docs: add MCP client usage examples

Readme.md

@@ -83,6 +83,25 @@ agentic_security --port=PORT --host=HOST
 
 <img width="100%" alt="booking-screen" src="https://raw.githubusercontent.com/msoedov/agentic_security/refs/heads/main/docs/images/demo.gif">
 
+## MCP client example
+
+Agentic Security includes an MCP stdio server in `agentic_security.mcp.main`.
+To list the available MCP tools from a local checkout:
+
+```shell
+python examples/mcp_client_usage.py
+```
+
+To call HTTP-backed tools, run the Agentic Security app first, then point the
+MCP server at it:
+
+```shell
+agentic_security --host 127.0.0.1 --port 8718
+python examples/mcp_client_usage.py --agentic-security-url http://127.0.0.1:8718 --call get_spec_templates
+```
+
+See `docs/mcp_client_usage.md` for the full walkthrough.
+
 ## LLM kwargs
 
 Agentic Security uses plain text HTTP spec like:

agentic_security/mcp/client.py

@@ -1,30 +1,32 @@
 import asyncio
+import sys
 
 from mcp import ClientSession, StdioServerParameters
 from mcp.client.stdio import stdio_client
 
 from agentic_security.logutils import logger
 
-# Create server parameters for stdio connection
+
-server_params = StdioServerParameters(
+def build_server_params() -> StdioServerParameters:
-    command="python",  # Executable
+    """Create server parameters for a stdio MCP client session."""
-    args=["agentic_security/mcp/main.py"],  # Your server script
+    return StdioServerParameters(
-    env=None,  # Optional environment variables
+        command=sys.executable,
-)
+        args=["-m", "agentic_security.mcp.main"],
+        env=None,
+    )
 
 
 async def run() -> None:
     try:
+        server_params = build_server_params()
         logger.info(
             "Starting stdio client session with server parameters: %s", server_params
         )
         async with stdio_client(server_params) as (read, write):
             async with ClientSession(read, write) as session:
-                # Initialize the connection --> connection does not work
                 logger.info("Initializing client session...")
                 await session.initialize()
 
-                # List available prompts, resources, and tools --> no avalialbe tools
                 logger.info("Listing available prompts...")
                 prompts = await session.list_prompts()
                 logger.info(f"Available prompts: {prompts}")
@@ -36,26 +38,10 @@ async def run() -> None:
                 logger.info("Listing available tools...")
                 tools = await session.list_tools()
                 logger.info(f"Available tools: {tools}")
-
+                logger.info(
-                # Call the echo tool --> echo tool issue
+                    "Available MCP tool names: %s",
-                logger.info("Calling echo_tool with message...")
+                    ", ".join(tool.name for tool in tools.tools),
-                echo_result = await session.call_tool(
-                    "echo_tool", arguments={"message": "Hello from client!"}
                 )
-                logger.info(f"Tool result: {echo_result}")
-
-                # # Read the echo resource
-                # echo_content, mime_type = await session.read_resource(
-                #     "echo://Hello_resource"
-                # )
-                # logger.info(f"Resource content: {echo_content}")
-                # logger.info(f"Resource MIME type: {mime_type}")
-
-                # # Get and use the echo prompt
-                # prompt_result = await session.get_prompt(
-                #     "echo_prompt", arguments={"message": "Hello prompt!"}
-                # )
-                # logger.info(f"Prompt result: {prompt_result}")
 
                 logger.info("Client operations completed successfully.")
                 return prompts, resources, tools

agentic_security/mcp/main.py

@@ -1,3 +1,5 @@
+import os
+
 import httpx
 from mcp.server.fastmcp import FastMCP
 
@@ -8,7 +10,7 @@ mcp = FastMCP(
 )
 
 # FastAPI Server Configuration
-AGENTIC_SECURITY = "http://0.0.0.0:8718"
+AGENTIC_SECURITY = os.getenv("AGENTIC_SECURITY_URL", "http://0.0.0.0:8718")
 
 
 @mcp.tool()

docs/mcp_client_usage.md

@@ -0,0 +1,65 @@
+# MCP client usage
+
+Agentic Security exposes an MCP stdio server in `agentic_security.mcp.main`.
+The example client in `examples/mcp_client_usage.py` shows how to connect to
+that server, list available tools, and optionally call simple no-argument tools.
+
+## List MCP tools
+
+From the repository root:
+
+```shell
+python examples/mcp_client_usage.py
+```
+
+This starts the MCP server as a subprocess with:
+
+```shell
+python -m agentic_security.mcp.main
+```
+
+The client initializes an MCP session and prints the available Agentic Security
+tools, including `verify_llm`, `start_scan`, `stop_scan`, `get_data_config`, and
+`get_spec_templates`.
+
+## Call an HTTP-backed tool
+
+Some MCP tools call the Agentic Security HTTP app. Start the app in another
+terminal first:
+
+```shell
+agentic_security --host 127.0.0.1 --port 8718
+```
+
+Then point the MCP server at that app and call a no-argument tool:
+
+```shell
+python examples/mcp_client_usage.py \
+  --agentic-security-url http://127.0.0.1:8718 \
+  --call get_spec_templates
+```
+
+You can also set `AGENTIC_SECURITY_URL` directly:
+
+```shell
+AGENTIC_SECURITY_URL=http://127.0.0.1:8718 python examples/mcp_client_usage.py --call get_data_config
+```
+
+## Use the package helper
+
+For tests or quick local checks, `agentic_security.mcp.client.run()` creates the
+same stdio session and returns the prompt, resource, and tool list results:
+
+```python
+import asyncio
+
+from agentic_security.mcp.client import run
+
+
+async def main() -> None:
+    _prompts, _resources, tools = await run()
+    print([tool.name for tool in tools.tools])
+
+
+asyncio.run(main())
+```

examples/mcp_client_usage.py

@@ -0,0 +1,103 @@
+#!/usr/bin/env python3
+"""Example MCP client for the Agentic Security stdio server.
+
+The default command lists the tools exposed by ``agentic_security.mcp.main``.
+If the Agentic Security HTTP app is running, pass ``--call`` to invoke one of
+the no-argument HTTP-backed tools through MCP.
+"""
+
+from __future__ import annotations
+
+import argparse
+import asyncio
+import json
+import os
+import sys
+from typing import Any
+
+from mcp import ClientSession, StdioServerParameters
+from mcp.client.stdio import stdio_client
+
+
+NO_ARGUMENT_TOOLS = {"get_data_config", "get_spec_templates", "stop_scan"}
+
+
+def _build_server_params(agentic_security_url: str | None) -> StdioServerParameters:
+    env = os.environ.copy()
+    if agentic_security_url:
+        env["AGENTIC_SECURITY_URL"] = agentic_security_url
+
+    return StdioServerParameters(
+        command=sys.executable,
+        args=["-m", "agentic_security.mcp.main"],
+        env=env,
+    )
+
+
+def _jsonable(value: Any) -> Any:
+    if hasattr(value, "model_dump"):
+        return value.model_dump(mode="json")
+    if isinstance(value, (list, tuple)):
+        return [_jsonable(item) for item in value]
+    if isinstance(value, dict):
+        return {key: _jsonable(item) for key, item in value.items()}
+    return value
+
+
+async def run_client(agentic_security_url: str | None, call_tool: str | None) -> None:
+    server_params = _build_server_params(agentic_security_url)
+
+    async with stdio_client(server_params) as (read, write):
+        async with ClientSession(read, write) as session:
+            await session.initialize()
+            tools = await session.list_tools()
+            tool_names = [tool.name for tool in tools.tools]
+
+            print("Available Agentic Security MCP tools:")
+            for tool in tools.tools:
+                description_lines = (tool.description or "").strip().splitlines()
+                description = description_lines[0] if description_lines else "No description"
+                print(f"- {tool.name}: {description}")
+
+            if not call_tool:
+                return
+
+            if call_tool not in tool_names:
+                raise ValueError(
+                    f"Unknown tool {call_tool!r}. Available tools: {', '.join(tool_names)}"
+                )
+            if call_tool not in NO_ARGUMENT_TOOLS:
+                raise ValueError(
+                    f"{call_tool!r} requires arguments. This example only calls "
+                    f"no-argument tools: {', '.join(sorted(NO_ARGUMENT_TOOLS))}"
+                )
+
+            result = await session.call_tool(call_tool, arguments={})
+            print()
+            print(f"{call_tool} result:")
+            print(json.dumps(_jsonable(result), indent=2))
+
+
+def parse_args() -> argparse.Namespace:
+    parser = argparse.ArgumentParser(
+        description="List Agentic Security MCP tools and optionally call one.",
+    )
+    parser.add_argument(
+        "--agentic-security-url",
+        default=None,
+        help=(
+            "Agentic Security HTTP app URL. Defaults to AGENTIC_SECURITY_URL "
+            "or http://0.0.0.0:8718 in the server."
+        ),
+    )
+    parser.add_argument(
+        "--call",
+        choices=sorted(NO_ARGUMENT_TOOLS),
+        help="Optional no-argument MCP tool to call after listing tools.",
+    )
+    return parser.parse_args()
+
+
+if __name__ == "__main__":
+    args = parse_args()
+    asyncio.run(run_client(args.agentic_security_url, args.call))

mkdocs.yml

@@ -26,6 +26,7 @@ nav:
     - Dataset Extension: datasets.md
     - External Modules: external_module.md
     - CI/CD Integration: ci_cd.md
+    - MCP Client Usage: mcp_client_usage.md
     - Bayesian Optimization: optimizer.md
     - Image Generation: image_generation.md
     - Stenography Functions: stenography.md

tests/unit/test_mcp.py

@@ -4,9 +4,17 @@ from agentic_security.mcp.client import run
 
 
 @pytest.mark.asyncio
-async def test_mcp_echo_tool():
+async def test_mcp_client_lists_agentic_security_tools():
-    """Test the echo tool functionality"""
+    """Test that the MCP client can discover the server tools."""
     prompts, resources, tools = await run()
-    assert prompts
+    tool_names = {tool.name for tool in tools.tools}
-    assert resources
+
-    assert tools
+    assert prompts is not None
+    assert resources is not None
+    assert {
+        "verify_llm",
+        "start_scan",
+        "stop_scan",
+        "get_data_config",
+        "get_spec_templates",
+    }.issubset(tool_names)