From 340c6c98ab2739834befefe48333ac2598ea901d Mon Sep 17 00:00:00 2001
From: Pamela Fox <pamela.fox@gmail.com>
Date: Tue, 20 Jan 2026 10:46:41 -0800
Subject: [PATCH 1/5] Upgrade to FastMCP 3.0, update get/set state

---
 pyproject.toml               |   2 +-
 servers/auth_entra_mcp.py    |   8 +-
 servers/auth_keycloak_mcp.py |   8 +-
 uv.lock                      | 159 ++++-------------------------------
 4 files changed, 26 insertions(+), 151 deletions(-)

diff --git a/pyproject.toml b/pyproject.toml
index 104c67c..51e41df 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -5,7 +5,7 @@ description = "Demonstration of Python FastMCP servers"
 readme = "README.md"
 requires-python = "==3.13.*"
 dependencies = [
-    "fastmcp>=2.14.2",
+    "fastmcp==3.0.0b1",
     "debugpy>=1.8.0",
     "langchain-core>=0.3.0",
     "mcp>=1.3.0",
diff --git a/servers/auth_entra_mcp.py b/servers/auth_entra_mcp.py
index 715ec12..dbf189e 100644
--- a/servers/auth_entra_mcp.py
+++ b/servers/auth_entra_mcp.py
@@ -144,13 +144,13 @@ def _get_user_id(self):
     async def on_call_tool(self, context: MiddlewareContext, call_next):
         user_id = self._get_user_id()
         if context.fastmcp_context is not None:
-            context.fastmcp_context.set_state("user_id", user_id)
+            await context.fastmcp_context.set_state("user_id", user_id)
         return await call_next(context)
 
     async def on_read_resource(self, context: MiddlewareContext, call_next):
         user_id = self._get_user_id()
         if context.fastmcp_context is not None:
-            context.fastmcp_context.set_state("user_id", user_id)
+            await context.fastmcp_context.set_state("user_id", user_id)
         return await call_next(context)
 
 
@@ -191,7 +191,7 @@ async def add_user_expense(
 
     try:
         # Read user_id stored by middleware
-        user_id = ctx.get_state("user_id")
+        user_id = await ctx.get_state("user_id")
         if not user_id:
             return "Error: Authentication required (no user_id present)"
         expense_id = str(uuid.uuid4())
@@ -217,7 +217,7 @@ async def get_user_expenses(ctx: Context):
     """Get the authenticated user's expense data from Cosmos DB."""
 
     try:
-        user_id = ctx.get_state("user_id")
+        user_id = await ctx.get_state("user_id")
         if not user_id:
             return "Error: Authentication required (no user_id present)"
         query = "SELECT * FROM c WHERE c.user_id = @uid ORDER BY c.date DESC"
diff --git a/servers/auth_keycloak_mcp.py b/servers/auth_keycloak_mcp.py
index bd871e5..cd38e43 100644
--- a/servers/auth_keycloak_mcp.py
+++ b/servers/auth_keycloak_mcp.py
@@ -108,13 +108,13 @@ def _get_user_id(self):
     async def on_call_tool(self, context: MiddlewareContext, call_next):
         user_id = self._get_user_id()
         if context.fastmcp_context is not None:
-            context.fastmcp_context.set_state("user_id", user_id)
+            await context.fastmcp_context.set_state("user_id", user_id)
         return await call_next(context)
 
     async def on_read_resource(self, context: MiddlewareContext, call_next):
         user_id = self._get_user_id()
         if context.fastmcp_context is not None:
-            context.fastmcp_context.set_state("user_id", user_id)
+            await context.fastmcp_context.set_state("user_id", user_id)
         return await call_next(context)
 
 
@@ -155,7 +155,7 @@ async def add_user_expense(
 
     try:
         # Read user_id stored by middleware
-        user_id = ctx.get_state("user_id")
+        user_id = await ctx.get_state("user_id")
         if not user_id:
             return "Error: Authentication required (no user_id present)"
         expense_id = str(uuid.uuid4())
@@ -181,7 +181,7 @@ async def get_user_expenses(ctx: Context):
     """Get the authenticated user's expense data from Cosmos DB."""
 
     try:
-        user_id = ctx.get_state("user_id")
+        user_id = await ctx.get_state("user_id")
         if not user_id:
             return "Error: Authentication required (no user_id present)"
         query = "SELECT * FROM c WHERE c.user_id = @uid ORDER BY c.date DESC"
diff --git a/uv.lock b/uv.lock
index abdb12d..025a2b7 100644
--- a/uv.lock
+++ b/uv.lock
@@ -519,15 +519,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/db/d3/9dcc0f5797f070ec8edf30fbadfb200e71d9db6b84d211e3b2085a7589a0/click-8.3.0-py3-none-any.whl", hash = "sha256:9b9f285302c6e3064f4330c05f05b81945b2a39544279343e6e7c5f27a9baddc", size = 107295 },
 ]
 
-[[package]]
-name = "cloudpickle"
-version = "3.1.2"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/27/fb/576f067976d320f5f0114a8d9fa1215425441bb35627b1993e5afd8111e5/cloudpickle-3.1.2.tar.gz", hash = "sha256:7fda9eb655c9c230dab534f1983763de5835249750e85fbcef43aaa30a9a2414", size = 22330 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/88/39/799be3f2f0f38cc727ee3b4f1445fe6d5e4133064ec2e4115069418a5bb6/cloudpickle-3.1.2-py3-none-any.whl", hash = "sha256:9acb47f6afd73f60dc1df93bb801b472f05ff42fa6c84167d25cb206be1fbf4a", size = 22228 },
-]
-
 [[package]]
 name = "colorama"
 version = "0.4.6"
@@ -703,24 +694,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/c1/ea/53f2148663b321f21b5a606bd5f191517cf40b7072c0497d3c92c4a13b1e/executing-2.2.1-py2.py3-none-any.whl", hash = "sha256:760643d3452b4d777d295bb167ccc74c64a81df23fb5e08eff250c425a4b2017", size = 28317 },
 ]
 
-[[package]]
-name = "fakeredis"
-version = "2.33.0"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "redis" },
-    { name = "sortedcontainers" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/5f/f9/57464119936414d60697fcbd32f38909bb5688b616ae13de6e98384433e0/fakeredis-2.33.0.tar.gz", hash = "sha256:d7bc9a69d21df108a6451bbffee23b3eba432c21a654afc7ff2d295428ec5770", size = 175187 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/6e/78/a850fed8aeef96d4a99043c90b818b2ed5419cd5b24a4049fd7cfb9f1471/fakeredis-2.33.0-py3-none-any.whl", hash = "sha256:de535f3f9ccde1c56672ab2fdd6a8efbc4f2619fc2f1acc87b8737177d71c965", size = 119605 },
-]
-
-[package.optional-dependencies]
-lua = [
-    { name = "lupa" },
-]
-
 [[package]]
 name = "fastapi"
 version = "0.119.1"
@@ -737,29 +710,32 @@ wheels = [
 
 [[package]]
 name = "fastmcp"
-version = "2.14.2"
+version = "3.0.0b1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "authlib" },
     { name = "cyclopts" },
     { name = "exceptiongroup" },
     { name = "httpx" },
+    { name = "jsonref" },
     { name = "jsonschema-path" },
     { name = "mcp" },
     { name = "openapi-pydantic" },
+    { name = "opentelemetry-api" },
+    { name = "packaging" },
     { name = "platformdirs" },
     { name = "py-key-value-aio", extra = ["disk", "keyring", "memory"] },
     { name = "pydantic", extra = ["email"] },
-    { name = "pydocket" },
     { name = "pyperclip" },
     { name = "python-dotenv" },
     { name = "rich" },
     { name = "uvicorn" },
+    { name = "watchfiles" },
     { name = "websockets" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/d1/1e/e3528227688c248283f6d86869b1e900563ffc223eff00f4f923d2750365/fastmcp-2.14.2.tar.gz", hash = "sha256:bd23d1b808b6f446444f10114dac468b11bfb9153ed78628f5619763d0cf573e", size = 8272966 }
+sdist = { url = "https://files.pythonhosted.org/packages/b6/b4/8b44030f3697ed1d106c79eedcf640451b8060cb52cc4f079d8ad3a2ef76/fastmcp-3.0.0b1.tar.gz", hash = "sha256:adeda5562a23cde8b3607b73ebccfe27efa3c2955eb2c03b0cdd551128b7eaaf", size = 11817449 }
 wheels = [
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+    { url = "https://files.pythonhosted.org/packages/f2/23/9836025d2b8070cae295c805f51d9fd9da9228584c85290d8fef44d1cb34/fastmcp-3.0.0b1-py3-none-any.whl", hash = "sha256:e64dd54e94411ccc6ff63459eace8e55c79d15647917bc0c178414a642089750", size = 533457 },
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 [[package]]
@@ -1139,6 +1115,15 @@ wheels = [
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 ]
 
+[[package]]
+name = "jsonref"
+version = "1.1.0"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/aa/0d/c1f3277e90ccdb50d33ed5ba1ec5b3f0a242ed8c1b1a85d3afeb68464dca/jsonref-1.1.0.tar.gz", hash = "sha256:32fe8e1d85af0fdefbebce950af85590b22b60f9e95443176adbde4e1ecea552", size = 8814 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/0c/ec/e1db9922bceb168197a558a2b8c03a7963f1afe93517ddd3cf99f202f996/jsonref-1.1.0-py3-none-any.whl", hash = "sha256:590dc7773df6c21cbf948b5dac07a72a251db28b0238ceecce0a2abfa8ec30a9", size = 9425 },
+]
+
 [[package]]
 name = "jsonschema"
 version = "4.25.1"
@@ -1363,25 +1348,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/39/68/c49baec77c56dcf5698daaa66a097523063d55b2feaecc968000518521a1/logfire-4.17.0-py3-none-any.whl", hash = "sha256:1ed1064a4126f48503f7832ce6039425dff70128d145552d7981ac9ce2151b17", size = 232456 },
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-name = "lupa"
-version = "2.6"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/b8/1c/191c3e6ec6502e3dbe25a53e27f69a5daeac3e56de1f73c0138224171ead/lupa-2.6.tar.gz", hash = "sha256:9a770a6e89576be3447668d7ced312cd6fd41d3c13c2462c9dc2c2ab570e45d9", size = 7240282 }
-wheels = [
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 [[package]]
 name = "markdown-it-py"
 version = "4.0.0"
@@ -1871,20 +1837,6 @@ wheels = [
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-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "opentelemetry-api" },
-    { name = "opentelemetry-sdk" },
-    { name = "prometheus-client" },
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 [[package]]
 name = "opentelemetry-instrumentation"
 version = "0.60b0"
@@ -2270,15 +2222,6 @@ wheels = [
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-[[package]]
-name = "prometheus-client"
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 [[package]]
 name = "propcache"
 version = "0.4.1"
@@ -2384,9 +2327,6 @@ keyring = [
 memory = [
     { name = "cachetools" },
 ]
-redis = [
-    { name = "redis" },
-]
 
 [[package]]
 name = "py-key-value-shared"
@@ -2503,29 +2443,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/83/d6/887a1ff844e64aa823fb4905978d882a633cfe295c32eacad582b78a7d8b/pydantic_settings-2.11.0-py3-none-any.whl", hash = "sha256:fe2cea3413b9530d10f3a5875adffb17ada5c1e1bab0b2885546d7310415207c", size = 48608 },
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-    { name = "fakeredis", extra = ["lua"] },
-    { name = "opentelemetry-api" },
-    { name = "opentelemetry-exporter-prometheus" },
-    { name = "opentelemetry-instrumentation" },
-    { name = "prometheus-client" },
-    { name = "py-key-value-aio", extra = ["memory", "redis"] },
-    { name = "python-json-logger" },
-    { name = "redis" },
-    { name = "rich" },
-    { name = "typer" },
-    { name = "typing-extensions" },
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 [[package]]
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 version = "2.19.2"
@@ -2579,15 +2496,6 @@ wheels = [
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-sdist = { url = "https://files.pythonhosted.org/packages/29/bf/eca6a3d43db1dae7070f70e160ab20b807627ba953663ba07928cdd3dc58/python_json_logger-4.0.0.tar.gz", hash = "sha256:f58e68eb46e1faed27e0f574a55a0455eecd7b8a5b88b85a784519ba3cff047f", size = 17683 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/51/e5/fecf13f06e5e5f67e8837d777d1bc43fac0ed2b77a676804df5c34744727/python_json_logger-4.0.0-py3-none-any.whl", hash = "sha256:af09c9daf6a813aa4cc7180395f50f2a9e5fa056034c9953aec92e381c5ba1e2", size = 15548 },
-]
-
 [[package]]
 name = "python-mcp-demos"
 version = "0.1.0"
@@ -2629,7 +2537,7 @@ requires-dist = [
     { name = "azure-monitor-opentelemetry", specifier = ">=1.8.3" },
     { name = "debugpy", specifier = ">=1.8.0" },
     { name = "dotenv-azd", specifier = ">=0.1.0" },
-    { name = "fastmcp", specifier = ">=2.14.2" },
+    { name = "fastmcp", specifier = "==3.0.0b1" },
     { name = "langchain", specifier = "==1.0.0a5" },
     { name = "langchain-core", specifier = ">=0.3.0" },
     { name = "langchain-mcp-adapters", specifier = ">=0.1.11" },
@@ -2960,15 +2868,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/b7/46/f5af3402b579fd5e11573ce652019a67074317e18c1935cc0b4ba9b35552/secretstorage-3.5.0-py3-none-any.whl", hash = "sha256:0ce65888c0725fcb2c5bc0fdb8e5438eece02c523557ea40ce0703c266248137", size = 15554 },
 ]
 
-[[package]]
-name = "shellingham"
-version = "1.5.4"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/58/15/8b3609fd3830ef7b27b655beb4b4e9c62313a4e8da8c676e142cc210d58e/shellingham-1.5.4.tar.gz", hash = "sha256:8dbca0739d487e5bd35ab3ca4b36e11c4078f3a234bfce294b0a0291363404de", size = 10310 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/e0/f9/0595336914c5619e5f28a1fb793285925a8cd4b432c9da0a987836c7f822/shellingham-1.5.4-py2.py3-none-any.whl", hash = "sha256:7ecfff8f2fd72616f7481040475a65b2bf8af90a56c89140852d1120324e8686", size = 9755 },
-]
-
 [[package]]
 name = "six"
 version = "1.17.0"
@@ -2987,15 +2886,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/e9/44/75a9c9421471a6c4805dbf2356f7c181a29c1879239abab1ea2cc8f38b40/sniffio-1.3.1-py3-none-any.whl", hash = "sha256:2f6da418d1f1e0fddd844478f41680e794e6051915791a034ff65e5f100525a2", size = 10235 },
 ]
 
-[[package]]
-name = "sortedcontainers"
-version = "2.4.0"
-source = { registry = "https://pypi.org/simple" }
-sdist = { url = "https://files.pythonhosted.org/packages/e8/c4/ba2f8066cceb6f23394729afe52f3bf7adec04bf9ed2c820b39e19299111/sortedcontainers-2.4.0.tar.gz", hash = "sha256:25caa5a06cc30b6b83d11423433f65d1f9d76c4c6a0c90e3379eaa43b9bfdb88", size = 30594 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/32/46/9cb0e58b2deb7f82b84065f37f3bffeb12413f947f9388e4cac22c4621ce/sortedcontainers-2.4.0-py2.py3-none-any.whl", hash = "sha256:a163dcaede0f1c021485e957a39245190e74249897e2ae4b2aa38595db237ee0", size = 29575 },
-]
-
 [[package]]
 name = "sqlalchemy"
 version = "2.0.44"
@@ -3097,21 +2987,6 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d0/30/dc54f88dd4a2b5dc8a0279bdd7270e735851848b762aeb1c1184ed1f6b14/tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2", size = 78540 },
 ]
 
-[[package]]
-name = "typer"
-version = "0.21.1"
-source = { registry = "https://pypi.org/simple" }
-dependencies = [
-    { name = "click" },
-    { name = "rich" },
-    { name = "shellingham" },
-    { name = "typing-extensions" },
-]
-sdist = { url = "https://files.pythonhosted.org/packages/36/bf/8825b5929afd84d0dabd606c67cd57b8388cb3ec385f7ef19c5cc2202069/typer-0.21.1.tar.gz", hash = "sha256:ea835607cd752343b6b2b7ce676893e5a0324082268b48f27aa058bdb7d2145d", size = 110371 }
-wheels = [
-    { url = "https://files.pythonhosted.org/packages/a0/1d/d9257dd49ff2ca23ea5f132edf1281a0c4f9de8a762b9ae399b670a59235/typer-0.21.1-py3-none-any.whl", hash = "sha256:7985e89081c636b88d172c2ee0cfe33c253160994d47bdfdc302defd7d1f1d01", size = 47381 },
-]
-
 [[package]]
 name = "typing-extensions"
 version = "4.15.0"

From 295594e03aa7f8148f23f435acdea947d4a8f291 Mon Sep 17 00:00:00 2001
From: Pamela Fox <pamela.fox@gmail.com>
Date: Fri, 23 Jan 2026 12:11:59 -0800
Subject: [PATCH 2/5] Ignore logging warnings

---
 servers/auth_keycloak_mcp.py | 6 +++++-
 1 file changed, 5 insertions(+), 1 deletion(-)

diff --git a/servers/auth_keycloak_mcp.py b/servers/auth_keycloak_mcp.py
index cd38e43..e68ec48 100644
--- a/servers/auth_keycloak_mcp.py
+++ b/servers/auth_keycloak_mcp.py
@@ -7,6 +7,7 @@
 import logging
 import os
 import uuid
+import warnings
 from datetime import date
 from enum import Enum
 from typing import Annotated
@@ -35,7 +36,7 @@
 
 logging.basicConfig(
     level=logging.WARNING,
-    format="%(message)s",
+    format="%(name)s: %(message)s",
     handlers=[
         RichHandler(
             console=Console(stderr=True),
@@ -45,6 +46,9 @@
         )
     ],
 )
+# Suppress OTEL 1.39 deprecation warnings and noisy logs
+warnings.filterwarnings("ignore", category=DeprecationWarning, message=r".*Deprecated since version 1\.39\.0.*")
+logging.getLogger("azure.monitor.opentelemetry.exporter._performance_counters._manager").setLevel(logging.ERROR)
 logger = logging.getLogger("ExpensesMCP")
 logger.setLevel(logging.INFO)
 

From d3bee3b9040a48c64bfc91e2ac4b1867acf9d665 Mon Sep 17 00:00:00 2001
From: Pamela Fox <pamela.fox@gmail.com>
Date: Tue, 24 Mar 2026 07:20:17 -0700
Subject: [PATCH 3/5] Upgrade MAF to latest

---
 agents/agentframework_http.py   |  35 +-
 agents/agentframework_learn.py  |  36 +-
 agents/agentframework_tavily.py |  43 ++-
 agents/langchainv1_tavily.py    |   7 +-
 pyproject.toml                  |   2 +-
 uv.lock                         | 655 ++++++++++++++++++++++++++++++--
 6 files changed, 685 insertions(+), 93 deletions(-)

diff --git a/agents/agentframework_http.py b/agents/agentframework_http.py
index ba36463..717bb7f 100644
--- a/agents/agentframework_http.py
+++ b/agents/agentframework_http.py
@@ -3,10 +3,9 @@
 import os
 from datetime import datetime
 
-from agent_framework import ChatAgent, MCPStreamableHTTPTool
-from agent_framework.azure import AzureOpenAIChatClient
+from agent_framework import Agent, MCPStreamableHTTPTool
 from agent_framework.openai import OpenAIChatClient
-from azure.identity import DefaultAzureCredential
+from azure.identity.aio import DefaultAzureCredential, get_bearer_token_provider
 from dotenv import load_dotenv
 from rich import print
 from rich.logging import RichHandler
@@ -26,19 +25,21 @@
 
 # Configure chat client based on API_HOST
 API_HOST = os.getenv("API_HOST", "github")
+async_credential = None
 
 if API_HOST == "azure":
-    client = AzureOpenAIChatClient(
-        credential=DefaultAzureCredential(),
-        deployment_name=os.environ.get("AZURE_OPENAI_CHAT_DEPLOYMENT"),
-        endpoint=os.environ.get("AZURE_OPENAI_ENDPOINT"),
-        api_version=os.environ.get("AZURE_OPENAI_VERSION"),
+    async_credential = DefaultAzureCredential()
+    token_provider = get_bearer_token_provider(async_credential, "https://cognitiveservices.azure.com/.default")
+    client = OpenAIChatClient(
+        base_url=f"{os.environ['AZURE_OPENAI_ENDPOINT']}/openai/v1/",
+        api_key=token_provider,
+        model_id=os.environ["AZURE_OPENAI_CHAT_DEPLOYMENT"],
     )
 elif API_HOST == "github":
     client = OpenAIChatClient(
         base_url="https://models.github.ai/inference",
         api_key=os.environ["GITHUB_TOKEN"],
-        model_id=os.getenv("GITHUB_MODEL", "openai/gpt-4o"),
+        model_id=os.getenv("GITHUB_MODEL", "openai/gpt-4.1-mini"),
     )
 elif API_HOST == "ollama":
     client = OpenAIChatClient(
@@ -48,29 +49,35 @@
     )
 else:
     client = OpenAIChatClient(
-        api_key=os.environ.get("OPENAI_API_KEY"), model_id=os.environ.get("OPENAI_MODEL", "gpt-4o")
+        api_key=os.environ.get("OPENAI_API_KEY"), model_id=os.environ.get("OPENAI_MODEL", "gpt-4.1-mini")
     )
 
 
 # --- Main Agent Logic ---
 async def http_mcp_example() -> None:
+    """Run an agent connected to the local expenses MCP server."""
+
     async with (
         MCPStreamableHTTPTool(name="Expenses MCP Server", url=MCP_SERVER_URL) as mcp_server,
-        ChatAgent(
-            chat_client=client,
+        Agent(
+            client=client,
             name="Expenses Agent",
             instructions=f"You help users to log expenses. Today's date is {datetime.now().strftime('%Y-%m-%d')}.",
+            tools=[mcp_server],
         ) as agent,
     ):
         user_query = "yesterday I bought a laptop for $1200 using my visa."
-        result = await agent.run(user_query, tools=mcp_server)
-        print(result)
+        result = await agent.run(user_query)
+        print(result.text)
 
         # Keep the worker alive in production
         while RUNNING_IN_PRODUCTION:
             await asyncio.sleep(60)
             logger.info("Worker still running...")
 
+    if async_credential:
+        await async_credential.close()
+
 
 if __name__ == "__main__":
     asyncio.run(http_mcp_example())
diff --git a/agents/agentframework_learn.py b/agents/agentframework_learn.py
index 7eb3b03..304b2b5 100644
--- a/agents/agentframework_learn.py
+++ b/agents/agentframework_learn.py
@@ -2,10 +2,9 @@
 import logging
 import os
 
-from agent_framework import ChatAgent, MCPStreamableHTTPTool
-from agent_framework.azure import AzureOpenAIChatClient
+from agent_framework import Agent, MCPStreamableHTTPTool
 from agent_framework.openai import OpenAIChatClient
-from azure.identity import DefaultAzureCredential
+from azure.identity.aio import DefaultAzureCredential, get_bearer_token_provider
 from dotenv import load_dotenv
 from rich import print
 from rich.logging import RichHandler
@@ -20,18 +19,20 @@
 
 # Configure chat client based on API_HOST
 API_HOST = os.getenv("API_HOST", "github")
+async_credential = None
 if API_HOST == "azure":
-    client = AzureOpenAIChatClient(
-        credential=DefaultAzureCredential(),
-        deployment_name=os.environ.get("AZURE_OPENAI_CHAT_DEPLOYMENT"),
-        endpoint=os.environ.get("AZURE_OPENAI_ENDPOINT"),
-        api_version=os.environ.get("AZURE_OPENAI_VERSION"),
+    async_credential = DefaultAzureCredential()
+    token_provider = get_bearer_token_provider(async_credential, "https://cognitiveservices.azure.com/.default")
+    client = OpenAIChatClient(
+        base_url=f"{os.environ['AZURE_OPENAI_ENDPOINT']}/openai/v1/",
+        api_key=token_provider,
+        model_id=os.environ["AZURE_OPENAI_CHAT_DEPLOYMENT"],
     )
 elif API_HOST == "github":
     client = OpenAIChatClient(
         base_url="https://models.github.ai/inference",
         api_key=os.environ["GITHUB_TOKEN"],
-        model_id=os.getenv("GITHUB_MODEL", "openai/gpt-4o"),
+        model_id=os.getenv("GITHUB_MODEL", "openai/gpt-4.1-mini"),
     )
 elif API_HOST == "ollama":
     client = OpenAIChatClient(
@@ -41,26 +42,31 @@
     )
 else:
     client = OpenAIChatClient(
-        api_key=os.environ.get("OPENAI_API_KEY"), model_id=os.environ.get("OPENAI_MODEL", "gpt-4o")
+        api_key=os.environ.get("OPENAI_API_KEY"), model_id=os.environ.get("OPENAI_MODEL", "gpt-4.1-mini")
     )
 
 
-async def http_mcp_example():
+async def http_mcp_example() -> None:
     """
     Creates an agent that can answer questions about Microsoft documentation
     using the Microsoft Learn MCP server.
     """
+
     async with (
         MCPStreamableHTTPTool(name="Microsoft Learn MCP", url="https://learn.microsoft.com/api/mcp") as mcp_server,
-        ChatAgent(
-            chat_client=client,
+        Agent(
+            client=client,
             name="DocsAgent",
             instructions="You help with Microsoft documentation questions.",
+            tools=[mcp_server],
         ) as agent,
     ):
         query = "How to create an Azure storage account using az cli?"
-        result = await agent.run(query, tools=mcp_server)
-        print(result)
+        result = await agent.run(query)
+        print(result.text)
+
+    if async_credential:
+        await async_credential.close()
 
 
 if __name__ == "__main__":
diff --git a/agents/agentframework_tavily.py b/agents/agentframework_tavily.py
index 0c8104e..543a9f2 100644
--- a/agents/agentframework_tavily.py
+++ b/agents/agentframework_tavily.py
@@ -1,11 +1,11 @@
 import asyncio
 import logging
 import os
+from urllib.parse import urlencode
 
-from agent_framework import ChatAgent, MCPStreamableHTTPTool
-from agent_framework.azure import AzureOpenAIChatClient
+from agent_framework import Agent, MCPStreamableHTTPTool
 from agent_framework.openai import OpenAIChatClient
-from azure.identity import DefaultAzureCredential
+from azure.identity.aio import DefaultAzureCredential, get_bearer_token_provider
 from dotenv import load_dotenv
 from rich import print
 from rich.logging import RichHandler
@@ -20,18 +20,20 @@
 
 # Configure chat client based on API_HOST
 API_HOST = os.getenv("API_HOST", "github")
+async_credential = None
 if API_HOST == "azure":
-    client = AzureOpenAIChatClient(
-        credential=DefaultAzureCredential(),
-        deployment_name=os.environ.get("AZURE_OPENAI_CHAT_DEPLOYMENT"),
-        endpoint=os.environ.get("AZURE_OPENAI_ENDPOINT"),
-        api_version=os.environ.get("AZURE_OPENAI_VERSION"),
+    async_credential = DefaultAzureCredential()
+    token_provider = get_bearer_token_provider(async_credential, "https://cognitiveservices.azure.com/.default")
+    client = OpenAIChatClient(
+        base_url=f"{os.environ['AZURE_OPENAI_ENDPOINT']}/openai/v1/",
+        api_key=token_provider,
+        model_id=os.environ["AZURE_OPENAI_CHAT_DEPLOYMENT"],
     )
 elif API_HOST == "github":
     client = OpenAIChatClient(
         base_url="https://models.github.ai/inference",
         api_key=os.environ["GITHUB_TOKEN"],
-        model_id=os.getenv("GITHUB_MODEL", "openai/gpt-4o"),
+        model_id=os.getenv("GITHUB_MODEL", "openai/gpt-4.1-mini"),
     )
 elif API_HOST == "ollama":
     client = OpenAIChatClient(
@@ -41,28 +43,33 @@
     )
 else:
     client = OpenAIChatClient(
-        api_key=os.environ.get("OPENAI_API_KEY"), model_id=os.environ.get("OPENAI_MODEL", "gpt-4o")
+        api_key=os.environ.get("OPENAI_API_KEY"), model_id=os.environ.get("OPENAI_MODEL", "gpt-4.1-mini")
     )
 
 
-async def http_mcp_example():
+async def http_mcp_example() -> None:
     """
     Creates an agent that can search the web using the Tavily MCP server.
     """
 
-    tavily_key = os.environ["TAVILY_API_KEY"]
-    headers = {"Authorization": f"Bearer {tavily_key}"}
+    tavily_key = os.environ["TAVILY_API_KEY"].strip()
+    tavily_url = f"https://mcp.tavily.com/mcp/?{urlencode({'tavilyApiKey': tavily_key})}"
+
     async with (
-        MCPStreamableHTTPTool(name="Tavily MCP", url="https://mcp.tavily.com/mcp/", headers=headers) as mcp_server,
-        ChatAgent(
-            chat_client=client,
+        MCPStreamableHTTPTool(name="Tavily MCP", url=tavily_url) as mcp_server,
+        Agent(
+            client=client,
             name="WebSearchAgent",
             instructions="You search the web with Tavily and provide concise answers with links.",
+            tools=[mcp_server],
         ) as agent,
     ):
         query = "What's new in Python 3.14? Include relevant links."
-        result = await agent.run(query, tools=mcp_server)
-        print(result)
+        result = await agent.run(query)
+        print(result.text)
+
+    if async_credential:
+        await async_credential.close()
 
 
 if __name__ == "__main__":
diff --git a/agents/langchainv1_tavily.py b/agents/langchainv1_tavily.py
index e27ea73..7e78fc4 100644
--- a/agents/langchainv1_tavily.py
+++ b/agents/langchainv1_tavily.py
@@ -7,6 +7,7 @@
 import asyncio
 import logging
 import os
+from urllib.parse import urlencode
 
 import azure.identity
 from dotenv import load_dotenv
@@ -54,13 +55,13 @@
 
 async def run_agent() -> None:
     """Run a Tavily-backed research agent via MCP tools."""
-    tavily_key = os.environ["TAVILY_API_KEY"]
+    tavily_key = os.environ["TAVILY_API_KEY"].strip()
+    tavily_url = f"https://mcp.tavily.com/mcp/?{urlencode({'tavilyApiKey': tavily_key})}"
     client = MultiServerMCPClient(
         {
             "tavily": {
-                "url": "https://mcp.tavily.com/mcp/",
+                "url": tavily_url,
                 "transport": "streamable_http",
-                "headers": {"Authorization": f"Bearer {tavily_key}"},
             }
         }
     )
diff --git a/pyproject.toml b/pyproject.toml
index 51e41df..0325110 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -16,7 +16,7 @@ dependencies = [
     "langchain-openai>=1.0.1",
     "langchain-mcp-adapters>=0.1.11",
     "azure-ai-agents>=1.1.0",
-    "agent-framework>=1.0.0b251016",
+    "agent-framework>=1.0.0rc5",
     "azure-cosmos>=4.9.0",
     "azure-monitor-opentelemetry>=1.8.3",
     "opentelemetry-instrumentation-starlette>=0.60b0",
diff --git a/uv.lock b/uv.lock
index 025a2b7..34f10ae 100644
--- a/uv.lock
+++ b/uv.lock
@@ -17,23 +17,28 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/ba/9b/82df9530ed77d30831c49ffffc827222961422d444c0d684101e945ee214/a2a_sdk-0.3.10-py3-none-any.whl", hash = "sha256:b216ccc5ccfd00dcfa42f0f2dc709bc7ba057550717a34b0b1b34a99a76749cf", size = 140291 },
 ]
 
+[[package]]
+name = "ag-ui-protocol"
+version = "0.1.13"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "pydantic" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/04/b5/fc0b65b561d00d88811c8a7d98ee735833f81554be244340950e7b65820c/ag_ui_protocol-0.1.13.tar.gz", hash = "sha256:811d7d7dcce4783dec252918f40b717ebfa559399bf6b071c4ba47c0c1e21bcb", size = 5671 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/cd/9f/b833c1ab1999da35ebad54841ae85d2c2764c931da9a6f52d8541b6901b2/ag_ui_protocol-0.1.13-py3-none-any.whl", hash = "sha256:1393fa894c1e8416efe184168a50689e760d05b32f4646eebb8ff423dddf8e8f", size = 8053 },
+]
+
 [[package]]
 name = "agent-framework"
-version = "1.0.0b251016"
+version = "1.0.0rc5"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
-    { name = "agent-framework-a2a" },
-    { name = "agent-framework-azure-ai" },
-    { name = "agent-framework-copilotstudio" },
-    { name = "agent-framework-core" },
-    { name = "agent-framework-devui" },
-    { name = "agent-framework-mem0" },
-    { name = "agent-framework-purview" },
-    { name = "agent-framework-redis" },
+    { name = "agent-framework-core", extra = ["all"] },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/6a/38/c565d6fb914d0504465543e81fad6351a0192b936613449f4bcad7158a48/agent_framework-1.0.0b251016.tar.gz", hash = "sha256:84fc34d10358b5b74cfbfd62bd6a0109073a4204dc5509cfffd2ad74db1f1eb2", size = 2073274 }
+sdist = { url = "https://files.pythonhosted.org/packages/0a/bf/64bc9231cef4f23a61c6d6a71f2c9bdc81f1e750418ea884d38abd12ce0f/agent_framework-1.0.0rc5.tar.gz", hash = "sha256:d03a5013f13f3d1c3fa2ed7b5b1806816637e1278884633916a63090490fcf8e", size = 4054945 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/ed/ac/1da507f4a4ec70dc30345ddfb1e0421b33e91397ce2c15c74105d75204a4/agent_framework-1.0.0b251016-py3-none-any.whl", hash = "sha256:d92d5765dc55f820c9136ba423a56055863b5e4ef464db7eafcf9896f3f81359", size = 5557 },
+    { url = "https://files.pythonhosted.org/packages/f1/88/032e11af66329c5569b6bd9809c88107ed20e3469a0cc4bc2ee648510930/agent_framework-1.0.0rc5-py3-none-any.whl", hash = "sha256:dc11cbc1034b3ce610cb35e8642994b863e8f006b3ee90718b709a30abf383f4", size = 5500 },
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-sdist = { url = "https://files.pythonhosted.org/packages/a1/d4/1fc4078c65507b51b96ca8f8c3ba19e6a61c8253c72794544580a7b6c24d/packaging-25.0.tar.gz", hash = "sha256:d443872c98d677bf60f6a1f2f8c1cb748e8fe762d2bf9d3148b5599295b0fc4f", size = 165727 }
+sdist = { url = "https://files.pythonhosted.org/packages/d0/63/68dbb6eb2de9cb10ee4c9c14a0148804425e13c4fb20d61cce69f53106da/packaging-24.2.tar.gz", hash = "sha256:c228a6dc5e932d346bc5739379109d49e8853dd8223571c7c5b55260edc0b97f", size = 163950 }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/20/12/38679034af332785aac8774540895e234f4d07f7545804097de4b666afd8/packaging-25.0-py3-none-any.whl", hash = "sha256:29572ef2b1f17581046b3a2227d5c611fb25ec70ca1ba8554b24b0e69331a484", size = 66469 },
+    { url = "https://files.pythonhosted.org/packages/88/ef/eb23f262cca3c0c4eb7ab1933c3b1f03d021f2c48f54763065b6f0e321be/packaging-24.2-py3-none-any.whl", hash = "sha256:09abb1bccd265c01f4a3aa3f7a7db064b36514d2cba19a2f694fe6150451a759", size = 65451 },
 ]
 
 [[package]]
@@ -2206,6 +2716,19 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/1e/ce/5e5ede2f0b24db113544f9f7ce08d395a4107cbc66d77b8d05d9eaeaeada/posthog-6.7.8-py3-none-any.whl", hash = "sha256:842ccb518f925425f714bae29e4ac36a059a8948c45f6ed155543ca7386d554b", size = 137299 },
 ]
 
+[[package]]
+name = "powerfx"
+version = "0.0.34"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "cffi" },
+    { name = "pythonnet" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/9f/fb/6c4bf87e0c74ca1c563921ce89ca1c5785b7576bca932f7255cdf81082a7/powerfx-0.0.34.tar.gz", hash = "sha256:956992e7afd272657ed16d80f4cad24ec95d9e4a79fb9dfa4a068a09e136af32", size = 3237555 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/6f/96/0f8a1f86485b3ec0315e3e8403326884a0334b3dcd699df2482669cca4be/powerfx-0.0.34-py3-none-any.whl", hash = "sha256:f2dc1c42ba8bfa4c72a7fcff2a00755b95394547388ca0b3e36579c49ee7ed75", size = 3483089 },
+]
+
 [[package]]
 name = "pre-commit"
 version = "4.5.0"
@@ -2529,7 +3052,7 @@ dev = [
 
 [package.metadata]
 requires-dist = [
-    { name = "agent-framework", specifier = ">=1.0.0b251016" },
+    { name = "agent-framework", specifier = ">=1.0.0rc5" },
     { name = "azure-ai-agents", specifier = ">=1.1.0" },
     { name = "azure-core-tracing-opentelemetry", specifier = ">=1.0.0b12" },
     { name = "azure-cosmos", specifier = ">=4.9.0" },
@@ -2573,6 +3096,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/6c/a0/4ed6632b70a52de845df056654162acdebaf97c20e3212c559ac43e7216e/python_ulid-3.1.0-py3-none-any.whl", hash = "sha256:e2cdc979c8c877029b4b7a38a6fba3bc4578e4f109a308419ff4d3ccf0a46619", size = 11577 },
 ]
 
+[[package]]
+name = "pythonnet"
+version = "3.0.5"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "clr-loader" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/9a/d6/1afd75edd932306ae9bd2c2d961d603dc2b52fcec51b04afea464f1f6646/pythonnet-3.0.5.tar.gz", hash = "sha256:48e43ca463941b3608b32b4e236db92d8d40db4c58a75ace902985f76dac21cf", size = 239212 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/cd/f1/bfb6811df4745f92f14c47a29e50e89a36b1533130fcc56452d4660bd2d6/pythonnet-3.0.5-py3-none-any.whl", hash = "sha256:f6702d694d5d5b163c9f3f5cc34e0bed8d6857150237fae411fefb883a656d20", size = 297506 },
+]
+
 [[package]]
 name = "pytz"
 version = "2025.2"
@@ -2855,6 +3390,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/1d/d2/1637f4360ada6a368d3265bf39f2cf737a0aaab15ab520fc005903e883f8/ruff-0.14.7-py3-none-win_arm64.whl", hash = "sha256:be4d653d3bea1b19742fcc6502354e32f65cd61ff2fbdb365803ef2c2aec6228", size = 13609215 },
 ]
 
+[[package]]
+name = "s3transfer"
+version = "0.16.0"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "botocore" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/05/04/74127fc843314818edfa81b5540e26dd537353b123a4edc563109d8f17dd/s3transfer-0.16.0.tar.gz", hash = "sha256:8e990f13268025792229cd52fa10cb7163744bf56e719e0b9cb925ab79abf920", size = 153827 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/fc/51/727abb13f44c1fcf6d145979e1535a35794db0f6e450a0cb46aa24732fe2/s3transfer-0.16.0-py3-none-any.whl", hash = "sha256:18e25d66fed509e3868dc1572b3f427ff947dd2c56f844a5bf09481ad3f3b2fe", size = 86830 },
+]
+
 [[package]]
 name = "secretstorage"
 version = "3.5.0"
@@ -2987,6 +3534,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/d0/30/dc54f88dd4a2b5dc8a0279bdd7270e735851848b762aeb1c1184ed1f6b14/tqdm-4.67.1-py3-none-any.whl", hash = "sha256:26445eca388f82e72884e0d580d5464cd801a3ea01e63e5601bdff9ba6a48de2", size = 78540 },
 ]
 
+[[package]]
+name = "types-requests"
+version = "2.32.4.20260324"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "urllib3" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/6c/b1/66bafdc85965e5aa3db42e1b9128bf8abe252edd7556d00a07ef437a3e0e/types_requests-2.32.4.20260324.tar.gz", hash = "sha256:33a2a9ccb1de7d4e4da36e347622c35418f6761269014cc32857acabd5df739e", size = 23765 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/5b/5a/ce5999f9bd72c7fac681d26cd0a5782b379053bfc2214e2a3fbe30852c9e/types_requests-2.32.4.20260324-py3-none-any.whl", hash = "sha256:f83ef2deb284fe99a249b8b0b0a3e4b9809e01ff456063c4df0aac7670c07ab9", size = 20735 },
+]
+
 [[package]]
 name = "typing-extensions"
 version = "4.15.0"
@@ -3123,6 +3682,18 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/fa/a8/5b41e0da817d64113292ab1f8247140aac61cbf6cfd085d6a0fa77f4984f/websockets-15.0.1-py3-none-any.whl", hash = "sha256:f7a866fbc1e97b5c617ee4116daaa09b722101d4a3c170c787450ba409f9736f", size = 169743 },
 ]
 
+[[package]]
+name = "werkzeug"
+version = "3.1.7"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "markupsafe" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/b5/43/76ded108b296a49f52de6bac5192ca1c4be84e886f9b5c9ba8427d9694fd/werkzeug-3.1.7.tar.gz", hash = "sha256:fb8c01fe6ab13b9b7cdb46892b99b1d66754e1d7ab8e542e865ec13f526b5351", size = 875700 }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/7f/b2/0bba9bbb4596d2d2f285a16c2ab04118f6b957d8441566e1abb892e6a6b2/werkzeug-3.1.7-py3-none-any.whl", hash = "sha256:4b314d81163a3e1a169b6a0be2a000a0e204e8873c5de6586f453c55688d422f", size = 226295 },
+]
+
 [[package]]
 name = "wrapt"
 version = "1.17.3"

From c83e2345c94f437e569b126ae299c289567a4ffe Mon Sep 17 00:00:00 2001
From: Pamela Fox <pamela.fox@gmail.com>
Date: Tue, 24 Mar 2026 07:39:52 -0700
Subject: [PATCH 4/5] RM tavily files, update MAF one

---
 README.md                       |  6 +--
 agents/agentframework_http.py   | 40 ++++++++--------
 agents/agentframework_tavily.py | 76 -----------------------------
 agents/langchainv1_tavily.py    | 85 ---------------------------------
 4 files changed, 23 insertions(+), 184 deletions(-)
 delete mode 100644 agents/agentframework_tavily.py
 delete mode 100644 agents/langchainv1_tavily.py

diff --git a/README.md b/README.md
index f4833b9..2e789ca 100644
--- a/README.md
+++ b/README.md
@@ -202,10 +202,10 @@ This project includes example agents in the [`agents/`](agents/) directory that
 
 | File | Description |
 | ---- | ----------- |
-| [agents/agentframework_learn.py](agents/agentframework_learn.py) | Microsoft Agent Framework integration with MCP |
 | [agents/agentframework_http.py](agents/agentframework_http.py) | Microsoft Agent Framework integration with local Expenses MCP server |
-| [agents/langchainv1_http.py](agents/langchainv1_http.py) | LangChain agent with MCP integration |
-| [agents/langchainv1_github.py](agents/langchainv1_github.py) | LangChain tool filtering demo with GitHub MCP (requires `GITHUB_TOKEN`) |
+| [agents/agentframework_learn.py](agents/agentframework_learn.py) | Microsoft Agent Framework integration with remote Learn MCP server |
+| [agents/langchainv1_http.py](agents/langchainv1_http.py) | LangChain agent with local Expenses MCP server |
+| [agents/langchainv1_github.py](agents/langchainv1_github.py) | LangChain tool-filtering agent with remote GitHub MCP (requires `GITHUB_TOKEN`) |
 
 **To run an agent:**
 
diff --git a/agents/agentframework_http.py b/agents/agentframework_http.py
index 717bb7f..33c3dd8 100644
--- a/agents/agentframework_http.py
+++ b/agents/agentframework_http.py
@@ -56,27 +56,27 @@
 # --- Main Agent Logic ---
 async def http_mcp_example() -> None:
     """Run an agent connected to the local expenses MCP server."""
+    try:
+        async with (
+            MCPStreamableHTTPTool(name="Expenses MCP Server", url=MCP_SERVER_URL) as mcp_server,
+            Agent(
+                client=client,
+                name="Expenses Agent",
+                instructions=f"You help users to log expenses. Today's date is {datetime.now().strftime('%Y-%m-%d')}.",
+                tools=[mcp_server],
+            ) as agent,
+        ):
+            user_query = "yesterday I bought a laptop for $1200 using my visa."
+            result = await agent.run(user_query)
+            print(result.text)
 
-    async with (
-        MCPStreamableHTTPTool(name="Expenses MCP Server", url=MCP_SERVER_URL) as mcp_server,
-        Agent(
-            client=client,
-            name="Expenses Agent",
-            instructions=f"You help users to log expenses. Today's date is {datetime.now().strftime('%Y-%m-%d')}.",
-            tools=[mcp_server],
-        ) as agent,
-    ):
-        user_query = "yesterday I bought a laptop for $1200 using my visa."
-        result = await agent.run(user_query)
-        print(result.text)
-
-        # Keep the worker alive in production
-        while RUNNING_IN_PRODUCTION:
-            await asyncio.sleep(60)
-            logger.info("Worker still running...")
-
-    if async_credential:
-        await async_credential.close()
+            # Keep the worker alive in production
+            while RUNNING_IN_PRODUCTION:
+                await asyncio.sleep(60)
+                logger.info("Worker still running...")
+    finally:
+        if async_credential:
+            await async_credential.close()
 
 
 if __name__ == "__main__":
diff --git a/agents/agentframework_tavily.py b/agents/agentframework_tavily.py
deleted file mode 100644
index 543a9f2..0000000
--- a/agents/agentframework_tavily.py
+++ /dev/null
@@ -1,76 +0,0 @@
-import asyncio
-import logging
-import os
-from urllib.parse import urlencode
-
-from agent_framework import Agent, MCPStreamableHTTPTool
-from agent_framework.openai import OpenAIChatClient
-from azure.identity.aio import DefaultAzureCredential, get_bearer_token_provider
-from dotenv import load_dotenv
-from rich import print
-from rich.logging import RichHandler
-
-# Configure logging
-logging.basicConfig(level=logging.WARNING, format="%(message)s", datefmt="[%X]", handlers=[RichHandler()])
-logger = logging.getLogger("agentframework_tavily")
-logger.setLevel(logging.INFO)
-
-# Load environment variables
-load_dotenv(override=True)
-
-# Configure chat client based on API_HOST
-API_HOST = os.getenv("API_HOST", "github")
-async_credential = None
-if API_HOST == "azure":
-    async_credential = DefaultAzureCredential()
-    token_provider = get_bearer_token_provider(async_credential, "https://cognitiveservices.azure.com/.default")
-    client = OpenAIChatClient(
-        base_url=f"{os.environ['AZURE_OPENAI_ENDPOINT']}/openai/v1/",
-        api_key=token_provider,
-        model_id=os.environ["AZURE_OPENAI_CHAT_DEPLOYMENT"],
-    )
-elif API_HOST == "github":
-    client = OpenAIChatClient(
-        base_url="https://models.github.ai/inference",
-        api_key=os.environ["GITHUB_TOKEN"],
-        model_id=os.getenv("GITHUB_MODEL", "openai/gpt-4.1-mini"),
-    )
-elif API_HOST == "ollama":
-    client = OpenAIChatClient(
-        base_url=os.environ.get("OLLAMA_ENDPOINT", "http://localhost:11434/v1"),
-        api_key="none",
-        model_id=os.environ.get("OLLAMA_MODEL", "llama3.1:latest"),
-    )
-else:
-    client = OpenAIChatClient(
-        api_key=os.environ.get("OPENAI_API_KEY"), model_id=os.environ.get("OPENAI_MODEL", "gpt-4.1-mini")
-    )
-
-
-async def http_mcp_example() -> None:
-    """
-    Creates an agent that can search the web using the Tavily MCP server.
-    """
-
-    tavily_key = os.environ["TAVILY_API_KEY"].strip()
-    tavily_url = f"https://mcp.tavily.com/mcp/?{urlencode({'tavilyApiKey': tavily_key})}"
-
-    async with (
-        MCPStreamableHTTPTool(name="Tavily MCP", url=tavily_url) as mcp_server,
-        Agent(
-            client=client,
-            name="WebSearchAgent",
-            instructions="You search the web with Tavily and provide concise answers with links.",
-            tools=[mcp_server],
-        ) as agent,
-    ):
-        query = "What's new in Python 3.14? Include relevant links."
-        result = await agent.run(query)
-        print(result.text)
-
-    if async_credential:
-        await async_credential.close()
-
-
-if __name__ == "__main__":
-    asyncio.run(http_mcp_example())
diff --git a/agents/langchainv1_tavily.py b/agents/langchainv1_tavily.py
deleted file mode 100644
index 7e78fc4..0000000
--- a/agents/langchainv1_tavily.py
+++ /dev/null
@@ -1,85 +0,0 @@
-"""LangChain + Tavily MCP Example
-
-Creates a simple research agent that uses the Tavily MCP server
-to search the web and answer questions with relevant links.
-"""
-
-import asyncio
-import logging
-import os
-from urllib.parse import urlencode
-
-import azure.identity
-from dotenv import load_dotenv
-from langchain.agents import create_agent
-from langchain_core.messages import HumanMessage
-from langchain_mcp_adapters.client import MultiServerMCPClient
-from langchain_openai import ChatOpenAI
-from pydantic import SecretStr
-from rich.logging import RichHandler
-
-# Configure logging
-logging.basicConfig(level=logging.WARNING, format="%(message)s", datefmt="[%X]", handlers=[RichHandler()])
-logger = logging.getLogger("langchainv1_tavily")
-logger.setLevel(logging.INFO)
-
-# Load environment variables
-load_dotenv(override=True)
-
-api_host = os.getenv("API_HOST", "github")
-
-if api_host == "azure":
-    token_provider = azure.identity.get_bearer_token_provider(
-        azure.identity.DefaultAzureCredential(), "https://cognitiveservices.azure.com/.default"
-    )
-    model = ChatOpenAI(
-        model=os.environ.get("AZURE_OPENAI_CHAT_DEPLOYMENT"),
-        base_url=os.environ["AZURE_OPENAI_ENDPOINT"] + "/openai/v1/",
-        api_key=token_provider,
-    )
-elif api_host == "github":
-    model = ChatOpenAI(
-        model=os.getenv("GITHUB_MODEL", "gpt-4o"),
-        base_url="https://models.inference.ai.azure.com",
-        api_key=SecretStr(os.environ["GITHUB_TOKEN"]),
-    )
-elif api_host == "ollama":
-    model = ChatOpenAI(
-        model=os.environ.get("OLLAMA_MODEL", "llama3.1"),
-        base_url=os.environ.get("OLLAMA_ENDPOINT", "http://localhost:11434/v1"),
-        api_key=SecretStr(os.environ.get("OLLAMA_API_KEY", "none")),
-    )
-else:
-    model = ChatOpenAI(model=os.getenv("OPENAI_MODEL", "gpt-4o-mini"))
-
-
-async def run_agent() -> None:
-    """Run a Tavily-backed research agent via MCP tools."""
-    tavily_key = os.environ["TAVILY_API_KEY"].strip()
-    tavily_url = f"https://mcp.tavily.com/mcp/?{urlencode({'tavilyApiKey': tavily_key})}"
-    client = MultiServerMCPClient(
-        {
-            "tavily": {
-                "url": tavily_url,
-                "transport": "streamable_http",
-            }
-        }
-    )
-
-    # Fetch available tools and create the agent
-    tools = await client.get_tools()
-    agent = create_agent(model, tools, prompt="You search the web and include relevant links in answers.")
-
-    query = "What's new in Python 3.14? Include relevant links."
-    response = await agent.ainvoke({"messages": [HumanMessage(content=query)]})
-
-    final_response = response["messages"][-1].content
-    print(final_response)
-
-
-def main() -> None:
-    asyncio.run(run_agent())
-
-
-if __name__ == "__main__":
-    main()

From 0715ff26bd02fbf8b9d5e46eabcb5a85a4b8df5f Mon Sep 17 00:00:00 2001
From: Pamela Fox <pamela.fox@gmail.com>
Date: Tue, 24 Mar 2026 07:42:03 -0700
Subject: [PATCH 5/5] Use try/finally

---
 agents/agentframework_learn.py | 30 ++++++++++++++++--------------
 1 file changed, 16 insertions(+), 14 deletions(-)

diff --git a/agents/agentframework_learn.py b/agents/agentframework_learn.py
index 304b2b5..8e9677f 100644
--- a/agents/agentframework_learn.py
+++ b/agents/agentframework_learn.py
@@ -52,21 +52,23 @@ async def http_mcp_example() -> None:
     using the Microsoft Learn MCP server.
     """
 
-    async with (
-        MCPStreamableHTTPTool(name="Microsoft Learn MCP", url="https://learn.microsoft.com/api/mcp") as mcp_server,
-        Agent(
-            client=client,
-            name="DocsAgent",
-            instructions="You help with Microsoft documentation questions.",
-            tools=[mcp_server],
-        ) as agent,
-    ):
-        query = "How to create an Azure storage account using az cli?"
-        result = await agent.run(query)
-        print(result.text)
+    try:
+        async with (
+            MCPStreamableHTTPTool(name="Microsoft Learn MCP", url="https://learn.microsoft.com/api/mcp") as mcp_server,
+            Agent(
+                client=client,
+                name="DocsAgent",
+                instructions="You help with Microsoft documentation questions.",
+                tools=[mcp_server],
+            ) as agent,
+        ):
+            query = "How to create an Azure storage account using az cli?"
+            result = await agent.run(query)
+            print(result.text)
 
-    if async_credential:
-        await async_credential.close()
+    finally:
+        if async_credential:
+            await async_credential.close()
 
 
 if __name__ == "__main__":