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This commit is contained in:
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# MCP-Based Agent Skills Sample
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This sample demonstrates how to discover **Agent Skills served over MCP** with an `Agent`.
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## What it demonstrates
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- Connecting to a remote MCP server (over streamable HTTP) that exposes skill
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resources following the SEP-2640 convention.
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- Building a `SkillsProvider` from an `MCPSkillsSource`, which reads
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`skill://index.json` (SEP-2640 canonical discovery) and constructs skills from
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the index entries.
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- The progressive disclosure pattern across MCP: advertise → load → read
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resources, exactly as for filesystem-backed skills.
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## Running the Sample
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### Prerequisites
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- Python 3.10+
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- An [Azure AI Foundry](https://ai.azure.com/) project with a deployed model
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- Azure CLI authentication (`az login`)
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- A running MCP server that hosts SEP-2640 skill resources (see "Providing
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an MCP server" below)
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### Setup
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Set the following environment variables (in a `.env` file or your shell):
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```powershell
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$env:FOUNDRY_PROJECT_ENDPOINT="https://your-endpoint.services.ai.azure.com/api/projects/your-project"
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$env:FOUNDRY_MODEL="gpt-4o-mini"
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$env:MCP_SKILLS_SERVER_URL="https://your-mcp-server.example.com/mcp"
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```
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### Run
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```powershell
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python mcp_based_skill.py
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```
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## Providing an MCP server
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This sample is a **consumer**: it does not host an MCP server itself. To try
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it end-to-end you need an MCP server that exposes the SEP-2640 skill
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resources (`skill://index.json` plus per-skill `SKILL.md`).
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- See [`samples/02-agents/mcp/agent_as_mcp_server.py`](../../mcp/agent_as_mcp_server.py)
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for an example of hosting an MCP server via the Agent Framework.
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- The Model Context Protocol working group maintains reference MCP-skills
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servers at
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[`modelcontextprotocol/experimental-ext-skills`](https://github.com/modelcontextprotocol/experimental-ext-skills).
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## Security Considerations
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Discovering skills over MCP means an *external* MCP server controls what skill content
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(including instructions and, for script-capable skills, the scripts the agent may run)
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reaches the agent. A compromised or untrustworthy server could return adversarial content
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designed to manipulate the agent (indirect prompt injection) or to exfiltrate data through
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skill instructions/scripts. This source is never enabled by default — connecting
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`MCPSkillsSource` to a server is an explicit opt-in. Only connect to MCP servers you have
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vetted and trust, and treat their responses as untrusted input.
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@@ -0,0 +1,77 @@
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# Copyright (c) Microsoft. All rights reserved.
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import asyncio
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import os
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# Uncomment this filter to suppress the experimental MCP Skills warning before
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# using the sample's MCP Skills APIs.
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# import warnings
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# warnings.filterwarnings("ignore", message=r"\[MCP_SKILLS\].*", category=FutureWarning)
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from agent_framework import Agent, MCPSkillsSource, SkillsProvider, ToolApprovalMiddleware
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from agent_framework.foundry import FoundryChatClient
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from azure.identity import AzureCliCredential
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from dotenv import load_dotenv
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from mcp.client.session import ClientSession
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from mcp.client.streamable_http import streamable_http_client
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"""
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MCP-Based Agent Skills
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This sample demonstrates how to discover Agent Skills served over the
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Model Context Protocol (MCP) using :class:`MCPSkillsSource`.
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The sample connects to a remote MCP server that exposes skill resources
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under the ``skill://`` URI scheme:
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* ``skill://index.json`` — discovery document listing all skills
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* ``skill://<skill-name>/SKILL.md`` — the skill instructions
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To run, set ``MCP_SKILLS_SERVER_URL`` to the streamable HTTP endpoint of an
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MCP server that hosts the skill resources.
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"""
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async def main() -> None:
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"""Connect to a remote MCP skills server and run the agent."""
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load_dotenv()
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endpoint = os.environ["FOUNDRY_PROJECT_ENDPOINT"]
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deployment = os.environ.get("FOUNDRY_MODEL", "gpt-4o-mini")
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mcp_url = os.environ["MCP_SKILLS_SERVER_URL"]
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print("Discovering MCP-based skills")
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print("-" * 60)
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# 1. Connect to the MCP server over streamable HTTP.
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async with streamable_http_client(url=mcp_url) as (read, write, _), ClientSession(read, write) as session:
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await session.initialize()
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# 2. Build a SkillsProvider that discovers skills over MCP.
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# MCPSkillsSource reads skill://index.json and creates one
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# MCPSkill per skill-md entry; SKILL.md bodies are fetched
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# on demand via resources/read.
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skills_provider = SkillsProvider(MCPSkillsSource(client=session))
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# 3. Run the agent.
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client = FoundryChatClient(
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project_endpoint=endpoint,
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model=deployment,
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credential=AzureCliCredential(),
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)
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async with Agent(
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client=client,
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instructions="You are a helpful assistant. Use available skills to answer the user.",
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context_providers=[skills_provider],
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middleware=[ToolApprovalMiddleware(auto_approval_rules=[SkillsProvider.all_tools_auto_approval_rule])],
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) as agent:
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query = input("User: ").strip() # noqa: ASYNC250
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if not query:
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return
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session = agent.create_session()
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response = await agent.run(query, session=session)
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print(f"Agent: {response}\n")
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if __name__ == "__main__":
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asyncio.run(main())
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