diff --git a/.devcontainer/mcp.json b/.devcontainer/mcp.json
index 54f147bb63c..0242d13aca7 100644
--- a/.devcontainer/mcp.json
+++ b/.devcontainer/mcp.json
@@ -1,26 +1,4 @@
 {
-  "inputs": [
-    {
-      "type": "promptString",
-      "id": "extension_or_module_name",
-      "description": "The name of the Azure CLI extension or module to generate commands for."
-    },
-    {
-      "type": "promptString",
-      "id": "swagger_module_path",
-      "description": "The file path to the Swagger module."
-    },
-    {
-      "type": "promptString",
-      "id": "resource_provider",
-      "description": "The Azure resource provider for which to generate commands."
-    },
-    {
-      "type": "promptString",
-      "id": "swagger_tag",
-      "description": "The Swagger tag to use for command generation."
-    }
-  ],
   "servers": {
     "AAZ Flow": {
       "command": "python",
@@ -28,11 +6,11 @@
         "azure-cli/tools/aaz-flow/main.py"
       ],
       "env": {
-        "AAZ_PATH": "/workspaces/aaz",
-        "CLI_PATH": "/workspaces/azure-cli",
-        "CLI_EXTENSION_PATH": "/workspaces/azure-cli-extensions",
-        "SWAGGER_PATH": "/workspaces/azure-rest-api-specs"
+          "AAZ_PATH": "/workspaces/aaz",
+          "CLI_PATH": "/workspaces/azure-cli",
+          "CLI_EXTENSION_PATH": "/workspaces/azure-cli-extensions",
+          "SWAGGER_PATH": "/workspaces/azure-rest-api-specs"
       }
     }
   }
-}
+}
\ No newline at end of file
diff --git a/tools/aaz-flow/README.md b/tools/aaz-flow/README.md
index 741ad1b0ff7..69b7b5a9e13 100644
--- a/tools/aaz-flow/README.md
+++ b/tools/aaz-flow/README.md
@@ -4,9 +4,11 @@ MCP Server for the AAZ API, enabling prune command-line interface, implement cus
 Please note that AAZ Flow is currently in early development. The functionality and available tools are subject to change and expansion as we continue to develop and improve the server.
 
 ### Tools
-1. `generate_code`
-   - xx
-   - Inputs:
-     - xx
-     - xx
-   - Returns:
+`generate_code`
+
+## Implementation
+1. Performs elicitation for user input to perform workflow
+2. Generates content using llm sampling
+3. Executes AAZ Flow commands directly
+4. Generates tests using llm sampling
+5. Uses tool transformation to make the internal tooling more friendly for llms
\ No newline at end of file
diff --git a/tools/aaz-flow/__init__.py b/tools/aaz-flow/__init__.py
new file mode 100644
index 00000000000..12528cc7efe
--- /dev/null
+++ b/tools/aaz-flow/__init__.py
@@ -0,0 +1,6 @@
+# --------------------------------------------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# Licensed under the MIT License. See License.txt in the project root for license information.
+# --------------------------------------------------------------------------------------------
+
+# AAZ Flow package
diff --git a/tools/aaz-flow/helpers.py b/tools/aaz-flow/helpers.py
new file mode 100644
index 00000000000..16334e133cb
--- /dev/null
+++ b/tools/aaz-flow/helpers.py
@@ -0,0 +1,421 @@
+# --------------------------------------------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# Licensed under the MIT License. See License.txt in the project root for license information.
+# --------------------------------------------------------------------------------------------
+
+import asyncio
+import os
+import shutil
+import sys
+from pathlib import Path
+from typing import Literal
+
+from fastmcp import Context
+from models import AAZRequest
+
+paths = {
+    "aaz": os.getenv("AAZ_PATH", "/workspaces/aaz"),
+    "cli": os.getenv("CLI_PATH", "/workspaces/azure-cli"),
+    "cli_extension": os.getenv("CLI_EXTENSION_PATH", "/workspaces/azure-cli-extensions"),
+    "swagger_path": os.getenv("SWAGGER_PATH", "/workspaces/azure-rest-api-specs"),
+}
+
+
+def _resolve_python_candidates() -> list[str]:
+    """Find available Python executables in order of preference."""
+    candidates = []
+    venv = os.environ.get("VIRTUAL_ENV")
+    if venv:
+        candidates.append(str(Path(venv) / "bin" / "python"))
+    ws_venv_python = Path("/workspaces/.venv/bin/python")
+    if ws_venv_python.exists():
+        candidates.append(str(ws_venv_python))
+    if sys.executable:
+        candidates.append(sys.executable)
+    for name in ("python3", "python"):
+        p = shutil.which(name)
+        if p:
+            candidates.append(p)
+    deduped = []
+    seen = set()
+    for c in candidates:
+        if c not in seen:
+            deduped.append(c)
+            seen.add(c)
+    return deduped
+
+
+def _resolve_aaz_dev_prefix() -> str:
+    """Find the correct aaz-dev command to use."""
+    for py in _resolve_python_candidates():
+        try:
+            import subprocess
+
+            code = (
+                "import importlib.util, sys; "
+                "spec = importlib.util.find_spec('aaz_dev.__main__'); "
+                "sys.exit(0 if spec else 1)"
+            )
+            res = subprocess.run(
+                [py, "-c", code],
+                stdout=subprocess.PIPE,
+                stderr=subprocess.PIPE,
+                text=True,
+            )
+            if res.returncode == 0:
+                return f"{py} -m aaz_dev"
+        except Exception:
+            pass
+    for maybe in [
+        "/workspaces/.venv/bin/aaz-dev",
+        (
+            str(Path(os.environ.get("VIRTUAL_ENV", "")) / "bin" / "aaz-dev")
+            if os.environ.get("VIRTUAL_ENV")
+            else None
+        ),
+        shutil.which("aaz-dev"),
+    ]:
+        if maybe and os.path.exists(maybe):
+            return maybe
+    return "aaz-dev"
+
+
+async def fetch_available_services():
+    """Retrieve available services by parsing local azure-rest-api-specs/specification directory."""
+    spec_path = os.path.join(paths["swagger_path"], "specification")
+    if not os.path.exists(spec_path):
+        return ["storage", "compute", "network", "keyvault", "monitor"]
+
+    try:
+        directories = [
+            d
+            for d in os.listdir(spec_path)
+            if os.path.isdir(os.path.join(spec_path, d))
+        ]
+        directories.sort()
+        return directories
+    except Exception:
+        return ["storage", "compute", "network", "keyvault", "monitor"]
+
+
+def fetch_tag_and_rp(module_name: str) -> list:
+    """Extract tags and resource providers from swagger readme.md file."""
+    read_me = os.path.join(
+        paths["swagger_path"], "specification", module_name, "resource-manager", "readme.md"
+    )
+    if not os.path.exists(read_me):
+        return []
+    
+    tags = []
+    try:
+        with open(read_me, 'r') as f:
+            for line in f:
+                line = line.strip()
+                if line.startswith('### Tag:'):
+                    tag = line.split('### Tag:')[1].strip()
+                    tags.append(tag)
+    except Exception:
+        tags = []
+
+    resource_providers = []
+    try:
+        with open(read_me, 'r') as f:
+            lines = f.readlines()
+            for idx, line in enumerate(lines):
+                if line.strip().startswith('input-file:'):
+                    for next_line in lines[idx+1:]:
+                        next_line = next_line.strip()
+                        if next_line.startswith('-'):
+                            path = next_line.lstrip('-').strip()
+                            parts = path.split('/')
+                            if parts:
+                                resource_providers.append(parts[0])
+                        elif next_line == "" or next_line.startswith("#"):
+                            continue
+                        else:
+                            break
+                    break
+    except Exception:
+        resource_providers = []
+
+    return [resource_providers, tags]
+
+
+async def _select_option(ctx: Context, options: list, option_type: str) -> str:
+    if len(options) == 1:
+        selected = options[0]
+        await ctx.info(f"Using single {option_type}: {selected}")
+        return selected
+    
+    choice_prompt = await ctx.sample(
+        f"When the user clicks on the Respond button, the user will receive a list of {option_type}s to choose from."
+        f"Ask the user in a professional manner to select one {option_type} from the list. "
+        "The list is provided when they click on the Respond button so do not give any options in the questions itself."
+    )
+    
+    choice = await ctx.elicit(
+        message=choice_prompt.text, 
+        response_type=Literal[*options] if options else str
+    )
+    
+    if choice.action != "accept":
+        return None
+    return choice.data
+
+
+async def validate_paths(ctx: Context) -> dict:
+    """Validate and get correct paths for required directories."""
+    await ctx.info("az_cli : Validating local paths...")
+    await ctx.report_progress(progress=5, total=100)
+
+    combined_check = await ctx.sample(
+        "Ask the user to confirm if the detected paths for AAZ, Azure CLI, Azure CLI Extensions and Swagger specs are correct. The detected paths are as follows:\n"
+        f"- AAZ path: `{paths['aaz']}`\n"
+        f"- Azure CLI path: `{paths['cli']}`\n"
+        f"- Azure CLI Extensions path: `{paths['cli_extension']}`\n"
+        f"- Swagger specifications path: `{paths['swagger_path']}`\n"
+        "If any path is incorrect, ask the user to answer with 'no'."
+    )
+
+    check_result = await ctx.elicit(
+        message=combined_check.text, response_type=Literal["yes", "no"]
+    )
+
+    if check_result.action != "accept":
+        return None
+
+    if check_result.data != "yes":
+        for i, (key, path) in enumerate(paths.items(), 1):
+            progress = 5 + (i * 5)
+            await ctx.report_progress(progress=progress, total=100)
+
+            display_name = key.replace("_", " ")
+            phrased_question = await ctx.sample(
+                f"Ask the user to confirm the path for {display_name} directory: {path}. Use `` around the path when displaying it."
+            )
+            check_result = await ctx.elicit(
+                message=phrased_question.text, response_type=Literal["yes", "no"]
+            )
+
+            if check_result.action != "accept":
+                return None
+
+            if check_result.data == "no":
+                elicit_question = await ctx.sample(
+                    f"Ask the user to provide the correct path for the {display_name} directory."
+                )
+                new_path_result = await ctx.elicit(
+                    message=elicit_question.text, response_type=str
+                )
+                if new_path_result.action != "accept":
+                    return None
+                paths[key] = new_path_result.data.strip('"')
+                await ctx.info(f"az_cli : Updated {display_name} path to: {paths[key]}")
+
+    await ctx.info("az_cli : Verifying path existence...")
+    await ctx.report_progress(progress=30, total=100)
+
+    for key, path in paths.items():
+        if not os.path.exists(path):
+            raise FileNotFoundError(
+                f"{key.replace('_', ' ')} path does not exist: {path}"
+            )
+
+    await ctx.info("az_cli : Path validation completed.")
+    await ctx.report_progress(progress=35, total=100)
+    return paths
+
+
+async def get_name(ctx: Context) -> str:
+    """Get the extension or module name from user."""
+    await ctx.info("az_cli : Fetching available services...")
+    common_extensions = await fetch_available_services()
+    await ctx.report_progress(progress=40, total=100)
+
+    choice_prompt = await ctx.sample(
+        "When the user clicks on the Respond button, the user will receive a list openapi specification resources to choose from."
+        "This list is fetched directly from the Azure REST API Specs repository. "
+        "Ask the user in a professional manner to select an openapi specification resource from the list. "
+        "The list is provided when they click on the Respond button so do not give them any options in the questions itself. "
+        "The result of this option selection will determine which module's code will be generated for Azure CLI."
+        "The request to the user should start from Please as the first word."
+    )
+    extension_choice = await ctx.elicit(
+        message=choice_prompt.text, response_type=Literal[tuple(
+            common_extensions)]
+    )
+
+    if extension_choice.action != "accept":
+        return None
+
+    if extension_choice.data == "other":
+        custom_extension = await ctx.elicit(
+            "Enter custom extension/module name:", response_type=str
+        )
+        if custom_extension.action != "accept":
+            return None
+        return custom_extension.data
+
+    return extension_choice.data
+
+
+async def _select_option(ctx: Context, options: list, option_type: str) -> str:
+    """Helper function to select from options or use single option directly."""
+    if len(options) == 1:
+        selected = options[0]
+        await ctx.info(f"Using single {option_type}: {selected}")
+        return selected
+    
+    choice_prompt = await ctx.sample(
+        f"When the user clicks on the Respond button, the user will receive a list of {option_type}s to choose from."
+        f"Ask the user in a professional manner to select one {option_type} from the list. "
+        "The list is provided when they click on the Respond button so do not give any options in the questions itself."
+    )
+    
+    choice = await ctx.elicit(
+        message=choice_prompt.text, 
+        response_type=Literal[*options] if options else str
+    )
+    
+    if choice.action != "accept":
+        return None
+    return choice.data
+
+
+async def construct_config(ctx: Context, name: str, resource_providers: list, tags: list) -> dict:
+    """Construct configuration by selecting resource provider and tag."""
+    await ctx.info(f"Found resource providers: {resource_providers}")
+    await ctx.info(f"Found tags: {tags}")
+
+    if not resource_providers or not tags:
+        await ctx.info("Invalid configuration. Code generation cancelled.")
+        return {}
+
+    resource_provider = await _select_option(ctx, resource_providers, "resource provider")
+    if resource_provider is None:
+        return None
+
+    swagger_tag = await _select_option(ctx, tags, "swagger tag")
+    if swagger_tag is None:
+        return None
+
+    await ctx.info(
+        f"Selected resource provider: {resource_provider}, tag: {swagger_tag}")
+
+    return [resource_provider, swagger_tag]
+
+
+async def run_command(
+    ctx: Context, command: str, step_name: str, progress_start: int, progress_end: int
+):
+    """Execute a shell command with progress tracking and output logging."""
+    await ctx.info(f"az_cli : Starting: {step_name}")
+    process = await asyncio.create_subprocess_shell(
+        command, stdout=asyncio.subprocess.PIPE, stderr=asyncio.subprocess.STDOUT
+    )
+
+    progress_range = progress_end - progress_start
+    lines_count = 0
+    total_lines_estimate = 50
+
+    while True:
+        line = await process.stdout.readline()
+        if not line:
+            if process.returncode is not None:
+                break
+            await asyncio.sleep(0.1)
+            continue
+        lines_count += 1
+        await ctx.info(f"az_cli : {line.decode().rstrip()}")
+        progress = progress_start + min(
+            progress_range, int(
+                (lines_count / total_lines_estimate) * progress_range)
+        )
+        await ctx.report_progress(progress, 100)
+
+    await process.wait()
+
+    if process.returncode != 0:
+        raise RuntimeError(f"{step_name} failed: {command}")
+
+    await ctx.report_progress(progress_end, 100)
+    await ctx.info(f"az_cli : Completed: {step_name}")
+
+
+async def execute_commands(ctx: Context, paths: dict, request: AAZRequest):
+    """Execute the AAZ development commands for code generation."""
+    aaz_dev = _resolve_aaz_dev_prefix()
+    await ctx.info(f"az_cli : Using aaz-dev invocation: {aaz_dev}")
+
+    prompt = await ctx.sample(
+        "Ask the user to provide a name for the generated module/extension. "
+        "To use the default name, they can simply press Cancel."
+    )
+
+    module_name_response = await ctx.elicit(prompt.text, response_type=str)
+    if module_name_response.action != "accept" or not module_name_response.data:
+        await ctx.info("No module name provided. The default name will be used.")
+        module_name = request.name
+    else:
+        module_name = module_name_response.data
+
+    cmd = (
+        f"{aaz_dev} cli generate "
+        f"-s {request.name} "
+        f"-m {module_name}"
+    )
+
+    try:
+        await run_command(ctx, cmd, "Generate CLI code", 80, 100)
+    except Exception as e:
+        await ctx.info(f"az_cli : Code generation failed: {str(e)}")
+        return f"Code generation failed: {str(e)}"
+
+    return "Azure CLI code generation completed successfully!"
+
+
+async def run_code_generation(ctx: Context, name: str, paths: dict):
+    """Run the complete code generation workflow."""
+    resource_providers, tags = fetch_tag_and_rp(name)
+    if not resource_providers or not tags:
+        return None, "Code generation cancelled."
+
+    resource_provider, swagger_tag = await construct_config(ctx, name, resource_providers, tags)
+
+    request = AAZRequest(
+        name=name,
+        swagger_module_path=os.path.join(paths['swagger_path'], 'specification', name),
+        resource_provider=resource_provider,
+        swagger_tag=swagger_tag,
+    )
+
+    await execute_commands(ctx, paths, request)
+    ctx.generated_module = name
+
+    await ctx.info(f"Code generation completed for extension/module '{name}'.")
+    return name, None
+
+
+async def get_validated_paths(ctx: Context):
+    """Get and validate all required paths."""
+    paths = await validate_paths(ctx)
+    if not paths:
+        await ctx.info("Operation cancelled due to invalid paths.")
+        return None
+    return paths
+
+
+async def get_module_name(ctx: Context, module_name: str | None = None):
+    """Get module name from parameter or user input."""
+    if not module_name:
+        response = await ctx.elicit(
+            "Enter the module/extension name to generate tests for:"
+        )
+        if response.action != "accept" or not response.data:
+            await ctx.info("Operation cancelled due to missing module name.")
+            return None
+        module_name = response.data
+    else:
+        await ctx.info(f"Detected generated module: {module_name}")
+    ctx.generated_module = module_name
+    return module_name
diff --git a/tools/aaz-flow/main.py b/tools/aaz-flow/main.py
index 281a6a6c827..6671877d0bb 100644
--- a/tools/aaz-flow/main.py
+++ b/tools/aaz-flow/main.py
@@ -2,35 +2,136 @@
 # Copyright (c) Microsoft Corporation. All rights reserved.
 # Licensed under the MIT License. See License.txt in the project root for license information.
 # --------------------------------------------------------------------------------------------
-import os
-from mcp.server.fastmcp import FastMCP
 
-# Initialize MCP server
+from fastmcp import FastMCP, Context
+from helpers import get_name, run_code_generation, get_module_name, get_validated_paths
+from testgen import generate_tests
+
 mcp = FastMCP("AAZ Flow")
 
+async def run_test_generation(ctx: Context, paths: dict):
+    await ctx.info("Automatically generating tests for the newly generated module...")
+    try:
+        test_result = await generate_tests(ctx, paths)
+        await ctx.info(f"Automatic test generation result: {test_result}")
+    except Exception as e:
+        await ctx.info(f"Automatic test generation failed: {str(e)}")
+
+async def run_full_generation(ctx: Context, name: str, paths: dict):
+    await ctx.report_progress(40, 100)
+    name, error = await run_code_generation(ctx, name, paths)
+    if error:
+        return error
+    await ctx.report_progress(60, 100)
+    await ctx.report_progress(100, 100)
+    await run_test_generation(ctx, paths)
+    return f"Code generation and test generation completed for extension/module '{name}'."
+
+@mcp.tool(
+    name="az_cli_generate_help",
+    description="Explains how to correctly call the az_cli_generate tool.",
+)
+async def generate_help(ctx: Context):
+    help_message = {
+        "tool": "az_cli_generate",
+        "description": "Generate Azure CLI commands from Swagger specs.",
+        "parameters": {},
+        "usage": "Call with no parameters, e.g. {}",
+    }
+    await ctx.info("az_cli_generate_help retrieved.")
+    return help_message
+
+@mcp.tool(
+    name="az_cli_generate_tests_help",
+    description="Explains how to correctly call the az_cli_generate_tests tool.",
+)
+async def generate_tests_help(ctx: Context):
+    help_message = {
+        "tool": "az_cli_generate_tests",
+        "description": (
+            "Generate tests for the newly generated Azure CLI commands. "
+            "Should only be called independently if the user has already "
+            "generated a module/extension or explicitly wants to only generate tests."
+        ),
+        "parameters": {
+            "module_name": "Name of the module/extension to generate tests for"
+        },
+        "usage": "Call with module name parameter, e.g. {'module_name': 'my-extension'}",
+    }
+    await ctx.info("az_cli_generate_tests_help retrieved.")
+    return help_message
+
+@mcp.tool(
+    name="az_cli_generate_tests",
+    description="Generate tests for the newly generated Azure CLI commands.",
+)
+async def generate_tests_tool(ctx: Context, module_name: str | None = None):
+    await ctx.info("Initiating Azure CLI test generation workflow.")
+
+    paths = await get_validated_paths(ctx)
+    if not paths:
+        return "Test generation cancelled."
+
+    module_name = await get_module_name(ctx, module_name)
+    if not module_name:
+        return "Test generation cancelled."
+
+    await run_test_generation(ctx, paths)
+
+    return f"Test generation completed for extension/module '{module_name}'."
+
+@mcp.tool(
+    name="az_cli_generate_code_direct_help",
+    description="Explains how to correctly call the az_cli_generate tool directly if the user has a specific module/extension in mind.",
+)
+async def generate_code_direct_help(ctx: Context):
+    help_message = {
+        "tool": "az_cli_generate_code_direct",
+        "description": "Generate Azure CLI commands from Swagger specs when the user has a specific module/extension in mind.",
+        "parameters": {
+            "module_name": "Name of the module/extension to generate code for"
+        },
+        "usage": "Call with module name parameter, e.g. {'module_name': 'my-extension'}",
+    }
+    await ctx.info("az_cli_generate_code_direct_help retrieved.")
+    return help_message
+
+@mcp.tool(
+    name="az_cli_generate_code_direct",
+    description="Generate Azure CLI commands from Swagger specs when the user has a specific module/extension in mind.",
+)
+async def generate_code_direct(ctx: Context, module_name: str):
+    await ctx.info("Initiating Azure CLI code generation workflow with specified module/extension.")
+    await ctx.report_progress(5, 100)
+
+    paths = await get_validated_paths(ctx)
+    if not paths:
+        return "Code generation cancelled."
+    await ctx.report_progress(20, 100)
+
+    if not module_name:
+        return "Code generation cancelled."
+
+    return await run_full_generation(ctx, module_name, paths)
+
+@mcp.tool(
+    name="az_cli_generate",
+    description="Generate Azure CLI commands from Swagger specs.",
+)
+async def generate_code(ctx: Context):
+    await ctx.info("Initiating Azure CLI code generation workflow.")
+    await ctx.report_progress(5, 100)
+
+    paths = await get_validated_paths(ctx)
+    if not paths:
+        return "Code generation cancelled."
+    await ctx.report_progress(20, 100)
 
-@mcp.tool()
-def generate_code(
-        extension_or_module_name: str,
-        swagger_module_path: str,
-        resource_provider: str,
-        swagger_tag: str,
-):
-    # Generate Azure CLI commands based on Swagger specifications
-    aaz_path = os.getenv("AAZ_PATH", "/workspaces/aaz")
-    cli_path = os.getenv("CLI_PATH", "/workspaces/azure-cli")
-    cli_extension_path = os.getenv("CLI_EXTENSION_PATH", "/workspaces/azure-cli-extensions")
-    swagger_path = os.getenv("SWAGGER_PATH", "/workspaces/azure-rest-api-specs")
-
-    swagger_module = os.path.split(swagger_module_path)[-1]
-
-    des = (
-        f"Just run the following command in the terminal: 'aaz-dev command-model generate-from-swagger --swagger-path {swagger_path} --swagger-module-path {swagger_module_path} --aaz-path {aaz_path} --module {swagger_module} --resource-provider {resource_provider} --swagger-tag {swagger_tag}'",
-        f"After the command is run successfully, then run the following command: 'aaz-dev cli generate-by-swagger-tag --aaz-path {aaz_path} --cli-path {cli_path} --cli-extension-path {cli_extension_path} --extension-or-module-name {extension_or_module_name} --swagger-module-path {swagger_module_path} --resource-provider {resource_provider} --swagger-tag {swagger_tag} --profile latest'",
-        f"After the command is run successfully, this task will be marked as completed.",
-    )
-    return des
+    name = await get_name(ctx)
+    if not name:
+        return "Code generation cancelled."
 
+    return await run_full_generation(ctx, name, paths)
 
 if __name__ == "__main__":
     mcp.run(transport="stdio")
diff --git a/tools/aaz-flow/models.py b/tools/aaz-flow/models.py
new file mode 100644
index 00000000000..4d2643ca9e5
--- /dev/null
+++ b/tools/aaz-flow/models.py
@@ -0,0 +1,14 @@
+# --------------------------------------------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# Licensed under the MIT License. See License.txt in the project root for license information.
+# --------------------------------------------------------------------------------------------
+
+from dataclasses import dataclass
+
+
+@dataclass
+class AAZRequest:
+    name: str
+    swagger_module_path: str
+    resource_provider: str
+    swagger_tag: str
diff --git a/tools/aaz-flow/prompt_templates.py b/tools/aaz-flow/prompt_templates.py
new file mode 100644
index 00000000000..7212d055718
--- /dev/null
+++ b/tools/aaz-flow/prompt_templates.py
@@ -0,0 +1,50 @@
+# --------------------------------------------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# Licensed under the MIT License. See License.txt in the project root for license information.
+# --------------------------------------------------------------------------------------------
+
+"""Prompt templates and static guidance for AAZ Flow tools."""
+
+IDEAL_STYLE = """
+    @ResourceGroupPreparer(name_prefix="cli_test_ag_with_non_v2_sku_", location="westus")
+    def test_ag_with_non_v2_sku(self):
+        self.kwargs.update({
+            "ag_name": self.create_random_name("ag-", 12),
+            "port_name": self.create_random_name("port-", 12),
+            "lisener_name": self.create_random_name("lisener-", 12),
+            "rule_name": self.create_random_name("rule-", 12),
+        })
+
+        self.cmd("network application-gateway create -n {ag_name} -g {rg} --sku WAF_Medium")
+
+        self.kwargs["front_ip"] = self.cmd("network application-gateway show -n {ag_name} -g {rg}").get_output_in_json()["frontendIPConfigurations"][0]["name"]
+        self.cmd("network application-gateway frontend-port create -n {port_name} -g {rg} --gateway-name {ag_name} --port 8080")
+        self.cmd("network application-gateway http-listener create -n {lisener_name} -g {rg} --gateway-name {ag_name} --frontend-ip {front_ip} --frontend-port {port_name}")
+
+        self.cmd(
+            "network application-gateway rule create -n {rule_name} -g {rg} --gateway-name {ag_name} --http-listener {lisener_name}",
+            checks=[
+                self.check("name", "{ag_name}"),
+                self.check("sku.tier", "WAF")
+            ]
+        )
+
+        self.cmd("network application-gateway delete -n {ag_name} -g {rg}")
+"""
+
+def get_testgen_static_instructions() -> str:
+    return (
+        "You are generating Azure CLI scenario tests for a new module.\n"
+        "Follow the style used by azure-cli scenario tests. Keep tests idempotent and light.\n"
+        "Generate tests that achieve at least 80%% coverage of methods and parameters covering primary commands for the target module.\n"
+        "To understand the primary commands that need to be tested, read through and understand the target module's generated AAZ commands.\n"
+        "Constraints: \n"
+        "- Keep tests safe-by-default; avoid destructive operations unless clearly required.\n"
+        "- Ensure tests can run in parallel without conflicts.\n"
+        "- If tests are large and can be safely and logically split, create multiple test methods (i.e. avoid a single CRUD test if possible, split it into multiple tests if logically and safely separable).\n"
+        "- It is highly preferred that all CRUD operations are not coupled in a single test.\n"
+        "- Output only valid Python code for the test file, nothing else."
+    )
+
+
+REF_STYLE_LABEL = "Read and reference the following test files (do not copy verbatim, just follow structure):\n"
diff --git a/tools/aaz-flow/pyproject.toml b/tools/aaz-flow/pyproject.toml
index e0d24689e12..c173d12fef3 100644
--- a/tools/aaz-flow/pyproject.toml
+++ b/tools/aaz-flow/pyproject.toml
@@ -5,5 +5,8 @@ description = "The MCP server utilized for code generation in Azure CLI (AAZ)."
 readme = "README.md"
 requires-python = ">=3.12"
 dependencies = [
-    "mcp>=1.12.0",
+    "fastmcp>=2.11.3"
 ]
+
+[tool.setuptools]
+py-modules = ["helpers", "main", "models"]
\ No newline at end of file
diff --git a/tools/aaz-flow/testgen.py b/tools/aaz-flow/testgen.py
new file mode 100644
index 00000000000..49257a25590
--- /dev/null
+++ b/tools/aaz-flow/testgen.py
@@ -0,0 +1,240 @@
+# --------------------------------------------------------------------------------------------
+# Copyright (c) Microsoft Corporation. All rights reserved.
+# Licensed under the MIT License. See License.txt in the project root for license information.
+# --------------------------------------------------------------------------------------------
+
+from pathlib import Path
+import os
+import asyncio
+import random
+from fastmcp import Context
+from prompt_templates import get_testgen_static_instructions, REF_STYLE_LABEL, IDEAL_STYLE
+
+
+async def check_module_status(ctx: Context):
+    await ctx.info("Starting test generation workflow.")
+
+    module_name = getattr(ctx, "generated_module", None)
+    if not module_name:
+        response = await ctx.elicit(
+            "Enter the module/extension name to generate tests for:"
+        )
+        if response.action != "accept" or not response.data:
+            return "Test generation cancelled."
+        module_name = response.data
+    else:
+        await ctx.info(f"Detected generated module: {module_name}")
+
+    ctx.generated_module = module_name
+    return module_name
+
+
+def find_test_dir(cli_extension_path: str, module_name: str) -> Path | None:
+    base = Path(cli_extension_path) / "src" / module_name
+    for path in base.rglob("tests/latest"):
+        if path.is_dir():
+            return path
+    return None
+
+
+def extract_generated_examples(module_path: Path) -> dict[str, str]:
+    examples = {}
+    for file in module_path.rglob("*.py"):
+        with open(file, "r", encoding="utf-8") as f:
+            lines = f.readlines()
+            inside_docstring = False
+            i = 0
+            while i < len(lines):
+                line = lines[i]
+
+                if line.strip().startswith(('"""', "'''")):
+                    inside_docstring = not inside_docstring
+                    i += 1
+                    continue
+
+                if inside_docstring and line.strip().startswith(":example:"):
+                    example_name = line.split(":example:")[1].strip()
+                    command_lines = []
+                    j = i + 1
+                    while j < len(lines):
+                        next_line = lines[j]
+                        if next_line.strip().startswith(('"""', "'''")):
+                            break
+                        command_lines.append(next_line.rstrip())
+                        j += 1
+                    command = "\n".join(l for l in command_lines if l.strip())
+                    key = example_name
+                    counter = 1
+                    while key in examples:
+                        counter += 1
+                        key = f"{example_name}_{counter}"
+                    examples[key] = command.strip()
+                    i = j
+                else:
+                    i += 1
+    return examples
+
+
+async def check_path_status(ctx: Context, paths: dict):
+    module_name = await check_module_status(ctx)
+    if not module_name or "cancelled" in str(module_name).lower():
+        return str(module_name), [], None
+
+    aaz_path = Path(f"{paths['cli_extension']}/src/{module_name}")
+    if not aaz_path.exists():
+        return f"AAZ path not found for module '{module_name}'", [], None
+
+    commands = []
+    for file in aaz_path.rglob("*.py"):
+        with open(file, "r", encoding="utf-8") as f:
+            for line in f:
+                if line.strip().startswith("def "):
+                    commands.append(line.strip().replace("def ", "").split("(")[0])
+
+    test_dir = find_test_dir(paths["cli_extension"], module_name)
+    test_dir.mkdir(parents=True, exist_ok=True)
+    test_file = test_dir / f"test_{module_name}.py"
+    return module_name, commands, test_file
+
+
+def build_testgen_prompt(
+    module_name: str,
+    commands: list[str],
+    reference_snippet: str = "",
+    examples: dict[str, str] | None = None,
+) -> str:
+    parts = [
+        get_testgen_static_instructions(),
+        (
+            f"Module name: '{module_name}'. Generate a single test class named "
+            f"'{module_name.capitalize()}ScenarioTest' deriving from ScenarioTest."
+        ),
+        "Discovered AAZ functions (potential commands):\n" + ", ".join(commands),
+    ]
+
+    if examples:
+        example_lines = [
+            f"{name}: {cmd}" for name, cmd in examples.items()
+        ]
+        parts.append("Example commands discovered from docstrings:\n" + "\n".join(example_lines))
+
+    if reference_snippet:
+        parts.append(REF_STYLE_LABEL + reference_snippet)
+    
+    parts.append("Here is the ideal test style example to follow:\n" + IDEAL_STYLE)
+
+    return "\n\n".join(parts)
+
+
+def strip_code_fences(text: str) -> str:
+    lines = text.strip().splitlines()
+    blocks = []
+    inside = False
+    current = []
+
+    for line in lines:
+        if line.strip().startswith("```"):
+            if inside:
+                blocks.append("\n".join(current).strip())
+                current = []
+                inside = False
+            else:
+                inside = True
+        elif inside:
+            current.append(line)
+    if current:
+        blocks.append("\n".join(current).strip())
+
+    if blocks:
+        return max(blocks, key=len)
+    return text.strip()
+
+def strip_shebang(text: str) -> str:
+    lines = text.strip().splitlines()
+    if lines and lines[0].startswith("#!"):
+        return "\n".join(lines[1:]).strip()
+    return text.strip()
+
+async def generate_tests(ctx: Context, paths: dict):
+    module_name, commands, test_file = await check_path_status(ctx, paths)
+
+    if test_file is None and not commands:
+        return str(module_name)
+
+    if not commands:
+        return f"No commands found to generate tests for module '{module_name}'."
+
+    reference_snippet = "\n".join(
+        [
+            "azure-cli/src/azure-cli/azure/cli/command_modules/resource/tests/latest/test_resource.py",
+            "azure-cli/src/azure-cli/azure/cli/command_modules/keyvault/tests/latest/test_keyvault_commands.py",
+        ]
+    )
+
+    extracted_examples = extract_generated_examples(
+        Path(f"{paths['cli_extension']}/src/{module_name}")
+    )
+
+    sampling_prompt = build_testgen_prompt(
+        module_name, commands, reference_snippet, extracted_examples
+    )
+    max_retries = int(os.getenv("TESTGEN_RETRIES", "5"))
+    base_delay = float(os.getenv("TESTGEN_RETRY_BASE_DELAY", "2"))
+
+    attempt = 0
+    content = ""
+    last_err = None
+    while attempt <= max_retries:
+        try:
+            if attempt > 0:
+                await ctx.info(
+                    f"Retrying test generation (attempt {attempt}/{max_retries})..."
+                )
+            sampled = await ctx.sample(sampling_prompt)
+            raw_content = (getattr(sampled, "text", "") or "").strip()
+            content = strip_shebang(strip_code_fences(raw_content))
+            if content:
+                break
+            last_err = RuntimeError("Empty content returned from provider")
+            raise last_err
+        except Exception as ex:
+            last_err = ex
+            message = str(ex).lower()
+            retriable = any(
+                k in message
+                for k in [
+                    "rate limit",
+                    "overloaded",
+                    "timeout",
+                    "temporarily unavailable",
+                    "429",
+                ]
+            )
+            if attempt >= max_retries or not retriable:
+                break
+            delay = base_delay * (2**attempt)
+            delay = min(delay, 30)
+            jitter = random.uniform(0.7, 1.3)
+            wait_time = delay * jitter
+            await ctx.info(
+                f"Transient error encountered: {ex}. Waiting {wait_time:.1f}s before retry."
+            )
+            await asyncio.sleep(wait_time)
+            attempt += 1
+            continue
+
+    if not content:
+        if last_err:
+            return (
+                f"Test generation failed after {max_retries} retries for module '{module_name}': "
+                f"{last_err}"
+            )
+        return (
+            f"Test generation failed: no content generated for module '{module_name}'."
+        )
+
+    with open(test_file, "w", encoding="utf-8") as f:
+        f.write(content)
+
+    await ctx.info(f"Generated test file: {test_file}")
+    return f"Test generation completed for module '{module_name}'."
diff --git a/tools/aaz-flow/uv.lock b/tools/aaz-flow/uv.lock
index caf317df0fb..9625f09a77b 100644
--- a/tools/aaz-flow/uv.lock
+++ b/tools/aaz-flow/uv.lock
@@ -7,11 +7,11 @@ name = "aaz-flow"
 version = "0.1.0"
 source = { virtual = "." }
 dependencies = [
-    { name = "mcp" },
+    { name = "fastmcp" },
 ]
 
 [package.metadata]
-requires-dist = [{ name = "mcp", specifier = ">=1.12.0" }]
+requires-dist = [{ name = "fastmcp", specifier = ">=2.11.3" }]
 
 [[package]]
 name = "annotated-types"
@@ -45,6 +45,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/77/06/bb80f5f86020c4551da315d78b3ab75e8228f89f0162f2c3a819e407941a/attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3", size = 63815, upload-time = "2025-03-13T11:10:21.14Z" },
 ]
 
+[[package]]
+name = "authlib"
+version = "1.6.2"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cryptography" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/8a/95/e4f4ab5ce465821fe2229e10985ab80462941fe5d96387ae76bafd36f0ba/authlib-1.6.2.tar.gz", hash = "sha256:3bde83ac0392683eeef589cd5ab97e63cbe859e552dd75dca010548e79202cb1", size = 160429, upload-time = "2025-08-23T08:34:32.665Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/f4/00/fb65909bf4c8d7da893a12006074343402a8dc8c00d916b3cee524d97f3f/authlib-1.6.2-py2.py3-none-any.whl", hash = "sha256:2dd5571013cacf6b15f7addce03ed057ffdf629e9e81bacd9c08455a190e9b57", size = 239601, upload-time = "2025-08-23T08:34:31.4Z" },
+]
+
 [[package]]
 name = "certifi"
 version = "2025.7.14"
@@ -54,6 +66,81 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/4f/52/34c6cf5bb9285074dc3531c437b3919e825d976fde097a7a73f79e726d03/certifi-2025.7.14-py3-none-any.whl", hash = "sha256:6b31f564a415d79ee77df69d757bb49a5bb53bd9f756cbbe24394ffd6fc1f4b2", size = 162722, upload-time = "2025-07-14T03:29:26.863Z" },
 ]
 
+[[package]]
+name = "cffi"
+version = "1.17.1"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pycparser" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/fc/97/c783634659c2920c3fc70419e3af40972dbaf758daa229a7d6ea6135c90d/cffi-1.17.1.tar.gz", hash = "sha256:1c39c6016c32bc48dd54561950ebd6836e1670f2ae46128f67cf49e789c52824", size = 516621, upload-time = "2024-09-04T20:45:21.852Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5a/84/e94227139ee5fb4d600a7a4927f322e1d4aea6fdc50bd3fca8493caba23f/cffi-1.17.1-cp312-cp312-macosx_10_9_x86_64.whl", hash = "sha256:805b4371bf7197c329fcb3ead37e710d1bca9da5d583f5073b799d5c5bd1eee4", size = 183178, upload-time = "2024-09-04T20:44:12.232Z" },
+    { url = "https://files.pythonhosted.org/packages/da/ee/fb72c2b48656111c4ef27f0f91da355e130a923473bf5ee75c5643d00cca/cffi-1.17.1-cp312-cp312-macosx_11_0_arm64.whl", hash = "sha256:733e99bc2df47476e3848417c5a4540522f234dfd4ef3ab7fafdf555b082ec0c", size = 178840, upload-time = "2024-09-04T20:44:13.739Z" },
+    { url = "https://files.pythonhosted.org/packages/cc/b6/db007700f67d151abadf508cbfd6a1884f57eab90b1bb985c4c8c02b0f28/cffi-1.17.1-cp312-cp312-manylinux_2_12_i686.manylinux2010_i686.manylinux_2_17_i686.manylinux2014_i686.whl", hash = "sha256:1257bdabf294dceb59f5e70c64a3e2f462c30c7ad68092d01bbbfb1c16b1ba36", size = 454803, upload-time = "2024-09-04T20:44:15.231Z" },
+    { url = "https://files.pythonhosted.org/packages/1a/df/f8d151540d8c200eb1c6fba8cd0dfd40904f1b0682ea705c36e6c2e97ab3/cffi-1.17.1-cp312-cp312-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:da95af8214998d77a98cc14e3a3bd00aa191526343078b530ceb0bd710fb48a5", size = 478850, upload-time = "2024-09-04T20:44:17.188Z" },
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