diff --git a/components/code.tsx b/components/code.tsx
index acbb4376..516c672c 100644
--- a/components/code.tsx
+++ b/components/code.tsx
@@ -4,6 +4,7 @@ import { CopyIcon, DropDownArrow } from "src/icons/shared-icons";
 import { Windows, Mac, Ubuntu, OSProps } from "src/icons/os-icons";
 import { useEffect } from "react";
 import { motion } from "framer-motion";
+
 interface CodeGroupProps {
   children: ReactNode;
   isOSFile?: boolean;
@@ -11,6 +12,8 @@ interface CodeGroupProps {
   hasCopy?: boolean;
   osBlocks: ReactNode;
   codeBlocks: ReactNode;
+  dynamic?: boolean;
+  digest?: string;
 }
 
 interface CodeBlockProps {
@@ -564,3 +567,23 @@ export const DocsCode: React.FC<CodeGroupProps> = ({
     </div>
   );
 };
+
+interface CodeSegment {
+  path: string;
+  lineStart: number;
+  lineEnd: number;
+  hosted: boolean;
+  filename?: string;
+}
+
+interface GithubCodeSegment {
+  digest?: string;
+}
+
+export const GithubCodeSegment: React.FC<GithubCodeSegment> = () => {
+  return <div hidden />;
+};
+
+export const CodeSegment: React.FC<CodeSegment> = () => {
+  return <div hidden />;
+};
diff --git a/pages/guides/agents/quickstart.mdx b/pages/guides/agents/quickstart.mdx
index 7c924d43..34ec7fc8 100644
--- a/pages/guides/agents/quickstart.mdx
+++ b/pages/guides/agents/quickstart.mdx
@@ -1,4 +1,4 @@
-import { CodeGroup, DocsCode } from "../../../components/code";
+import {CodeGroup, CodeSegment, DocsCode, GithubCodeSegment} from "../../../components/code";
 
 # Quick Start Guide for uAgents Framework
 
@@ -81,21 +81,42 @@ Create a new Python script:
 </CodeGroup>
 Open `interval_task.py` in your text editor and add the following code:
 
-    ```py copy filename="interval_task.py"
-    from uagents import Agent, Context
+<GithubCodeSegment digest="8124d02089b755b4ecfbfbbfeefb829b">
+    <CodeSegment
+        path="https://github.com/fetchai/uAgent-Examples/blob/main/5-documentation/guides/agents/quickstart/local/interval_task.py"
+        lineStart={1}
+        lineEnd={14}
+        last_updated={""}
+        hosted={true}
+    />
+</GithubCodeSegment>
+<CodeGroup dynamic hasCopy isLocalHostedFile digest='8124d02089b755b4ecfbfbbfeefb829b'>
+
+
+<DocsCode local={true}>
+	```py copy filename="interval_task.py"
+
+	from uagents import Agent, Context
+	
+	# Create an agent named Alice
+	alice = Agent(name="alice", seed="YOUR NEW PHRASE")
+	
+	# Define a periodic task for Alice
+	@alice.on_interval(period=2.0)
+	async def say_hello(ctx: Context):
+	    ctx.logger.info(f'hello, my name is {alice.name}')
+	
+	
+	# Run the agent
+	if __name__ == "__main__":
+	    alice.run()
+
+```
+</DocsCode>
 
-    # Create an agent named Alice
-    alice = Agent(name="alice", seed=YOUR NEW PHRASE)
+</CodeGroup>
 
-    # Define a periodic task for Alice
-    @alice.on_interval(period=2.0)
-    async def say_hello(ctx: Context):
-        ctx.logger.info(f'hello, my name is {alice.name}')
 
-    # Run the agent
-    if __name__ == "__main__":
-        alice.run()
-    ```
 
 Be sure to update `seed` with a unique phrase, your seed will need to be wrapped in `"`.
 
@@ -142,7 +163,6 @@ Create 2 new Python scripts:
 
 </CodeGroup>
 
-
 <CodeGroup hasCopy isOSFile>
 <DocsCode mac={true}>
     ```py copy filename="mac"
@@ -165,73 +185,117 @@ Create 2 new Python scripts:
 
 Open `SenderAgent.py` in your text editor and add the following code:
 
-      ```py copy filename="SenderAgent.py"
-      from uagents import Agent, Context, Model
-      
-      
-      class Message(Model):
-          message: str
-      
-      
-      RECIPIENT_ADDRESS = (
-          "test-agent://agent1qd8ymq4najh5wycvhvhcw3l5lmkgkvkrqevrs6wpp5ll0khfdq6v2cq6859"
-      )
-      
-      SenderAgent = Agent(
-          name="SenderAgent",
-          port=8000,
-          seed="SenderAgent secret phrase",
-          endpoint=["http://127.0.0.1:8000/submit"],
-      )
-      
-      print(SenderAgent.address)
-
-      @SenderAgent.on_interval(period=2.0)
-      async def send_message(ctx: Context):
-          await ctx.send(RECIPIENT_ADDRESS, Message(message="Hi there. Let's start our conversation!"))
-      
-      
-      @SenderAgent.on_message(model=Message)
-      async def message_handler(ctx: Context, sender: str, msg: Message):
-          ctx.logger.info(f"Received message from {sender}: {msg.message}")
-      
-      
-      if __name__ == "__main__":
-          SenderAgent.run()
-      ```
+<GithubCodeSegment digest="50258d23280034cc685e1b7f06bc0c65">
+    <CodeSegment
+        path="https://github.com/fetchai/uAgent-Examples/blob/main/5-documentation/guides/agents/quickstart/local/SenderAgent.py"
+        lineStart={1}
+        lineEnd={33}
+        last_updated={""}
+        hosted={true}
+    />
+</GithubCodeSegment>
+<CodeGroup dynamic hasCopy isLocalHostedFile digest='50258d23280034cc685e1b7f06bc0c65'>
+
+
+<DocsCode local={true}>
+	```py copy filename="SenderAgent.py"
+
+	from uagents import Agent, Context, Model
+	
+	
+	class Message(Model):
+	    message: str
+	
+	
+	RECIPIENT_ADDRESS = (
+	    "test-agent://agent1qd8ymq4najh5wycvhvhcw3l5lmkgkvkrqevrs6wpp5ll0khfdq6v2cq6859"
+	)
+	
+	SenderAgent = Agent(
+	    name="SenderAgent",
+	    port=8000,
+	    seed="SenderAgent secret phrase",
+	    endpoint=["http://127.0.0.1:8000/submit"],
+	)
+	
+	print(SenderAgent.address)
+	
+	
+	@SenderAgent.on_interval(period=2.0)
+	async def send_message(ctx: Context):
+	    await ctx.send(RECIPIENT_ADDRESS, Message(message="Hi there. Let's start our conversation!"))
+	
+	
+	@SenderAgent.on_message(model=Message)
+	async def message_handler(ctx: Context, sender: str, msg: Message):
+	    ctx.logger.info(f"Received message from {sender}: {msg.message}")
+	
+	
+	if __name__ == "__main__":
+	    SenderAgent.run()
+
+```
+</DocsCode>
+
+</CodeGroup>
+
+
 
 Then, open `ReceiverAgent.py` in your text editor and add the following code into it:
 
-       ```py copy filename="ReceiverAgent.py"
-      from uagents import Agent, Context, Model
-      
-      # NOTE: Run ReceiverAgent.py before running SenderAgent.py
-      
-      
-      class Message(Model):
-          message: str
-      
-      
-      ReceiverAgent = Agent(
-          name="ReceiverAgent",
-          port=8001,
-          seed="ReceiverAgent secret phrase",
-          endpoint=["http://127.0.0.1:8001/submit"],
-      )
-      
-      print(ReceiverAgent.address)
-      
-      @ReceiverAgent.on_message(model=Message)
-      async def message_handler(ctx: Context, sender: str, msg: Message):
-          ctx.logger.info(f"Received message from {sender}: {msg.message}")
-      
-          # send the response
-          await ctx.send(sender, Message(message="Cool! Let's get started!"))
-      
-      
-      if __name__ == "__main__":
-          ReceiverAgent.run()
-       ```
+<GithubCodeSegment digest="9abcc8ac977bfe803e43451debe9a560">
+    <CodeSegment
+        path="https://github.com/fetchai/uAgent-Examples/blob/main/5-documentation/guides/agents/quickstart/local/ReceiverAgent.py"
+        lineStart={1}
+        lineEnd={33}
+        last_updated={""}
+        hosted={true}
+    />
+</GithubCodeSegment>
+<CodeGroup dynamic hasCopy isLocalHostedFile digest='9abcc8ac977bfe803e43451debe9a560'>
+
+
+<DocsCode local={true}>
+	```py copy filename="ReceiverAgent.py"
+
+	from uagents import Agent, Context, Model
+	
+	
+	# NOTE: Run ReceiverAgent.py before running SenderAgent.py
+	
+	
+	class Message(Model):
+	    message: str
+	
+	
+	ReceiverAgent = Agent(
+	    name="ReceiverAgent",
+	    port=8001,
+	    seed="ReceiverAgent secret phrase",
+	    endpoint=["http://127.0.0.1:8001/submit"],
+	)
+	
+	print(ReceiverAgent.address)
+	
+	
+	@ReceiverAgent.on_message(model=Message)
+	async def message_handler(ctx: Context, sender: str, msg: Message):
+	    ctx.logger.info(f"Received message from {sender}: {msg.message}")
+	
+	    # send the response
+	    await ctx.send(sender, Message(message="Cool! Let's get started!"))
+	
+	
+	if __name__ == "__main__":
+	    ReceiverAgent.run()
+
+```
+</DocsCode>
+
+</CodeGroup>
+
+
+
 Again, be sure to update `seed` with a unique phrase.
 
 #### Run Script
@@ -248,7 +312,6 @@ Run the scripts to see the agents communicating:
 
 **Expected Output**:
 
-
 - **SenderAgent**:
 
    ```
@@ -271,7 +334,7 @@ Run the scripts to see the agents communicating:
    INFO:     [ReceiverAgent]: Received message from agent1qdp9j2ev86k3h5acaayjm8tpx36zv4mjxn05pa2kwesspstzj697xy5vk2a: Hello there bob.
    INFO:     [ReceiverAgent]: Received message from agent1qdp9j2ev86k3h5acaayjm8tpx36zv4mjxn05pa2kwesspstzj697xy5vk2a: Hello there bob.
    ```
-  
+
 ## Reach out to the Team!
 
 Excellent! You are now ready to start exploring the concepts and resources available to start developing your agents on the Fetch Network! if you're keen to skip the more code focused guides, your best next steps would be [Communicating with agents](intermediate/communicating-with-other-agents).
diff --git a/poetry.lock b/poetry.lock
new file mode 100644
index 00000000..83c04789
--- /dev/null
+++ b/poetry.lock
@@ -0,0 +1,1336 @@
+# This file is automatically @generated by Poetry 1.8.2 and should not be changed by hand.
+
+[[package]]
+name = "annotated-types"
+version = "0.7.0"
+description = "Reusable constraint types to use with typing.Annotated"
+optional = false
+python-versions = ">=3.8"
+files = [
+    {file = "annotated_types-0.7.0-py3-none-any.whl", hash = "sha256:1f02e8b43a8fbbc3f3e0d4f0f4bfc8131bcb4eebe8849b8e5c773f3a1c582a53"},
+    {file = "annotated_types-0.7.0.tar.gz", hash = "sha256:aff07c09a53a08bc8cfccb9c85b05f1aa9a2a6f23728d790723543408344ce89"},
+]
+
+[[package]]
+name = "blis"
+version = "0.7.11"
+description = "The Blis BLAS-like linear algebra library, as a self-contained C-extension."
+optional = false
+python-versions = "*"
+files = [
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+    {file = "blis-0.7.11-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:31273d9086cab9c56986d478e3ed6da6752fa4cdd0f7b5e8e5db30827912d90d"},
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+    {file = "blis-0.7.11-cp310-cp310-win_amd64.whl", hash = "sha256:a73945a9d635eea528bccfdfcaa59dd35bd5f82a4a40d5ca31f08f507f3a6f81"},
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+[package.dependencies]
+numpy = {version = ">=1.19.0", markers = "python_version >= \"3.9\""}
+
+[[package]]
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+optional = false
+python-versions = ">=3.6"
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+[[package]]
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+version = "2024.8.30"
+description = "Python package for providing Mozilla's CA Bundle."
+optional = false
+python-versions = ">=3.6"
+files = [
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+]
+
+[[package]]
+name = "charset-normalizer"
+version = "3.3.2"
+description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
+optional = false
+python-versions = ">=3.7.0"
+files = [
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+    {file = "wrapt-1.16.0-py3-none-any.whl", hash = "sha256:6906c4100a8fcbf2fa735f6059214bb13b97f75b1a61777fcf6432121ef12ef1"},
+    {file = "wrapt-1.16.0.tar.gz", hash = "sha256:5f370f952971e7d17c7d1ead40e49f32345a7f7a5373571ef44d800d06b1899d"},
+]
+
+[metadata]
+lock-version = "2.0"
+python-versions = "^3.11"
+content-hash = "0545c1c0eb8da719732de1c8b691b5647168bcbd54d5dcddccbe5986a4a9351b"
diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 00000000..de8ee92d
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,17 @@
+[tool.poetry]
+name = "docs"
+version = "0.1.0"
+description = ""
+authors = ["Your Name <you@example.com>"]
+readme = "README.md"
+
+[tool.poetry.dependencies]
+python = "^3.11"
+pyspellchecker = "^0.8.1"
+spacy = "^3.7.6"
+markdown-it-py = "^3.0.0"
+
+
+[build-system]
+requires = ["poetry-core"]
+build-backend = "poetry.core.masonry.api"
diff --git a/update_code.py b/update_code.py
new file mode 100644
index 00000000..fc982015
--- /dev/null
+++ b/update_code.py
@@ -0,0 +1,146 @@
+import base64
+import sys
+import requests
+import os
+import re
+import hashlib
+
+access_token = os.getenv("ACCESS_TOKEN")
+
+
+def insert_updated_digest(match, digest):
+    return match.replace('digest=""', f"""digest=\"{digest}\"""")
+
+
+def delete_code_sample(filePath):
+    with open(filePath, "r+") as f:
+        data = f.read()
+
+        base_regex = r"<CodeGroup[\s]dynamic.*?>[\s\S]*?</CodeGroup>"
+
+        jsx_codegroup_regex = re.compile(base_regex, re.DOTALL)
+
+        result_string = re.sub(jsx_codegroup_regex, "", data)
+        result_string = re.sub(r'\n\s*\n', '\n\n', result_string)
+        result_string = re.sub(r'digest="([^"]+)?"', 'digest=""', result_string)
+        f.seek(0)
+        f.truncate()
+        f.write(result_string)
+
+
+def get_github_data(owner, repo, filePath):
+    url = f"https://api.github.com/repos/{owner}/{repo}/contents/{filePath}?ref=main"
+    headers = {'Accept': 'application/vnd.github.v3.star+json', 'Authorization': f"Bearer {access_token}"}
+
+    try:
+        response = requests.get(url, headers=headers)
+        if response.status_code == 200:
+            contents = response.json()
+            text_body = contents["content"]
+            decoded_body = base64.b64decode(text_body).decode("utf-8")
+            return decoded_body
+        else:
+            print(response.status_code, response.text)
+
+    except Exception as e:
+        print(f"Error fetching and updating data: {e}")
+
+
+def insert_html_after_jsx(filepath):
+    with open(filepath, "r+") as f:
+        data = f.read()
+        base_regex = r"<GithubCodeSegment(.*?)>(.*?)</GithubCodeSegment>"
+        jsx_obj_regex = re.compile(base_regex, re.DOTALL)
+
+        def insert_tag(match):
+
+            code_groups_base_regex = r"<CodeSegment(.*?)/>"
+            code_groups_regex = re.compile(code_groups_base_regex, re.DOTALL)
+            regex = r'(\w+)=["{]?([^"}]+)["}]?'
+
+            re_digest = r'digest="([^"]+)?"'
+            digest_match = re.search(re_digest, match.group(0))
+            og_digest = digest_match.group(1) if digest_match.group(1) else ""
+
+            code_groups = re.findall(code_groups_regex, match.group(0))
+            code_group = code_groups[0]
+            code_block = ""
+
+            pairs = {}
+
+            for internal_match in re.finditer(regex, code_group):
+                key = internal_match.group(1)
+                value = internal_match.group(2).replace("{", "").replace("}", "")
+                pairs[key] = value
+
+            parts = pairs["path"].split("/");
+            username = parts[3];
+            repository = parts[4];
+            code_filepath = "/".join(parts[7:]).replace("\"", "")
+            filename = parts[len(parts) - 1]
+
+            if "filename" in pairs:
+                filename = pairs["filename"]
+
+            hosted = pairs["hosted"]
+
+            lines = get_github_data(username, repository, code_filepath)
+            selection = lines.split("\n")[int(pairs["lineStart"]) - 1:int(pairs["lineEnd"])]
+            selection = ["\t" + s for s in selection]
+            reformed_code_block = '\n'.join(selection)
+
+            code_block = code_block + f"""\n<DocsCode local={{{hosted}}}>\n\t```py copy filename="{filename}"\n\n{reformed_code_block}\n\n```\n</DocsCode>\n"""
+
+            digest = hashlib.md5(code_block.encode('utf-8')).hexdigest()  # digest the entire jsx obj
+
+            if og_digest == "":
+                new_jsx_object = f"<CodeGroup dynamic hasCopy isLocalHostedFile digest='{digest}'>\n{code_block}\n</CodeGroup>\n\n"
+                match_with_new_digest = insert_updated_digest(match.group(0), digest)
+                return f"{match_with_new_digest}\n{new_jsx_object}", None
+
+            if og_digest == digest:
+                return None, "No need to update code, digest matches"
+
+            if og_digest != digest:
+                return None, f"=== Mismatch at {filepath}, from {code_filepath} ==="
+
+        result = []
+        last_end = 0
+
+        for match in re.finditer(jsx_obj_regex, data):
+            start, end = match.span()
+            jsx, cl = insert_tag(match)
+            if cl:
+                print(cl)
+            else:
+                result.append(data[last_end:start])
+                result.append(jsx)
+                last_end = end
+
+        result.append(data[last_end:])
+
+        if len(result) == 0:
+            f.close()
+        else:
+            f.seek(0)
+            f.write(''.join(result))
+
+
+def directory_loop(directory, removal):
+    for root, dirs, files in os.walk(directory):
+        for file in files:
+            if file.endswith(".md") or file.endswith(".mdx"):
+                if not removal:
+                    insert_html_after_jsx(os.path.join(root, file))
+                else:
+                    delete_code_sample(os.path.join(root, file))
+
+
+directory_loop('./pages/guides', True)
+directory_loop('./pages/guides', False)
+
+"""
+todo: add in function to remove all CodeGroup and set all GithubCodeSegment digests to an empty string
+todo: add in args to force an update if digests don't match
+todo: force exit on a non-matching digest
+"""