diff --git a/final/README.md b/final/README.md
index 7d3e65d..32e893e 100644
--- a/final/README.md
+++ b/final/README.md
@@ -19,7 +19,7 @@ python3 app.py
 ```
 
 ## Example tests
-*Give a summary of network traffic on my ethernet adapter*
+*Summarize, and then describe in text the network traffic on my ethernet adapter*
 
 *Based on ethernet traffic, what applications might I be running*
 
diff --git a/final/tools.py b/final/tools.py
index 38f2a3e..7b253d0 100644
--- a/final/tools.py
+++ b/final/tools.py
@@ -14,7 +14,7 @@ from scapy.layers.inet import IP, TCP, UDP, Packet, PacketList
 shell_tool = ShellTool()
 
 """
-
+The tools here use a combination of different mechanisms to perform, but all serve to assist with network analysis.
 """
 
 
@@ -22,8 +22,6 @@ class TCPDump(BaseModel):
     interface: str = Field(
         description="""The name of the interface to use with tcpdump. May be 'any'"""
     )
-
-
 @tool(
     "Perform packet capture on a particular network interface using tcpdump. This will return a pcap file which can be analyzed by other tools",
     args_schema=TCPDump,
@@ -43,15 +41,15 @@ def tcp_dump(interface: str) -> str:
     filtered: str = filter_unique_packets(file_name)
     return filtered
 
-
+"""
+This tool attempts to wrap the network summary, in a prompt with some context before sending it off to Dall-e
+"""
 class Image(BaseModel):
     params: str = Field(
         description="""A structured text summary of netowrk information or topology"""
     )
-
-
 @tool(
-    "Create an image of a network. This tool must take as input a summary of packet information, and not a file name. If necessary, condense input to 900 characters or less",
+    "Create a visual image of a network. This tool must take as input a summary of packet information, and not a file name. If necessary, condense input to 900 characters or less",
     args_schema=Image,
     return_direct=False,
 )
@@ -90,7 +88,9 @@ def pcap_summary(file: str) -> str:
     return stdout_capture.getvalue()
 
 
-# From hw6
+"""
+Tool borrowed from hw6 wifi cracking
+"""
 class Iwconfig(BaseModel):
     params: str = Field(
         description="should be command line parameters to 'iwconfig'. If none are needed, this should be left as an empty string"
@@ -105,7 +105,7 @@ def get_adapter_interface(params: str) -> str:
     res = shell_tool.run({"commands": [f"iwconfig {params}"]})
     return res
 
-
+""" Src: https://github.com/wu4f/cs410g-src/blob/main/09_ThreatIntelligence/01_net_int.py """"
 @tool
 def ip_loc(address):
     """Get information from an ip address, including geolocation. Takes as a paramater an ip address. Do not use this tool with IP adresses in a reserve range or on LAN"""
@@ -116,7 +116,9 @@ def ip_loc(address):
         return response.json()
 
 
-# Filter 'unique' (src,dest,protocol) packets from a pcap file with scapy. Save this as a new capture file and return the name
+""" Filter 'unique' (src,dest,protocol) packets from a pcap file with scapy. Save this as a new capture file and return the name
+    This is necessary to limit input sizes to LLMs
+"""
 def filter_unique_packets(pcap_file: str) -> str:
     packets = rdpcap(pcap_file)
     unique_packets = set()