branches."""
-    try:
-        base_commit = repo.commit(base_branch)
-        current_commit = repo.commit(current_branch)
-        return base_commit.diff(current_commit)
-    except GitCommandError as e:
-        raise ValueError(
-            f"Failed to get diff between {base_branch} and {current_branch}: {e}"
-        )
-
-
-def determine_change_type(diff_item: Diff) -> str:
-    """Determine the type of change from a diff item."""
-    if diff_item.new_file:
-        return "added"
-    elif diff_item.deleted_file:
-        return "deleted"
-    else:
-        return "modified"
-
-
-def extract_file_content(diff_item: Diff, is_old: bool = True) -> str:
-    """Extract file content from diff item."""
-    try:
-        blob = diff_item.a_blob if is_old else diff_item.b_blob
-        if blob is None:
-            return ""
-        return blob.data_stream.read().decode("utf-8", errors="ignore")
-    except (UnicodeDecodeError, AttributeError):
-        return ""
-
-
-def create_git_diff(diff_item: Diff) -> GitDiff:
-    """Create GitDiff from git.Diff object."""
-    file_path = diff_item.a_path or diff_item.b_path or "unknown"
-    old_content = extract_file_content(diff_item, is_old=True)
-    new_content = extract_file_content(diff_item, is_old=False)
-    diff_text = str(diff_item)
-    change_type = determine_change_type(diff_item)
-
-    return GitDiff(
-        file_path=file_path,
-        old_content=old_content,
-        new_content=new_content,
-        diff_text=diff_text,
-        change_type=change_type,
-    )
-
-
-def process_diff_items(diff_index) -> List[GitDiff]:
-    """Process all diff items into GitDiff objects."""
-    return [create_git_diff(item) for item in diff_index]
-
-
-def filter_reviewable_diffs(diffs: List[GitDiff]) -> List[GitDiff]:
-    """Filter diffs to only include reviewable files."""
-
-    # TODO: Update this to a more complete list of programming language extensions
-    reviewable_extensions = {
-        ".py",
-        ".js",
-        ".ts",
-        ".java",
-        ".cpp",
-        ".c",
-        ".h",
-        ".hpp",
-        ".go",
-        ".rs",
-        ".rb",
-        ".php",
-        ".cs",
-        ".swift",
-        ".kt",
-        ".scala",
-        ".clj",
-        ".sh",
-        ".sql",
-        ".yml",
-        ".yaml",
-        ".json",
-    }
-
-    def is_reviewable(diff: GitDiff) -> bool:
-        path = Path(diff.file_path)
-        return path.suffix.lower() in reviewable_extensions
-
-    return [diff for diff in diffs if is_reviewable(diff)]
-
-
-def analyze_git_repository(path: Path, base_branch: str) -> GitAnalysis:
-    """Analyze git repository and extract diffs for review."""
-    repo = find_git_repository(path)
-    current_branch = get_current_branch_name(repo)
-    resolved_base_branch = get_base_branch(repo, base_branch)
-
-    diff_index = get_diff_between_branches(repo, resolved_base_branch, current_branch)
-    all_diffs = process_diff_items(diff_index)
-    reviewable_diffs = filter_reviewable_diffs(all_diffs)
-
-    return GitAnalysis(
-        repo=repo,
-        repository_path=path,
-        current_branch=current_branch,
-        base_branch=resolved_base_branch,
-        diffs=reviewable_diffs,
-        total_files_changed=len(reviewable_diffs),
-    )
diff --git a/src/reviewllama/llm.py b/src/reviewllama/llm.py
deleted file mode 100644
index 85e6d96..0000000
--- a/src/reviewllama/llm.py
+++ /dev/null
@@ -1,101 +0,0 @@
-from dataclasses import dataclass
-from pathlib import Path
-from typing import Any
-
-from langchain.memory import ConversationBufferMemory
-from langchain.prompts import ChatPromptTemplate, MessagesPlaceholder
-from langchain.schema import BaseMessage
-from langchain_core.runnables import RunnableLambda
-from langchain_core.runnables.base import RunnableSerializable
-from langchain_core.runnables.passthrough import RunnablePassthrough
-from langchain_core.vectorstores import VectorStoreRetriever
-from langchain_ollama import ChatOllama
-
-from reviewllama.vector_store import get_context_from_store
-
-from .configs import OllamaConfig
-
-
-@dataclass(frozen=True)
-class ChatClient:
-    chain: RunnableSerializable[dict[str, Any], BaseMessage]
-    memory: ConversationBufferMemory
-
-    def get_last_response_or_none(self):
-        try:
-            return self.memory.chat_memory.messages[-1]
-        except IndexError:
-            return None
-
-
-def create_chat_chain(
-    config: OllamaConfig,
-) -> RunnableSerializable[dict[str, Any], BaseMessage]:
-    """Create the chat chain for use by the code."""
-    llm = ChatOllama(
-        model=config.chat_model,
-        base_url=config.base_url,
-        temperature=config.temperature,
-    )
-
-    prompt = ChatPromptTemplate.from_messages(
-        [
-            ("system", config.system_prompt),
-            MessagesPlaceholder("chat_history"),
-            ("human", "Context\n{context}\n\nQuestion:\n{input}"),
-        ]
-    )
-
-    def get_chat_history(inputs: dict) -> list:
-        """Extract chat history from memory object."""
-        try:
-            return inputs["memory"].chat_memory.messages
-        except AttributeError:
-            return []
-
-    def get_context(inputs: dict) -> str:
-        """Extract the RAG context from the input object"""
-        try:
-            return inputs["context"]
-        except AttributeError:
-            return ""
-
-    return (
-        RunnablePassthrough.assign(
-            chat_history=RunnableLambda(get_chat_history),
-            context=RunnableLambda(get_context),
-        )
-        | prompt
-        | llm
-    )
-
-
-def create_memory():
-    return ConversationBufferMemory(memory_key="chat_history", return_messages=True)
-
-
-def create_chat_client(config: OllamaConfig):
-    return ChatClient(
-        chain=create_chat_chain(config),
-        memory=create_memory(),
-    )
-
-
-def chat_with_client(
-    client: ChatClient, message: str, retriever: VectorStoreRetriever | None = None
-) -> ChatClient:
-
-    if retriever:
-        context = get_context_from_store(message, retriever)
-    else:
-        context = ""
-
-    response = client.chain.invoke(
-        {"input": message, "memory": client.memory, "context": context}
-    )
-
-    memory = client.memory
-    memory.chat_memory.add_user_message(message)
-    memory.chat_memory.add_ai_message(response.content)
-
-    return ChatClient(chain=client.chain, memory=memory)
diff --git a/src/reviewllama/logger.py b/src/reviewllama/logger.py
deleted file mode 100644
index c1e1e2e..0000000
--- a/src/reviewllama/logger.py
+++ /dev/null
@@ -1,77 +0,0 @@
-import sys
-from pathlib import Path
-from typing import List
-
-from rich.console import Console
-from rich.text import Text
-
-from .configs import ReviewConfig
-from .git_diff import GitAnalysis
-
-
-def create_console() -> Console:
-    """Create console instance for colored output."""
-    return Console()
-
-
-def create_error_console() -> Console:
-    return Console(stderr=True, style="bold red")
-
-
-def log_review_start(config: ReviewConfig) -> None:
-    console = create_console()
-    """Log the start of review process with colored output."""
-    console.print(
-        f"ReviewLlama - Starting review of {len(config.paths)} path(s)",
-        style="bold",
-    )
-    console.print(f"Model: [cyan]{config.ollama.chat_model}[/cyan]")
-    console.print(f"Server: [cyan]{config.ollama.base_url}[/cyan]")
-    console.print()
-
-
-def log_paths(paths: List[Path]) -> None:
-    """Log the paths being reviewed with colored output."""
-    console = create_console()
-    console.print("Paths to review:")
-    for path in paths:
-        console.print(f"  • {path}")
-    console.print()
-
-
-def log_error(error: str) -> None:
-    """Log error message with colored output."""
-    console = create_error_console()
-    console.print(f"Error: {error}")
-
-
-def log_git_analysis_start(path: Path, base_branch: str) -> None:
-    """Log the start of git analysis."""
-    console = create_console()
-    console.print(f"[dim]Analyzing git repository at:[/dim] {path}")
-    console.print(f"[dim]Base branch:[/dim] {base_branch}")
-
-
-def log_git_analysis_result(analysis: GitAnalysis) -> None:
-    """Log the results of git analysis."""
-    console = create_console()
-    console.print(f"[dim]Current branch:[/dim] {analysis.current_branch}")
-    console.print(f"[dim]Comparing against:[/dim] {analysis.base_branch}")
-    console.print(f"[dim]Files changed:[/dim] {analysis.total_files_changed}")
-
-    if analysis.diffs:
-        console.print("\n[bold]Changed files:[/bold]")
-        for diff in analysis.diffs:
-            change_color = {
-                "added": "green",
-                "modified": "yellow",
-                "deleted": "red",
-            }.get(diff.change_type, "white")
-
-            console.print(
-                f"  [{change_color}]{diff.change_type.upper():>8}[/{change_color}] {diff.file_path}"
-            )
-    else:
-        console.print("[dim]No reviewable files changed.[/dim]")
-
-    console.print()
diff --git a/src/reviewllama/utilities.py b/src/reviewllama/utilities.py
deleted file mode 100644
index 4b7de7f..0000000
--- a/src/reviewllama/utilities.py
+++ /dev/null
@@ -1,19 +0,0 @@
-import socket
-
-import requests
-
-from reviewllama.configs import OllamaConfig
-
-
-def is_ollama_available(config: OllamaConfig, timeout: int = 5) -> bool:
-    host, port = config.base_url.split(":")
-    try:
-        with socket.create_connection((host, port), timeout=timeout):
-            pass
-
-        # Then check if Ollama API is responding
-        response = requests.get(f"http://{host}:{port}/api/tags", timeout=timeout)
-        return response.status_code == 200
-
-    except (socket.error, requests.exceptions.RequestException, Exception):
-        return False
diff --git a/src/reviewllama/vector_store.py b/src/reviewllama/vector_store.py
deleted file mode 100644
index 31b0aa9..0000000
--- a/src/reviewllama/vector_store.py
+++ /dev/null
@@ -1,28 +0,0 @@
-from pathlib import Path
-
-from langchain_community.document_loaders import TextLoader
-from langchain_community.vectorstores import FAISS
-from langchain_core.documents.base import Document
-from langchain_core.vectorstores import VectorStoreRetriever
-from langchain_ollama.embeddings import OllamaEmbeddings
-
-
-def documents_from_list(file_paths: list[Path | str]) -> list[Document]:
-    return [doc for file_path in file_paths for doc in TextLoader(file_path).load()]
-
-
-def create_retriever(
-    file_paths: list[Path | str], embedding_model: str
-) -> VectorStoreRetriever:
-    embeddings = OllamaEmbeddings(model=embedding_model)
-    vectorstore = FAISS.from_documents(documents_from_list(file_paths), embeddings)
-    return vectorstore.as_retriever()
-
-
-def get_context_from_store(message: str, retriever: VectorStoreRetriever):
-    docs = retriever.get_relevant_documents(message)
-    return "\n\n".join([doc.page_content for doc in docs])
-
-
-# TODO: Currently the vector store is reconstructed each time. Add logic for saving/updating the
-# vector store instead of reconstructing it each time the code is executed.
diff --git a/tests/__init__.py b/tests/__init__.py
deleted file mode 100644
index e69de29..0000000
diff --git a/tests/test_git_diff.py b/tests/test_git_diff.py
deleted file mode 100644
index 82fdaf4..0000000
--- a/tests/test_git_diff.py
+++ /dev/null
@@ -1,385 +0,0 @@
-"""
-Unit tests for git analysis functionality using pytest.
-"""
-
-from pathlib import Path
-from unittest.mock import Mock, PropertyMock, patch
-
-import pytest
-from git.exc import GitCommandError, InvalidGitRepositoryError
-
-from reviewllama.git_diff import (
-    GitAnalysis,
-    GitDiff,
-    analyze_git_repository,
-    branch_exists,
-    create_git_diff,
-    determine_change_type,
-    extract_file_content,
-    filter_reviewable_diffs,
-    find_git_repository,
-    get_base_branch,
-    get_current_branch_name,
-    get_diff_between_branches,
-    process_diff_items,
-)
-
-
-# Fixtures
-@pytest.fixture
-def mock_repo():
-    """Create a mock git repository."""
-    repo = Mock()
-    repo.active_branch.name = "feature-branch"
-    repo.head.commit.hexsha = "abc123def456"
-    return repo
-
-
-@pytest.fixture
-def mock_diff_item():
-    """Create a mock git diff item."""
-    diff = Mock()
-    diff.a_path = "src/main.py"
-    diff.b_path = "src/main.py"
-    diff.new_file = False
-    diff.deleted_file = False
-    diff.a_blob = Mock()
-    diff.b_blob = Mock()
-    diff.a_blob.data_stream.read.return_value = b"old content"
-    diff.b_blob.data_stream.read.return_value = b"new content"
-    diff.__str__ = Mock(return_value="diff content")
-    return diff
-
-
-@pytest.fixture
-def sample_git_diffs():
-    """Create sample GitDiff objects for testing."""
-    return [
-        GitDiff("src/main.py", "old", "new", "diff", "modified"),
-        GitDiff("test.js", "old", "new", "diff", "added"),
-        GitDiff("README.md", "old", "new", "diff", "modified"),
-        GitDiff("image.png", "old", "new", "diff", "added"),
-    ]
-
-
-# Tests for find_git_repository
-@patch("reviewllama.git_diff.Repo")
-def test_find_git_repository_success(mock_repo_class):
-    """Test successful git repository detection."""
-    mock_repo_instance = Mock()
-    mock_repo_class.return_value = mock_repo_instance
-
-    path = Path("/project")
-    result = find_git_repository(path)
-
-    mock_repo_class.assert_called_once_with(path, search_parent_directories=True)
-    assert result == mock_repo_instance
-
-
-@patch("reviewllama.git_diff.Repo")
-def test_find_git_repository_not_found(mock_repo_class):
-    """Test git repository not found."""
-    mock_repo_class.side_effect = InvalidGitRepositoryError()
-
-    path = Path("/not-a-repo")
-
-    with pytest.raises(ValueError, match="No git repository found"):
-        find_git_repository(path)
-
-
-# Tests for get_current_branch_name
-def test_get_current_branch_name_active_branch(mock_repo):
-    """Test getting current branch name from active branch."""
-    result = get_current_branch_name(mock_repo)
-    assert result == "feature-branch"
-
-
-def test_get_current_branch_name_detached_head(mock_repo):
-    """Test getting current branch name in detached HEAD state."""
-    type(mock_repo.active_branch).name = PropertyMock(side_effect=TypeError())
-    result = get_current_branch_name(mock_repo)
-    assert result == "abc123de"  # First 8 chars of hexsha
-
-
-# Tests for branch_exists
-def test_branch_exists_true(mock_repo):
-    """Test branch exists returns True when branch found."""
-    mock_repo.commit.return_value = Mock()
-
-    result = branch_exists(mock_repo, "main")
-    assert result is True
-    mock_repo.commit.assert_called_once_with("main")
-
-
-def test_branch_exists_false(mock_repo):
-    """Test branch exists returns False when branch not found."""
-    mock_repo.commit.side_effect = Exception("Branch not found")
-
-    result = branch_exists(mock_repo, "nonexistent")
-    assert result is False
-
-
-# Tests for get_base_branch
-@patch("reviewllama.git_diff.branch_exists")
-def test_get_base_branch_requested_exists(mock_branch_exists, mock_repo):
-    """Test get_base_branch returns requested branch when it exists."""
-    mock_branch_exists.return_value = True
-
-    result = get_base_branch(mock_repo, "develop")
-    assert result == "develop"
-    mock_branch_exists.assert_called_once_with(mock_repo, "develop")
-
-
-@patch("reviewllama.git_diff.branch_exists")
-def test_get_base_branch_fallback_to_master(mock_branch_exists, mock_repo):
-    """Test get_base_branch falls back to master when requested not found."""
-    mock_branch_exists.side_effect = [False, True]  # requested=False, master=True
-
-    result = get_base_branch(mock_repo, "nonexistent")
-    assert result == "master"
-
-
-@patch("reviewllama.git_diff.branch_exists")
-def test_get_base_branch_fallback_to_main(mock_branch_exists, mock_repo):
-    """Test get_base_branch falls back to main when master not found."""
-    mock_branch_exists.side_effect = [
-        False,
-        False,
-        True,
-    ]  # requested=False, master=False, main=True
-
-    result = get_base_branch(mock_repo, "nonexistent")
-    assert result == "main"
-
-
-@patch("reviewllama.git_diff.branch_exists")
-def test_get_base_branch_no_fallback_found(mock_branch_exists, mock_repo):
-    """Test get_base_branch raises error when no fallback found."""
-    mock_branch_exists.return_value = False
-
-    with pytest.raises(ValueError, match="Base branch 'nonexistent' not found"):
-        get_base_branch(mock_repo, "nonexistent")
-
-
-# Tests for get_diff_between_branches
-def test_get_diff_between_branches_success(mock_repo):
-    """Test successful diff between branches."""
-    base_commit = Mock()
-    current_commit = Mock()
-    mock_diff = Mock()
-
-    mock_repo.commit.side_effect = [base_commit, current_commit]
-    base_commit.diff.return_value = mock_diff
-
-    result = get_diff_between_branches(mock_repo, "master", "feature")
-
-    assert result == mock_diff
-    base_commit.diff.assert_called_once_with(current_commit)
-
-
-def test_get_diff_between_branches_git_error(mock_repo):
-    """Test diff between branches with git error."""
-    mock_repo.commit.side_effect = GitCommandError("git", "error")
-
-    with pytest.raises(ValueError, match="Failed to get diff"):
-        get_diff_between_branches(mock_repo, "master", "feature")
-
-
-# Tests for determine_change_type
-def test_determine_change_type_added():
-    """Test determine_change_type for added file."""
-    diff = Mock()
-    diff.new_file = True
-    diff.deleted_file = False
-
-    result = determine_change_type(diff)
-    assert result == "added"
-
-
-def test_determine_change_type_deleted():
-    """Test determine_change_type for deleted file."""
-    diff = Mock()
-    diff.new_file = False
-    diff.deleted_file = True
-
-    result = determine_change_type(diff)
-    assert result == "deleted"
-
-
-def test_determine_change_type_modified():
-    """Test determine_change_type for modified file."""
-    diff = Mock()
-    diff.new_file = False
-    diff.deleted_file = False
-
-    result = determine_change_type(diff)
-    assert result == "modified"
-
-
-# Tests for extract_file_content
-def test_extract_file_content_old(mock_diff_item):
-    """Test extracting old file content."""
-    result = extract_file_content(mock_diff_item, is_old=True)
-    assert result == "old content"
-    mock_diff_item.a_blob.data_stream.read.assert_called_once()
-
-
-def test_extract_file_content_new(mock_diff_item):
-    """Test extracting new file content."""
-    result = extract_file_content(mock_diff_item, is_old=False)
-    assert result == "new content"
-    mock_diff_item.b_blob.data_stream.read.assert_called_once()
-
-
-def test_extract_file_content_none_blob():
-    """Test extracting content when blob is None."""
-    diff = Mock()
-    diff.a_blob = None
-
-    result = extract_file_content(diff, is_old=True)
-    assert result == ""
-
-
-def test_extract_file_content_decode_error():
-    """Test extracting content with decode error."""
-    diff = Mock()
-    diff.a_blob.data_stream.read.side_effect = UnicodeDecodeError(
-        "utf-8", b"", 0, 1, "error"
-    )
-
-    result = extract_file_content(diff, is_old=True)
-    assert result == ""
-
-
-# Tests for create_git_diff
-def test_create_git_diff(mock_diff_item):
-    """Test creating GitDiff from git diff item."""
-    result = create_git_diff(mock_diff_item)
-
-    assert isinstance(result, GitDiff)
-    assert result.file_path == "src/main.py"
-    assert result.old_content == "old content"
-    assert result.new_content == "new content"
-    assert result.diff_text == "diff content"
-    assert result.change_type == "modified"
-
-
-def test_create_git_diff_unknown_path():
-    """Test creating GitDiff with unknown file path."""
-    diff = Mock()
-    diff.a_path = None
-    diff.b_path = None
-    diff.new_file = False
-    diff.deleted_file = False
-    diff.a_blob = None
-    diff.b_blob = None
-    diff.__str__ = Mock(return_value="diff")
-
-    result = create_git_diff(diff)
-    assert result.file_path == "unknown"
-
-
-# Tests for process_diff_items
-def test_process_diff_items():
-    """Test processing multiple diff items."""
-    diff1 = Mock()
-    diff1.a_path = "file1.py"
-    diff1.b_path = "file1.py"
-    diff1.new_file = False
-    diff1.deleted_file = False
-    diff1.a_blob = None
-    diff1.b_blob = None
-    diff1.__str__ = Mock(return_value="diff1")
-
-    diff2 = Mock()
-    diff2.a_path = "file2.py"
-    diff2.b_path = "file2.py"
-    diff2.new_file = True
-    diff2.deleted_file = False
-    diff2.a_blob = None
-    diff2.b_blob = None
-    diff2.__str__ = Mock(return_value="diff2")
-
-    diff_index = [diff1, diff2]
-
-    result = process_diff_items(diff_index)
-
-    assert len(result) == 2
-    assert all(isinstance(diff, GitDiff) for diff in result)
-    assert result[0].file_path == "file1.py"
-    assert result[1].file_path == "file2.py"
-
-
-# Tests for filter_reviewable_diffs
-def test_filter_reviewable_diffs(sample_git_diffs):
-    """Test filtering reviewable diffs."""
-    result = filter_reviewable_diffs(sample_git_diffs)
-
-    # Should include .py and .js files, exclude .md and .png
-    assert len(result) == 2
-    file_paths = [diff.file_path for diff in result]
-    assert "src/main.py" in file_paths
-    assert "test.js" in file_paths
-    assert "README.md" not in file_paths
-    assert "image.png" not in file_paths
-
-
-def test_filter_reviewable_diffs_empty():
-    """Test filtering reviewable diffs with empty input."""
-    result = filter_reviewable_diffs([])
-    assert result == []
-
-
-# Tests for analyze_git_repository
-@patch("reviewllama.git_diff.find_git_repository")
-@patch("reviewllama.git_diff.get_current_branch_name")
-@patch("reviewllama.git_diff.get_base_branch")
-@patch("reviewllama.git_diff.get_diff_between_branches")
-@patch("reviewllama.git_diff.process_diff_items")
-@patch("reviewllama.git_diff.filter_reviewable_diffs")
-def test_analyze_git_repository_success(
-    mock_filter,
-    mock_process,
-    mock_get_diff,
-    mock_get_base,
-    mock_get_current,
-    mock_find_repo,
-    sample_git_diffs,
-):
-    """Test successful git repository analysis."""
-    # Setup mocks
-    mock_repo = Mock()
-    mock_find_repo.return_value = mock_repo
-    mock_get_current.return_value = "feature-branch"
-    mock_get_base.return_value = "master"
-    mock_get_diff.return_value = Mock()
-    mock_process.return_value = sample_git_diffs
-    mock_filter.return_value = sample_git_diffs[:2]  # Filter to 2 items
-
-    path = Path("/project")
-    result = analyze_git_repository(path, "main")
-
-    # Verify result
-    assert isinstance(result, GitAnalysis)
-    assert result.repository_path == path
-    assert result.current_branch == "feature-branch"
-    assert result.base_branch == "master"
-    assert len(result.diffs) == 2
-    assert result.total_files_changed == 2
-
-    # Verify function calls
-    mock_find_repo.assert_called_once_with(path)
-    mock_get_current.assert_called_once_with(mock_repo)
-    mock_get_base.assert_called_once_with(mock_repo, "main")
-    mock_get_diff.assert_called_once_with(mock_repo, "master", "feature-branch")
-
-
-@patch("reviewllama.git_diff.find_git_repository")
-def test_analyze_git_repository_not_found(mock_find_repo):
-    """Test git repository analysis when repo not found."""
-    mock_find_repo.side_effect = ValueError("No git repository found")
-
-    path = Path("/not-a-repo")
-
-    with pytest.raises(ValueError, match="No git repository found"):
-        analyze_git_repository(path, "")
diff --git a/tests/test_llm.py b/tests/test_llm.py
deleted file mode 100644
index e714220..0000000
--- a/tests/test_llm.py
+++ /dev/null
@@ -1,35 +0,0 @@
-"""
-Unit tests for llm chat client functionality
-"""
-
-import pytest
-
-from reviewllama.configs import create_ollama_config
-from reviewllama.llm import chat_with_client, create_chat_client
-from reviewllama.utilities import is_ollama_available
-
-
-@pytest.fixture
-def ollama_config():
-    return create_ollama_config(
-        "gemma3:4b", "localhost:11434", "You are a helpful assistant.", 0.0
-    )
-
-
-@pytest.fixture
-def chat_client(ollama_config):
-    return create_chat_client(ollama_config)
-
-
-def test_chat_client(ollama_config, chat_client):
-    if not is_ollama_available(ollama_config):
-        pytest.skip("Local Ollama server is not available")
-
-    chat_client = chat_with_client(
-        chat_client, "Tell me your name and introduce yourself briefly"
-    )
-    response = chat_client.get_last_response_or_none()
-
-    assert response is not None
-    assert len(response.content) > 0
-    assert "gemma" in response.content.lower()
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deleted file mode 100644
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