diff --git a/a2a/weather_service/pyproject.toml b/a2a/weather_service/pyproject.toml
index 103736be..8609be46 100644
--- a/a2a/weather_service/pyproject.toml
+++ b/a2a/weather_service/pyproject.toml
@@ -15,7 +15,7 @@ dependencies = [
     "langchain-community>=0.4.2",
     "langchain-ollama>=1.1.0",
     "langchain-openai>=1.6.6",
-    "mlflow[langchain,kubernetes]>=3.14.0,<4",
+    "mlflow[langchain,kubernetes]>=3.16.1,<4",
     "pydantic-settings>=2.15.0",
     "langchain-mcp-adapters>=0.3.2",
     "python-keycloak>=7.1.1",
diff --git a/a2a/weather_service/uv.lock b/a2a/weather_service/uv.lock
index fe090753..244351c0 100644
--- a/a2a/weather_service/uv.lock
+++ b/a2a/weather_service/uv.lock
@@ -1910,7 +1910,7 @@ wheels = [
 
 [[package]]
 name = "mlflow"
-version = "3.14.0"
+version = "3.16.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "aiohttp" },
@@ -1934,9 +1934,9 @@ dependencies = [
     { name = "sqlalchemy" },
     { name = "waitress", marker = "sys_platform == 'win32'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/d6/0b/3404a057daceffe9ce18cd08868648a1e9b817270177bdf8a764576b988b/mlflow-3.14.0.tar.gz", hash = "sha256:5a1f818fa003035c724162096ce3ded7bc7bc47a1cae595df6173961983f4718", size = 11792369, upload-time = "2026-06-17T07:57:44.712Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/65/30/a7105a50760f31aa5a6514e18d32e9087011c1bcb4ad56e0cfcc1e356f8c/mlflow-3.16.1.tar.gz", hash = "sha256:044bd17d49ed216d3e38a537436622154daa5197ea41c1f3dedf155cbd8f40c0", size = 10830822, upload-time = "2026-09-16T23:14:20.369Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/de/b9/76dcdef7f7f856b36f18cfcd752c2717d9847812a0aaa36d50a7baed569d/mlflow-3.14.0-py3-none-any.whl", hash = "sha256:dbf77f7cdb5b5c0ec59b4671c61730b1b914b4dff7a2892e267a547cb5454f56", size = 12564161, upload-time = "2026-06-17T07:57:42.348Z" },
+    { url = "https://files.pythonhosted.org/packages/2a/37/5a0bffe04625c906be3c3482915ba0b9d824c48c53f8963cfdcfb9251547/mlflow-3.16.1-py3-none-any.whl", hash = "sha256:e4dfe69ceae31dfc7b8480e76ffe6a7f36752bdfac30e058e6430ade1fb5920b", size = 11650889, upload-time = "2026-09-16T23:14:16.557Z" },
 ]
 
 [package.optional-dependencies]
@@ -1949,9 +1949,10 @@ langchain = [
 
 [[package]]
 name = "mlflow-skinny"
-version = "3.14.0"
+version = "3.16.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
+    { name = "anyio" },
     { name = "cachetools" },
     { name = "click" },
     { name = "cloudpickle" },
@@ -1974,14 +1975,14 @@ dependencies = [
     { name = "typing-extensions" },
     { name = "uvicorn" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/e8/4f/a054cd8860590e4e942aee1aab3c94307878159f945fa844acc9ea787721/mlflow_skinny-3.14.0.tar.gz", hash = "sha256:e50f4506422c7737157ae6643c165122af7898345f2e828fa93c4f10128653cf", size = 2901772, upload-time = "2026-06-17T07:57:44.252Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/f6/21/5b8e556d3fc3030affe5d6b3ecf58d9dcc972c644ebf941d77bf8b4a5769/mlflow_skinny-3.16.1.tar.gz", hash = "sha256:7298b47942b1b0e826e02191653b8c203c3bb242fb699f8beec98e928dbec115", size = 3193879, upload-time = "2026-09-16T22:08:20.298Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/58/e7/b80f76ce689b9d6f21cdb84abb2b02148a1149e63a6428dd2c629cefd061/mlflow_skinny-3.14.0-py3-none-any.whl", hash = "sha256:a4880e086365871ef9d78e727a34ea5fb1ce615689579998d48e8c65ee1665a9", size = 3462788, upload-time = "2026-06-17T07:57:42.583Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/f1/89f8a4386ddde208806b57f6dc8e89138e0b92ae667c0dfc5fc2d8a4d418/mlflow_skinny-3.16.1-py3-none-any.whl", hash = "sha256:41ec1697710b91d001f8951bdc2d00391a277065ed82268c81706238fa2b918e", size = 3797284, upload-time = "2026-09-16T22:08:18.176Z" },
 ]
 
 [[package]]
 name = "mlflow-tracing"
-version = "3.14.0"
+version = "3.16.1"
 source = { registry = "https://pypi.org/simple" }
 dependencies = [
     { name = "cachetools" },
@@ -1994,9 +1995,9 @@ dependencies = [
     { name = "pydantic", version = "2.11.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version < '3.14'" },
     { name = "pydantic", version = "2.13.4", source = { registry = "https://pypi.org/simple" }, marker = "python_full_version >= '3.14'" },
 ]
-sdist = { url = "https://files.pythonhosted.org/packages/04/34/ff5e72919b4eec8fe65e6fc843978a1a512194e6fafbd1761deca48269ad/mlflow_tracing-3.14.0.tar.gz", hash = "sha256:c2f701e001d35964f23fbbdfdda36c818a76c157b912ae83781199fd714be09a", size = 1429017, upload-time = "2026-06-17T07:58:00.647Z" }
+sdist = { url = "https://files.pythonhosted.org/packages/88/62/64068c0d17a7ba479f4dadfa78b3e48921cde8d20878414e7a4a929e66c0/mlflow_tracing-3.16.1.tar.gz", hash = "sha256:315ba1ace00d43498da2ad2b2bbb751f3198d6f9cd328168dfeb49911df41925", size = 1525331, upload-time = "2026-09-16T22:40:58.167Z" }
 wheels = [
-    { url = "https://files.pythonhosted.org/packages/5f/4a/4658a9e514c8f079e40b608661844b9beb21c7530e6ee1e7f830cf81541e/mlflow_tracing-3.14.0-py3-none-any.whl", hash = "sha256:854488dd18068f15e2a56f1cc7b8868c611d09ea39068d0a691a3f07e0048cae", size = 1703863, upload-time = "2026-06-17T07:57:58.687Z" },
+    { url = "https://files.pythonhosted.org/packages/00/8c/f40c01433254f49f3b18ef88a4eba481a73a29494f27c072fb7a53812a76/mlflow_tracing-3.16.1-py3-none-any.whl", hash = "sha256:b3ab97c7b4f919704e0cbe0653e6e9b89cf1f8a790f8bb1b4cf7f236df258e9e", size = 1812478, upload-time = "2026-09-16T22:40:56.332Z" },
 ]
 
 [[package]]
@@ -3923,7 +3924,7 @@ requires-dist = [
     { name = "mako", specifier = ">=1.4.3" },
     { name = "marshmallow", specifier = ">=4.3.1" },
     { name = "mcp", specifier = ">=1.28.1" },
-    { name = "mlflow", extras = ["langchain", "kubernetes"], specifier = ">=3.14.0,<4" },
+    { name = "mlflow", extras = ["langchain", "kubernetes"], specifier = ">=3.16.1,<4" },
     { name = "openinference-instrumentation-langchain", specifier = ">=0.1.76" },
     { name = "openinference-semantic-conventions", specifier = ">=0.1.39" },
     { name = "opentelemetry-exporter-otlp", specifier = ">=1.45.0" },