diff --git a/.gitignore b/.gitignore
index 578b248..8817eb3 100644
--- a/.gitignore
+++ b/.gitignore
@@ -9,6 +9,7 @@ wheels/
 # Virtual environments
 .venv
 .ruff_cache/
+.pytest_cache/
 .python-version
 *.key
 .vscode/
diff --git a/README.md b/README.md
index e69de29..932f134 100644
--- a/README.md
+++ b/README.md
@@ -0,0 +1,175 @@
+# Mixnet
+
+This repository contains implementation of a mix network, based on the paper [Untraceable electronic mail, return addresses, and digital pseudonyms](https://dl.acm.org/doi/10.1145/358549.358563).
+
+# System Architecture and Design Decisions
+
+The code is provided as a python package named `mixnet`.
+It is built from two main components: `mixserver` and `client`.
+
+Each component exposes its API via gRPC methods. The full API can be found in [`protos/mixnet.proto`](protos/mixnet.proto).
+
+The code uses asynchronous programming with `asyncio` and `grpc.aio` to handle multiple requests concurrently.
+
+## Run Flow
+
+1. `config.yaml` is placed in a shared config directory.
+2. The configuration files containes:
+    - Number of messages required per round
+    - Round duration
+    - Dummy payload
+    - List of mix servers and their addresses
+    - List of clients and their addresses
+3. 3 mix servers are deployed, each writing its own public key to the config directory.
+4. Clients are deployed, each writing its own public key to the config directory.
+5. Each client registers to the first mix server in the list.
+6. Each client calls `WaitForStart` on the first mix server and waits for a respnse.
+7. Once all the clients are registered, the first mix server returns a `WaitForStartResponse` with the round duration.
+8. Each client starts counting rounds and sending a message each round.
+9. Each client exposes `PrepareMessage` gRPC method to prepare a message for sending.
+10. At the end of each round, each client sends the prepared messages to the first mix server.
+11. If it does not have one, it prepares a "dummy" message contains the dummy payload and sends it.
+12. Once the first mix server receives all the messages for the current round, it forwards them to the second mix server.
+13. The second mix server does the same and forwards the messages to the third mix server.
+14. The third mix server indicates that the message's destination address is a client address, and stores it.
+15. When a client wants to receive messages, it calls `PollMessages` on the third mix server, and receives list of messages that are intended to it.
+
+## Core Components
+### MixServer
+
+- **Role in Mixnet**: The `MixServer` acts as a core node in the mix network, responsible for receiving, processing, and forwarding messages between clients and other mix servers, ensuring anonymity and unlinkability.
+
+- **gRPC-Based Communication**: All interactions (registration, message forwarding, polling, and round synchronization) are implemented as asynchronous gRPC service methods, supporting scalable and robust network communication.
+
+- **Client Registration and Synchronization**: Clients must register with the server before participating. The server tracks registered clients and only starts a round when the required number of clients is reached, using an `asyncio.Event` for synchronization.
+
+- **Message Handling and Forwarding**:
+  - Messages are received, decrypted, and validated.
+  - Messages are stored per round and processed only when all expected messages for a round are received.
+  - If a message is destined for a local client, it is stored and written to disk; if for another server, it is forwarded via gRPC.
+
+- **Round-Based Processing**: The server operates in discrete rounds, collecting a fixed number of messages per round. Processing and forwarding are triggered only when all messages for the round are present, ensuring batch anonymity.
+
+- **Concurrency and Synchronization**: Uses `asyncio.Condition` and background tasks to coordinate message collection and processing, allowing non-blocking, concurrent operations.
+
+- **Metrics and Observability**: Optional metrics collection (e.g., round start/end times) is supported for benchmarking and analysis, aiding in performance evaluation.
+
+- **Key Management**: Each server generates and manages its own public/private key pair for message decryption and authentication, with keys stored in a configurable directory.
+
+- **Graceful Shutdown**: The server supports clean shutdown, ensuring all background tasks are completed and resources (such as keys) are cleaned up.
+
+
+### Cleint
+
+- **Role in Mixnet**: The `Client` acts as an endpoint in the mix network, responsible for preparing, sending, and receiving messages through the mix servers, ensuring sender and receiver anonymity.
+
+- **gRPC-Based Communication**: The client exposes its API via asynchronous gRPC methods for message preparation and polling, and interacts with mix servers using gRPC for registration, synchronization, and message forwarding.
+
+- **Onion Encryption**: Messages are encrypted in multiple layers (onion encryption), first with the recipient's public key, then with each mix server's public key in reverse order, ensuring that only the intended recipient can fully decrypt the message.
+
+- **Round-Based Messaging**: The client operates in rounds, preparing and sending one message per round. If no real message is available, a dummy message is sent to maintain traffic consistency and anonymity.
+
+- **Registration and Synchronization**: Each client registers with the first mix server and waits for a signal to start, ensuring all clients begin sending messages simultaneously for each round.
+
+- **Polling and Decryption**: Clients poll the last mix server for messages intended for them, decrypting each message and filtering out dummy payloads to retrieve only real messages.
+
+- **Concurrency and Asynchronous Operations**: Uses `asyncio` and background tasks to handle message preparation, sending, and polling concurrently, supporting scalable and responsive client behavior.
+
+- **Metrics and Observability**: Optional metrics collection (e.g., message preparation times) is supported for benchmarking and analysis, aiding in performance evaluation.
+
+- **Key Management**: Each client generates and manages its own public/private key pair for message encryption and decryption, with keys stored in a configurable directory.
+
+- **Graceful Shutdown**: The client supports clean shutdown, ensuring all background tasks are completed and resources (such as keys) are cleaned up.
+
+
+# Security Analysis
+
+## Threat Model
+
+Mix networks are designed to protect user privacy against a powerful adversary who can observe all network traffic, including message timings, sizes, and routes. The standard threat model assumes:
+
+- **Global Passive Adversary**: Can monitor all network communications and attempt to correlate senders and receivers.
+- **Active Adversary**: May inject, drop, or modify messages, and potentially compromise some mix nodes.
+- **No Trust in Network Nodes**: Except for cryptographic guarantees, nodes may be malicious or colluding.
+
+The adversary’s goal is to detect anomalies in communication by linking senders to receivers or correlating messages across the network.
+
+## Anonymity Guarantees
+
+The system provides strong sender and receiver anonymity through several mechanisms:
+
+- **Onion Routing (Layered Encryption)**: Each message is encrypted in multiple layers—first with the recipient’s public key, then with each mix server’s public key in reverse order. As a message traverses the mix network, each server peels off one layer, learning only where to forward the message next, but not the original sender or final recipient.
+- **Batch Processing and Dummy Messages**: Messages are processed in rounds, and if a client has no real message, it sends a dummy message. This prevents traffic analysis by ensuring a constant message rate and hiding real communication patterns.
+- **Address and Payload Confidentiality**: Only the intended recipient can fully decrypt the message and learn its contents and destination.
+
+This design ensures that:
+
+- **Sender Anonymity**: Mix servers cannot link incoming messages to outgoing ones, and the recipient cannot identify the sender.
+- **Receiver Anonymity**: Observers and mix servers cannot determine the final recipient until the last layer is decrypted.
+
+## Layered Encryption and Nonces
+
+Layered encryption (onion encryption) is central to mixnet security:
+
+- **Each Layer Protects Routing Information**: Only the mix server with the corresponding private key can decrypt its layer and learn where to forward the message next.
+- **End-to-End Confidentiality**: The innermost layer is encrypted with the recipient’s public key, so only the recipient can read the message.
+- **Prevents Linkability**: Even if an adversary controls some mix servers, they cannot correlate input and output messages without breaking the encryption.
+
+Random values (nonces) are included in encrypted messages to:
+
+- **Ensure Semantic Security**: Nonces prevent identical plaintexts from producing identical ciphertexts, thwarting replay and correlation attacks.
+- **Prevent Replay Attacks**: Each message is unique, so replayed messages are easily detected and discarded.
+- **Increase Unpredictability**: Nonces add randomness, making it harder for adversaries to analyze or guess message contents.
+
+## Cryptographic Components Used
+
+The implementation uses the following cryptographic primitives (see `src/mixnet/crypto.py`):
+
+- **NaCl (libsodium) Public-Key Cryptography**: For key generation, encryption, and decryption.
+  - `PrivateKey` and `PublicKey`: Used to generate and manage key pairs for clients and servers.
+  - `SealedBox`: Provides anonymous public-key encryption, allowing messages to be encrypted for a recipient without revealing the sender.
+- **Base64 Encoding**: Keys are serialized and stored in Base64 format for portability.
+- **Layered Encryption**: The `encrypt` function applies public-key encryption for each mix server and the recipient, forming the onion layers.
+
+# Benchmarks
+
+In `src/mixnet/benchmarks.py`, I provide a benchmark for measuring three metrics:
+
+1. Message preparation time (client side)
+2. Decryption and forwarding latency (mix side)
+3. End-to-end delivery time
+
+I ran the benchmark with 2 to 10 clients, and with message size from 10 to 10^6 bytes.
+In each run, I explicitly sent a message from client_1 to client_2, while all the other clients sent to themselves.
+
+I measured the metrics on this specific message round.
+
+I received the following results:
+
+![Metrics VS Number of Clients](metrics_vs_num_of_clients.png)
+
+For end-to-end delivery time and mixes latency, we can see that it is linear with the number of clients, since each client sends a message in each round.
+
+For message preparation time, we can see that the number of clients does not affect it, since each client prepares its message independently.
+
+We can see though that the message size has exponential effect on the metrics, since each message is encrypted with multiple layers of public-key encryption, and the encryption time grows with the message size. Also delivery time grows with the message size, since each mix server needs to decrypt the message and forward it to the next server.
+
+
+![Metrics VS Message Size](metrics_vs_message_size.png)
+
+Here the message size axis is logarithmic.
+We can see that the message size has exponential effect on the metrics, as mentioned above.
+
+We can also see that the number of clients has linear effect on the metrics, as we saw above.
+
+# Proposed Attacks
+
+Below are two plausible attack scenarios that could compromise the anonymity or integrity of the mix network, as described in the assignment, along with their respective mitigations. Each scenario considers adversaries capable of observing or interacting with the system.
+
+## Attack Scenario 1: Traffic Analysis
+- **Description**: An adversary observes the timing and volume of messages entering and exiting the mix network across its three mix servers. By correlating these patterns, particularly if messages are not sufficiently delayed or batched, the adversary may link senders to recipients, undermining anonymity.
+- **Mitigation**: Implement batching and random delays to process messages in fixed-size batches per round, making input-output correlation more difficult. Additionally, pad messages to uniform sizes and use dummy traffic to obscure real message patterns.
+
+## Attack Scenario 2: Compromised Mix Server
+- **Description**: If one of the three mix servers is compromised, an adversary could access its decryption keys, observe message contents, or manipulate them during decryption and forwarding, compromising both anonymity and integrity.
+- **Mitigation**: Use threshold cryptography to distribute decryption keys across mix servers, requiring multiple servers to collaborate for decryption, ensuring a single compromise is insufficient to break the system.
diff --git a/README.pdf b/README.pdf
new file mode 100644
index 0000000..ea7917c
Binary files /dev/null and b/README.pdf differ
diff --git a/config/config.yaml b/config/config.yaml
index 8a2cc25..81fb8bd 100644
--- a/config/config.yaml
+++ b/config/config.yaml
@@ -1,5 +1,5 @@
 messages_per_round: 2
-round_duration: 5
+round_duration: 1
 dummy_payload: dummy
 mix_servers:
 - id: server_1
diff --git a/config/local-config.yaml b/config/local-config.yaml
deleted file mode 100644
index ff54d5d..0000000
--- a/config/local-config.yaml
+++ /dev/null
@@ -1,15 +0,0 @@
-messages_per_round: 2
-round_duration: 1
-dummy_payload: dummy
-mix_servers:
-- id: server_1
-  address: localhost:50051
-- id: server_2
-  address: localhost:50052
-- id: server_3
-  address: localhost:50053
-clients:
-- id: client_1
-  address: localhost:50061
-- id: client_2
-  address: localhost:50062
diff --git a/metrics_vs_message_size.png b/metrics_vs_message_size.png
new file mode 100644
index 0000000..b39531e
Binary files /dev/null and b/metrics_vs_message_size.png differ
diff --git a/metrics_vs_num_of_clients.png b/metrics_vs_num_of_clients.png
new file mode 100644
index 0000000..53ecab3
Binary files /dev/null and b/metrics_vs_num_of_clients.png differ
diff --git a/protos/mixnet.proto b/protos/mixnet.proto
index 9b8bca9..34fe0c0 100644
--- a/protos/mixnet.proto
+++ b/protos/mixnet.proto
@@ -40,7 +40,7 @@ message WaitForStartRequest {
 
 message WaitForStartResponse {
   bool ready = 1;
-  int32 round_duration = 2;  // Round duration in seconds
+  float round_duration = 2;  // Round duration in seconds
 }
 
 service Client {
diff --git a/pyproject.toml b/pyproject.toml
index 003382b..5385073 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -20,6 +20,10 @@ requires = ["hatchling"]
 build-backend = "hatchling.build"
 
 [dependency-groups]
+benchmark = [
+    "matplotlib>=3.10.3",
+    "pandas>=2.3.1",
+]
 dev = [
     "mypy>=1.16.1",
     "pre-commit>=4.2.0",
diff --git a/setup.sh b/setup.sh
index ee62588..195df04 100644
--- a/setup.sh
+++ b/setup.sh
@@ -10,15 +10,15 @@ docker-compose up -d
 echo "Services started. Waiting..."
 
 sleep 5 # let the clients send some dummies
-docker-compose exec client_1 /app/.venv/bin/mixnet prepare_message --message "Hello from client_1 to client_2" --sender-id client_1 --recipient-id client_2
-sleep 2 # let the message be processed
+docker-compose exec client_1 /app/.venv/bin/mixnet prepare-message --message "Hello from client_1 to client_2" --sender-id client_1 --recipient-id client_2
+sleep 4 # let the message be processed
 output=$(docker-compose exec -T client_2 /app/.venv/bin/mixnet poll-messages)
 echo "Output from client_2:"
 echo $output
 if [[ $output == *"Hello from client_1 to client_2"* ]]; then
-    docker-compose exec client_2 /app/.venv/bin/mixnet prepare_message --message "Hello from client_2 to client_1" --sender-id client_2 --recipient-id client_1
+    docker-compose exec client_2 /app/.venv/bin/mixnet prepare-message --message "Hello from client_2 to client_1" --sender-id client_2 --recipient-id client_1
 fi
-sleep 2 # let the message be processed
+sleep 4 # let the message be processed
 output=$(docker-compose exec -T client_1 /app/.venv/bin/mixnet poll-messages)
 echo "Output from client_1:"
 echo $output
diff --git a/src/mixnet/benchmarks.py b/src/mixnet/benchmarks.py
new file mode 100644
index 0000000..e948d51
--- /dev/null
+++ b/src/mixnet/benchmarks.py
@@ -0,0 +1,184 @@
+import asyncio
+import os
+import time
+from typing import List
+
+import matplotlib.pyplot as plt
+import pandas as pd
+
+from mixnet.client import Client
+from mixnet.models import Client as ClientConfig
+from mixnet.models import Config, Server
+from mixnet.server import MixServer
+
+
+def generate_config(num_clients: int, message_size: int = 10) -> Config:
+    num_mix_servers = 3
+    dummy_payload = message_size * "x"
+
+    mix_servers = [
+        Server(id=f"server_{i + 1}", address=f"localhost:{50051 + i}")
+        for i in range(num_mix_servers)
+    ]
+    clients = [
+        ClientConfig(id=f"client_{i + 1}", address=f"localhost:{50101 + i}")
+        for i in range(num_clients)
+    ]
+
+    return Config(
+        mix_servers=mix_servers,
+        clients=clients,
+        messages_per_round=num_clients,
+        dummy_payload=dummy_payload,
+        round_duration=0.1,
+    )
+
+
+async def main():
+    results = []
+    num_clients_list = list(range(2, 11))
+    message_sizes = [10, 100, 1000, 10000, 100000, 1000000]
+    for num_clients in num_clients_list:
+        for message_size in message_sizes:
+            print(f"Testing with {num_clients} clients and message size {message_size}")
+            E2E_time, prepare_time, mix_latency = await test(num_clients, message_size)
+            results.append(
+                {
+                    "num_clients": num_clients,
+                    "message_size": message_size,
+                    "E2E_time": E2E_time,
+                    "prepare_time": prepare_time,
+                    "mix_latency": mix_latency,
+                }
+            )
+
+    df = pd.DataFrame(results)
+
+    # Plot metrics vs num_clients for each message size
+    plt.figure(figsize=(15, 5))
+    for metric in ["E2E_time", "prepare_time", "mix_latency"]:
+        plt.subplot(1, 3, ["E2E_time", "prepare_time", "mix_latency"].index(metric) + 1)
+        for message_size in message_sizes:
+            subset = df[df["message_size"] == message_size]
+            plt.plot(
+                subset["num_clients"], subset[metric], label=f"msg_size={message_size}"
+            )
+        plt.xlabel("Number of Clients")
+        plt.ylabel(f"{metric} (s)")
+        plt.title(f"{metric} (s) vs Number of Clients")
+        plt.legend()
+    plt.tight_layout()
+    plt.show()
+
+    # Plot metrics vs message_size for each num_clients (logarithmic x-axis)
+    plt.figure(figsize=(15, 5))
+    for metric in ["E2E_time", "prepare_time", "mix_latency"]:
+        plt.subplot(1, 3, ["E2E_time", "prepare_time", "mix_latency"].index(metric) + 1)
+        for num_clients in num_clients_list:
+            subset = df[df["num_clients"] == num_clients]
+            plt.plot(
+                subset["message_size"], subset[metric], label=f"clients={num_clients}"
+            )
+        plt.xlabel("Message Size")
+        plt.xscale("log")
+        plt.ylabel(f"{metric} (s)")
+        plt.title(f"{metric} (s) vs Message Size (log scale)")
+        plt.legend()
+    plt.tight_layout()
+    plt.show()
+
+
+async def test(num_clients: int, message_size: int):
+    config = generate_config(num_clients=num_clients, message_size=message_size)
+    config_dir = "config"
+    output_dir = "output"
+    metrics = {}
+
+    # Create servers
+    servers: List[MixServer] = []
+    for server in config.mix_servers:
+        port = int(server.address.split(":")[1])
+        servers.append(
+            MixServer(
+                server.id,
+                port,
+                config.messages_per_round,
+                [client.address for client in config.clients],
+                config_dir=config_dir,
+                output_dir=output_dir,
+                round_duration=config.round_duration,
+                enable_metrics=True,
+                metrics=metrics,
+            )
+        )
+        metrics[server.id] = {}
+    # Start servers asynchronously
+    await asyncio.gather(*(server.start() for server in servers))
+    print("Servers started successfully")
+
+    # Collect mix addresses and public keys
+    mix_addrs = []
+    mix_pubkeys = []
+    for server in config.mix_servers:
+        mix_addrs.append(server.address)
+        pubkey_path = os.path.join(config_dir, f"{server.id}.key")
+        with open(pubkey_path, "rb") as f:
+            mix_pubkeys.append(f.read())
+
+    # Create clients
+    clients: List[Client] = []
+    for client in config.clients:
+        port = int(client.address.split(":")[1])
+        clients.append(
+            Client(
+                client.id,
+                client.address,
+                port,
+                config_dir=config_dir,
+                mix_pubkeys=mix_pubkeys,
+                mix_addrs=mix_addrs,
+                dummy_payload=config.dummy_payload,
+                enable_metrics=True,
+                metrics=metrics,
+            )
+        )
+        metrics[client.id] = {}
+    await asyncio.gather(*(client.start() for client in clients))
+
+    # get two clients
+    client_1 = clients[0]
+    client_2 = clients[1]
+    client_2_pubkey_path = os.path.join(config_dir, f"{client_2._id}.key")
+    with open(client_2_pubkey_path, "rb") as f:
+        client_2_pubkey = f.read()
+
+    start_time = time.perf_counter_ns()
+    await client_1._prepare_message(
+        message_size * "y",
+        client_2_pubkey,
+        client_2._addr,
+    )
+    messages = []
+    while not messages:
+        await asyncio.sleep(0.1)
+        messages = await client_2._poll_messages(config.mix_servers[2].address)
+    end_time = time.perf_counter_ns()
+    await asyncio.gather(*(client.stop() for client in clients))
+    await asyncio.sleep(1)
+    await asyncio.gather(*(server.stop() for server in servers))
+    print("Servers and clients stopped successfully.")
+    E2E_time = (end_time - start_time) / 1_000_000_000
+    prepare_time = (
+        metrics[client_1._id]["prepare_end_time"]
+        - metrics[client_1._id]["prepare_start_time"]
+    ) / 1_000_000_000
+    mix_latency = (
+        metrics[servers[2]._id]["round_end_time"]
+        - metrics[servers[0]._id]["round_start_time"]
+    ) / 1_000_000_000
+    print(f"{E2E_time=}, {prepare_time=}, {mix_latency=}")
+    return E2E_time, prepare_time, mix_latency
+
+
+if __name__ == "__main__":
+    asyncio.run(main())
diff --git a/src/mixnet/cli.py b/src/mixnet/cli.py
index 7057575..59cb538 100644
--- a/src/mixnet/cli.py
+++ b/src/mixnet/cli.py
@@ -63,7 +63,6 @@ def server(
     if not server_config:
         typer.echo(f"Server with id '{id}' not found in config.")
         raise typer.Exit(code=1)
-    # Use round_duration from config if present, else fallback to CLI arg
     round_duration = config.round_duration
     server = MixServer(
         id=id,
diff --git a/src/mixnet/client.py b/src/mixnet/client.py
index cdbe5ad..b28a1cd 100644
--- a/src/mixnet/client.py
+++ b/src/mixnet/client.py
@@ -1,6 +1,7 @@
 import asyncio
 import logging
 import os
+import time
 from typing import Dict, List
 
 import grpc
@@ -36,6 +37,8 @@ def __init__(
         mix_pubkeys: List[bytes],
         mix_addrs: List[str],
         dummy_payload: str = "dummy",
+        enable_metrics: bool = False,
+        metrics: Dict[str, float] = {},
     ):
         self._logger = logging.getLogger(id)
         self._id = id
@@ -53,6 +56,8 @@ def __init__(
         self._run_forever_future = None
         self._port = port
         self._listener = None
+        self._enable_metrics = enable_metrics
+        self._metrics = metrics
 
     async def start(self):
         self._logger.info("Client started")
@@ -65,7 +70,15 @@ async def start(self):
         self._running = True
         self._run_forever_future = asyncio.create_task(self.run_forever(round_duration))
 
-    async def run_forever(self, round_duration: int):
+    async def run_forever(self, round_duration: float):
+        """Main loop for the client to send messages periodically
+        Client sleeps for `round_duration` seconds and checks if there are messages to send.
+        If no messages are found for the current round, it prepares a dummy message.
+        Then it sends the message to the first mix server in the list.
+
+        Args:
+            round_duration (float): round duration in seconds
+        """
         while self._running:
             await asyncio.sleep(round_duration)
             if self._round not in self._messages:
@@ -75,24 +88,31 @@ async def run_forever(self, round_duration: int):
                 await self._prepare_message(
                     self._dummy_payload, self._pubkey_b64, self._addr
                 )
-            if self._round in self._messages:
-                await self.send_message(
-                    self._messages[self._round], self._mix_addrs[0], self._round
-                )
-                self._round += 1
+            await self.send_message(
+                self._messages[self._round], self._mix_addrs[0], self._round
+            )
+            self._round += 1
 
     async def stop(self):
         self._logger.info("Stopping client")
         self._running = False
-        if self._listener:
-            await self._listener.stop(grace=5.0)
         if self._run_forever_future:
             await self._run_forever_future
+        if self._listener:
+            await self._listener.stop(grace=5.0)
         if os.path.exists(self._pubkey_path):
             os.remove(self._pubkey_path)
         self._logger.info("Client stopped")
 
     async def register(self):
+        """Calls the server's gRPC mathod to register
+
+        Raises:
+            Exception: Failed to register
+
+        Returns:
+            RegisterResponse: response from the server
+        """
         async with grpc.aio.insecure_channel(self._first_host) as channel:
             stub = MixServerStub(channel)
             request = RegisterRequest(client_id=self._id)
@@ -103,6 +123,16 @@ async def register(self):
             return response
 
     async def wait_for_start(self):
+        """Calls the server's gRPC method to wait for the server to be ready.
+        Once the server is ready, it means the first round starts and the client
+        should start sending messages.
+
+        Raises:
+            Exception: Server is not ready
+
+        Returns:
+            float: round duration in seconds
+        """
         async with grpc.aio.insecure_channel(self._first_host) as channel:
             stub = MixServerStub(channel)
             request = WaitForStartRequest(client_id=self._id)
@@ -120,6 +150,15 @@ async def _prepare_message(
         recipient_pubkey: bytes,
         recipient_addr: str,
     ):
+        """Prepares a message to be sent in the mixnet by encrypting it in layers like an onion.
+        The message is encrypted with the recipient's public key and then with the public keys of
+        the mix servers in reverse order.
+
+        Args:
+            message (str): the message to be sent
+            recipient_pubkey (bytes): the public key of the recipient
+            recipient_addr (str): the address of the recipient
+        """
         round = self._round
         if round in self._messages:
             self._logger.debug(f"Message for round {round} already prepared")
@@ -127,22 +166,47 @@ async def _prepare_message(
                 self._logger.debug(f"Dummy message for round {round} ignored")
                 return
             round += 1
-        self._logger.info(f"Preparing message for round {round} - {message}")
+        if self._enable_metrics:
+            prepare_start_time = time.perf_counter_ns()
+            if round == 0:
+                self._metrics[self._id]["prepare_start_time"] = prepare_start_time
+        self._logger.info(f"Preparing message for round {round}")
         pubkeys = [recipient_pubkey] + self._mix_pubkeys[::-1]
         addresses = [recipient_addr] + self._mix_addrs[::-1]
         for pubkey, addr in zip(pubkeys, addresses):
             ciphertext = encrypt(message.encode(), pubkey)
             message = Message(payload=ciphertext, address=addr).model_dump_json()
         self._messages[round] = ciphertext
-
-    async def send_message(self, payload: bytes, addr: str, round):
+        if self._enable_metrics:
+            prepare_end_time = time.perf_counter_ns()
+            if round == 0:
+                self._metrics[self._id]["prepare_end_time"] = prepare_end_time
+
+    async def send_message(self, payload: bytes, addr: str, round: int):
+        """Calls the server's gRPC method to forward the message to it.
+
+        Args:
+            payload (bytes): the encrypted message payload
+            addr (str): the address of the mix server to send the message to
+            round (int): the message round number
+        """
         async with grpc.aio.insecure_channel(addr) as channel:
             stub = MixServerStub(channel)
             request = ForwardMessageRequest(payload=payload, round=round)
             response = await stub.ForwardMessage(request)
             self._logger.debug(f"Server responded: {response.status}")
 
-    async def _poll_messages(self, server_host) -> List[str]:
+    async def _poll_messages(self, server_host: str) -> List[str]:
+        """Calls the server's gRPC method to poll messages from it.
+        It decrypts the messages using the client's private key and returns a list of
+        messages that are not dummy payloads.
+
+        Args:
+            server_host (str): the address of the mix server to poll messages from
+
+        Returns:
+            List[str]: list of decrypted messages that are not dummy payloads
+        """
         async with grpc.aio.insecure_channel(server_host) as channel:
             stub = MixServerStub(channel)
             request = PollMessagesRequest(client_addr=self._addr)
@@ -152,11 +216,21 @@ async def _poll_messages(self, server_host) -> List[str]:
             message = decrypt(payload, self._privkey_b64).decode()
             if message != self._dummy_payload:
                 messages.append(message)
-            self._logger.info(f"Polled message {message}")
+                self._logger.info("Polled message")
+                self._logger.debug(f"{message=}")
 
         return messages
 
     async def PrepareMessage(self, request, context):
+        """A gRPC API method to invoke _prepare_message
+
+        Args:
+            request (PrepareMessageRequest): gRPC request
+            context (_type_): gRPC context
+
+        Returns:
+            PrepareMessageResponse: the response indicating the status of the operation
+        """
         await self._prepare_message(
             request.message,
             request.recipient_pubkey,
@@ -165,5 +239,14 @@ async def PrepareMessage(self, request, context):
         return PrepareMessageResponse(status=True)
 
     async def PollMessages(self, request, context):
+        """A gRPC API method to invoke _poll_messages
+
+        Args:
+            request (ClientPollMessagesRequest): gRPC request
+            context (_type_): gRPC context
+
+        Returns:
+            ClientPollMessagesResponse: the response containing the list of messages
+        """
         messages = await self._poll_messages(self._last_host)
         return ClientPollMessagesResponse(messages=messages)
diff --git a/src/mixnet/main.py b/src/mixnet/local_flow.py
similarity index 72%
rename from src/mixnet/main.py
rename to src/mixnet/local_flow.py
index 34563ae..0046e24 100644
--- a/src/mixnet/main.py
+++ b/src/mixnet/local_flow.py
@@ -2,19 +2,35 @@
 import os
 from typing import List
 
-import yaml
-
 from mixnet.client import Client
-from mixnet.models import Config
+from mixnet.models import Client as ClientConfig
+from mixnet.models import Config, Server
 from mixnet.server import MixServer
 
 
 async def main():
-    config_path = "config/local-config.yaml"
+    num_mix_servers = 3
+    num_clients = 2
+    dummy_payload = "dummy"
+
+    mix_servers = [
+        Server(id=f"server_{i + 1}", address=f"localhost:{50051 + i}")
+        for i in range(num_mix_servers)
+    ]
+    clients = [
+        ClientConfig(id=f"client_{i + 1}", address=f"localhost:{50101 + i}")
+        for i in range(num_clients)
+    ]
+
+    config = Config(
+        mix_servers=mix_servers,
+        clients=clients,
+        messages_per_round=num_clients,
+        dummy_payload=dummy_payload,
+        round_duration=0.1,
+    )
+    config_dir = "config"
     output_dir = "output"
-    with open(config_path, "r", encoding="utf-8") as f:
-        data = yaml.safe_load(f)
-    config = Config(**data)
 
     servers: List[MixServer] = []
     for server in config.mix_servers:
@@ -25,7 +41,7 @@ async def main():
                 port,
                 config.messages_per_round,
                 [client.address for client in config.clients],
-                config_dir=os.path.dirname(config_path),
+                config_dir=config_dir,
                 output_dir=output_dir,
                 round_duration=config.round_duration,
             )
@@ -39,7 +55,7 @@ async def main():
     mix_pubkeys = []
     for server in config.mix_servers:
         mix_addrs.append(server.address)
-        pubkey_path = os.path.join(os.path.dirname(config_path), f"{server.id}.key")
+        pubkey_path = os.path.join(config_dir, f"{server.id}.key")
         with open(pubkey_path, "rb") as f:
             mix_pubkeys.append(f.read())
 
@@ -51,7 +67,7 @@ async def main():
                 client.id,
                 client.address,
                 port,
-                config_dir=os.path.dirname(config_path),
+                config_dir=config_dir,
                 mix_pubkeys=mix_pubkeys,
                 mix_addrs=mix_addrs,
                 dummy_payload=config.dummy_payload,
@@ -61,14 +77,10 @@ async def main():
     client_1 = clients[0]
     client_2 = clients[1]
 
-    client_1_pubkey_path = os.path.join(
-        os.path.dirname(config_path), f"{client_1._id}.key"
-    )
+    client_1_pubkey_path = os.path.join(config_dir, f"{client_1._id}.key")
     with open(client_1_pubkey_path, "rb") as f:
         client_1_pubkey = f.read()
-    client_2_pubkey_path = os.path.join(
-        os.path.dirname(config_path), f"{client_2._id}.key"
-    )
+    client_2_pubkey_path = os.path.join(config_dir, f"{client_2._id}.key")
     with open(client_2_pubkey_path, "rb") as f:
         client_2_pubkey = f.read()
 
diff --git a/src/mixnet/mixnet_pb2.py b/src/mixnet/mixnet_pb2.py
index 30f1249..6d39102 100644
--- a/src/mixnet/mixnet_pb2.py
+++ b/src/mixnet/mixnet_pb2.py
@@ -20,7 +20,7 @@
 
 
 DESCRIPTOR = _descriptor_pool.Default().AddSerializedFile(
-    b'\n\x0cmixnet.proto\x12\x06mixnet"7\n\x15\x46orwardMessageRequest\x12\x0f\n\x07payload\x18\x01 \x01(\x0c\x12\r\n\x05round\x18\x02 \x01(\x05"(\n\x16\x46orwardMessageResponse\x12\x0e\n\x06status\x18\x01 \x01(\t"*\n\x13PollMessagesRequest\x12\x13\n\x0b\x63lient_addr\x18\x01 \x01(\t"(\n\x14PollMessagesResponse\x12\x10\n\x08payloads\x18\x01 \x03(\x0c"$\n\x0fRegisterRequest\x12\x11\n\tclient_id\x18\x01 \x01(\t""\n\x10RegisterResponse\x12\x0e\n\x06status\x18\x01 \x01(\x08"(\n\x13WaitForStartRequest\x12\x11\n\tclient_id\x18\x01 \x01(\t"=\n\x14WaitForStartResponse\x12\r\n\x05ready\x18\x01 \x01(\x08\x12\x16\n\x0eround_duration\x18\x02 \x01(\x05"Z\n\x15PrepareMessageRequest\x12\x0f\n\x07message\x18\x01 \x01(\t\x12\x18\n\x10recipient_pubkey\x18\x02 \x01(\x0c\x12\x16\n\x0erecipient_addr\x18\x03 \x01(\t"(\n\x16PrepareMessageResponse\x12\x0e\n\x06status\x18\x01 \x01(\x08"\x1b\n\x19\x43lientPollMessagesRequest".\n\x1a\x43lientPollMessagesResponse\x12\x10\n\x08messages\x18\x01 \x03(\t2\xb1\x02\n\tMixServer\x12O\n\x0e\x46orwardMessage\x12\x1d.mixnet.ForwardMessageRequest\x1a\x1e.mixnet.ForwardMessageResponse\x12I\n\x0cPollMessages\x12\x1b.mixnet.PollMessagesRequest\x1a\x1c.mixnet.PollMessagesResponse\x12=\n\x08Register\x12\x17.mixnet.RegisterRequest\x1a\x18.mixnet.RegisterResponse\x12I\n\x0cWaitForStart\x12\x1b.mixnet.WaitForStartRequest\x1a\x1c.mixnet.WaitForStartResponse2\xb0\x01\n\x06\x43lient\x12O\n\x0ePrepareMessage\x12\x1d.mixnet.PrepareMessageRequest\x1a\x1e.mixnet.PrepareMessageResponse\x12U\n\x0cPollMessages\x12!.mixnet.ClientPollMessagesRequest\x1a".mixnet.ClientPollMessagesResponseb\x06proto3'
+    b'\n\x0cmixnet.proto\x12\x06mixnet"7\n\x15\x46orwardMessageRequest\x12\x0f\n\x07payload\x18\x01 \x01(\x0c\x12\r\n\x05round\x18\x02 \x01(\x05"(\n\x16\x46orwardMessageResponse\x12\x0e\n\x06status\x18\x01 \x01(\t"*\n\x13PollMessagesRequest\x12\x13\n\x0b\x63lient_addr\x18\x01 \x01(\t"(\n\x14PollMessagesResponse\x12\x10\n\x08payloads\x18\x01 \x03(\x0c"$\n\x0fRegisterRequest\x12\x11\n\tclient_id\x18\x01 \x01(\t""\n\x10RegisterResponse\x12\x0e\n\x06status\x18\x01 \x01(\x08"(\n\x13WaitForStartRequest\x12\x11\n\tclient_id\x18\x01 \x01(\t"=\n\x14WaitForStartResponse\x12\r\n\x05ready\x18\x01 \x01(\x08\x12\x16\n\x0eround_duration\x18\x02 \x01(\x02"Z\n\x15PrepareMessageRequest\x12\x0f\n\x07message\x18\x01 \x01(\t\x12\x18\n\x10recipient_pubkey\x18\x02 \x01(\x0c\x12\x16\n\x0erecipient_addr\x18\x03 \x01(\t"(\n\x16PrepareMessageResponse\x12\x0e\n\x06status\x18\x01 \x01(\x08"\x1b\n\x19\x43lientPollMessagesRequest".\n\x1a\x43lientPollMessagesResponse\x12\x10\n\x08messages\x18\x01 \x03(\t2\xb1\x02\n\tMixServer\x12O\n\x0e\x46orwardMessage\x12\x1d.mixnet.ForwardMessageRequest\x1a\x1e.mixnet.ForwardMessageResponse\x12I\n\x0cPollMessages\x12\x1b.mixnet.PollMessagesRequest\x1a\x1c.mixnet.PollMessagesResponse\x12=\n\x08Register\x12\x17.mixnet.RegisterRequest\x1a\x18.mixnet.RegisterResponse\x12I\n\x0cWaitForStart\x12\x1b.mixnet.WaitForStartRequest\x1a\x1c.mixnet.WaitForStartResponse2\xb0\x01\n\x06\x43lient\x12O\n\x0ePrepareMessage\x12\x1d.mixnet.PrepareMessageRequest\x1a\x1e.mixnet.PrepareMessageResponse\x12U\n\x0cPollMessages\x12!.mixnet.ClientPollMessagesRequest\x1a".mixnet.ClientPollMessagesResponseb\x06proto3'
 )
 
 _globals = globals()
@@ -57,4 +57,3 @@
     _globals["_CLIENT"]._serialized_start = 908
     _globals["_CLIENT"]._serialized_end = 1084
 # @@protoc_insertion_point(module_scope)
-# @@protoc_insertion_point(module_scope)
diff --git a/src/mixnet/models.py b/src/mixnet/models.py
index 433aeb0..da2966e 100644
--- a/src/mixnet/models.py
+++ b/src/mixnet/models.py
@@ -31,7 +31,7 @@ class Client(BaseModel):
 
 class Config(BaseModel):
     messages_per_round: int
-    round_duration: int = 1
+    round_duration: float = 1
     dummy_payload: str = "dummy"
     mix_servers: List[Server]
     clients: List[Client]
diff --git a/src/mixnet/server.py b/src/mixnet/server.py
index 3e8dd84..6c34ff1 100644
--- a/src/mixnet/server.py
+++ b/src/mixnet/server.py
@@ -1,6 +1,7 @@
 import asyncio
 import logging
 import os
+import time
 from typing import Dict, List
 
 import grpc
@@ -34,7 +35,9 @@ def __init__(
         clients_addrs: List[str],
         config_dir: str,
         output_dir: str,
-        round_duration: int = 1,
+        round_duration: float = 1,
+        enable_metrics: bool = False,
+        metrics: Dict[str, float] = {},
     ):
         self._logger = logging.getLogger(id)
         self._id = id
@@ -43,6 +46,8 @@ def __init__(
         self._output_dir = output_dir
         self._round_duration = round_duration
         self._port = port
+        self._enable_metrics = enable_metrics
+        self._metrics = metrics
         self._server = None
 
         self._pubkey_path = os.path.join(config_dir, f"{id}.key")
@@ -67,6 +72,16 @@ async def start(self):
         self._logger.info(f"MixServer {self._id} started on port {self._port}")
 
     async def Register(self, request, context):
+        """A gRPC API method for a client to register with the server.
+        Sets start_event when the required number of clients is registered.
+
+        Args:
+            request (RegisterRequest): gRPC request containing client ID
+            context (_type_): gRPC context
+
+        Returns:
+            RegisterResponse: gRPC response indicating registration status
+        """
         self._logger.info(f"Client '{request.client_id}' attempting to register.")
         if len(self._registered_clients) >= self._messages_per_round:
             self._logger.warning(
@@ -83,6 +98,18 @@ async def Register(self, request, context):
         return RegisterResponse(status=True)
 
     async def WaitForStart(self, request, context):
+        """A gRPC API method for a client to wait for the server to be ready.
+        The server does not send a response until all clients are registered.
+        Once all clients are registered and start_event, a response is sent with
+        the round duration, and the clients can start sending messages.
+
+        Args:
+            request (WaitForStartRequest): gRPC request containing client ID
+            context (_type_): gRPC context
+
+        Returns:
+            WaitForStartResponse: gRPC response indicating readiness and round duration
+        """
         self._logger.debug(f"WaitForStart called by: {context.peer()}")
         if not self._running:
             self._logger.warning("WaitForStart called but server is not running.")
@@ -92,6 +119,20 @@ async def WaitForStart(self, request, context):
         return WaitForStartResponse(ready=True, round_duration=self._round_duration)
 
     async def ForwardMessage(self, request, context):
+        """A gRPC API method to receive messages from clients or other mix servers,
+        decrypt them, and store them for processing and then forwarding for their destination.
+        If received all messages for the current round, it notifies the waiting thread to start
+        forwarding them.
+
+        Args:
+            request (ForwardMessageRequest): gRPC request containing the encrypted message and round number
+            context (_type_): gRPC context
+
+        Returns:
+            ForwardMessageResponse: gRPC response indicating the status of the operation
+        """
+        if self._enable_metrics:
+            received_time = time.perf_counter_ns()
         self._logger.info(
             f"Received message from: '{context.peer()}' for round {request.round}"
         )
@@ -101,6 +142,8 @@ async def ForwardMessage(self, request, context):
             # Store the message
             if request.round not in self._messages:
                 self._messages[request.round] = []
+                if request.round == 0 and self._enable_metrics:
+                    self._metrics[self._id]["round_start_time"] = received_time
             self._messages[request.round].append(message)
             self._logger.debug(
                 f"Stored message for round {request.round}. Count: {len(self._messages[request.round])}/{self._messages_per_round}"
@@ -115,6 +158,9 @@ async def ForwardMessage(self, request, context):
         )
 
     async def _wait_for_round_messages(self):
+        """An asynchronous task that waits for all the round messages to be received.
+        Once notified, it takes the messages from the dictionary and sends them.
+        """
         while self._running:
             async with self._cond:
                 await self._cond.wait()
@@ -129,6 +175,14 @@ async def _wait_for_round_messages(self):
             await self._send_round_messages(messages, current_round)
 
     async def _send_round_messages(self, messages: List[Message], round: int):
+        """If the message is for a registered client, it stores it in the final
+        messages and saves the payload to a file.
+        If the message is for another mix server, it forwards it to that server.
+
+        Args:
+            messages (List[Message]): messages to be sent in the current round
+            round (int): the current round number
+        """
         for message in messages:
             if message.address in self._clients_addrs:
                 self._logger.info(
@@ -137,6 +191,10 @@ async def _send_round_messages(self, messages: List[Message], round: int):
                 if message.address not in self._final_messages:
                     self._final_messages[message.address] = []
                 self._final_messages[message.address].append(message.payload)
+                if self._enable_metrics:
+                    round_end_time = time.perf_counter_ns()
+                    if round == 0:
+                        self._metrics[self._id]["round_end_time"] = round_end_time
                 output_file = os.path.join(
                     self._output_dir,
                     f"{self._id}_round_{round}_{message.address.replace(':', '_')}.txt",
@@ -156,6 +214,15 @@ async def _send_round_messages(self, messages: List[Message], round: int):
                     )
 
     async def PollMessages(self, request, context):
+        """A gRPC API method for a client to pol messages.
+
+        Args:
+            request (PollMessagesRequest): gRPC request containing client address
+            context (_type_): gRPC context
+
+        Returns:
+            PollMessagesResponse: gRPC response containing the list of messages
+        """
         client_address = request.client_addr
         self._logger.info(f"Client '{client_address}' polling for messages.")
         payloads = self._final_messages.pop(client_address, [])
@@ -169,10 +236,10 @@ async def stop(self):
         self._running = False
         async with self._cond:
             self._cond.notify()  # Wake up forwarding thread to check running flag
-        if self._server:
-            await self._server.stop(grace=5.0)
         if self._wait_future:
             await self._wait_future
+        if self._server:
+            await self._server.stop(grace=5.0)
         if os.path.exists(self._pubkey_path):
             os.remove(self._pubkey_path)
-        self._logger.warning("server stopped")
+        self._logger.info("server stopped")
diff --git a/uv.lock b/uv.lock
index a5bcf44..b553d6a 100644
--- a/uv.lock
+++ b/uv.lock
@@ -74,6 +74,56 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d1/d6/3965ed04c63042e047cb6a3e6ed1a63a35087b6a609aa3a15ed8ac56c221/colorama-0.4.6-py2.py3-none-any.whl", hash = "sha256:4f1d9991f5acc0ca119f9d443620b77f9d6b33703e51011c16baf57afb285fc6", size = 25335, upload-time = "2022-10-25T02:36:20.889Z" },
 ]
 
+[[package]]
+name = "contourpy"
+version = "1.3.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "numpy" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/66/54/eb9bfc647b19f2009dd5c7f5ec51c4e6ca831725f1aea7a993034f483147/contourpy-1.3.2.tar.gz", hash = "sha256:b6945942715a034c671b7fc54f9588126b0b8bf23db2696e3ca8328f3ff0ab54", size = 13466130, upload-time = "2025-04-15T17:47:53.79Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/34/f7/44785876384eff370c251d58fd65f6ad7f39adce4a093c934d4a67a7c6b6/contourpy-1.3.2-cp312-cp312-macosx_10_13_x86_64.whl", hash = "sha256:4caf2bcd2969402bf77edc4cb6034c7dd7c0803213b3523f111eb7460a51b8d2", size = 271580, upload-time = "2025-04-15T17:37:03.105Z" },
+    { url = "https://files.pythonhosted.org/packages/93/3b/0004767622a9826ea3d95f0e9d98cd8729015768075d61f9fea8eeca42a8/contourpy-1.3.2-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:82199cb78276249796419fe36b7386bd8d2cc3f28b3bc19fe2454fe2e26c4c15", size = 255530, upload-time = "2025-04-15T17:37:07.026Z" },
+    { url = "https://files.pythonhosted.org/packages/e7/bb/7bd49e1f4fa805772d9fd130e0d375554ebc771ed7172f48dfcd4ca61549/contourpy-1.3.2-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:106fab697af11456fcba3e352ad50effe493a90f893fca6c2ca5c033820cea92", size = 307688, upload-time = "2025-04-15T17:37:11.481Z" },
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