diff --git a/external_agent/examples/beeai_framework_python/poetry.lock b/external_agent/examples/beeai_framework_python/poetry.lock
index 654da2b..a19addc 100644
--- a/external_agent/examples/beeai_framework_python/poetry.lock
+++ b/external_agent/examples/beeai_framework_python/poetry.lock
@@ -1,4 +1,4 @@
-# This file is automatically @generated by Poetry 2.1.3 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.1.1 and should not be changed by hand.
 
 [[package]]
 name = "aiofiles"
@@ -204,14 +204,14 @@ tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" a
 
 [[package]]
 name = "beeai-framework"
-version = "0.1.31"
+version = "0.1.36"
 description = ""
 optional = false
 python-versions = "<4.0,>=3.11"
 groups = ["main"]
 files = [
-    {file = "beeai_framework-0.1.31-py3-none-any.whl", hash = "sha256:10cb7d2be9ffe4c0f1487625ac82c6a15673e9d3ce02c2bc7910c2249d7f7df2"},
-    {file = "beeai_framework-0.1.31.tar.gz", hash = "sha256:20a912549715546a0fba4711916db8d2b0d0ae6420283f9f64b6ba1e380cb131"},
+    {file = "beeai_framework-0.1.36-py3-none-any.whl", hash = "sha256:10caaa685accd80eba4c04661c3b2ecd4ec26c4873ddb67b9b9efa9001bbc662"},
+    {file = "beeai_framework-0.1.36.tar.gz", hash = "sha256:94a9abcc130fb15940cd9c12680532f9f6ef01b746049e5e4e76d9dd167bcb4c"},
 ]
 
 [package.dependencies]
@@ -228,13 +228,15 @@ requests = ">=2.32,<3.0"
 uvicorn = {version = ">=0.34.2,<0.35.0", optional = true, markers = "extra == \"acp\" or extra == \"beeai-platform\" or extra == \"a2a\" or extra == \"watsonx-orchestrate\" or extra == \"all\""}
 
 [package.extras]
-a2a = ["a2a-sdk (>=0.2.11,<0.3.0)", "uvicorn (>=0.34.2,<0.35.0)"]
+a2a = ["a2a-sdk (>=0.2.16,<0.3.0)", "uvicorn (>=0.34.2,<0.35.0)"]
 acp = ["acp-sdk (>=1.0.0,<2.0.0)", "uvicorn (>=0.34.2,<0.35.0)"]
-all = ["a2a-sdk (>=0.2.11,<0.3.0)", "acp-sdk (>=1.0.0,<2.0.0)", "ddgs (>=9.3.1,<10.0.0)", "fastapi (>=0.115.0,<0.116.0)", "langchain-community (>=0.3.19,<0.4.0)", "langchain-core (>=0.3.41,<0.4.0)", "langchain-ollama (>=0.3.1,<0.4.0)", "langgraph (>=0.3.27,<0.4.0)", "mcp (>=1.10.1,<2.0.0)", "uvicorn (>=0.34.2,<0.35.0)", "wikipedia-api (>=0.8.1,<0.9.0)"]
+all = ["a2a-sdk (>=0.2.16,<0.3.0)", "acp-sdk (>=1.0.0,<2.0.0)", "ddgs (>=9.3.1,<10.0.0)", "fastapi (>=0.115.0,<0.116.0)", "langchain-community (>=0.3.19,<0.4.0)", "langchain-core (>=0.3.41,<0.4.0)", "langchain-ollama (>=0.3.1,<0.4.0)", "llama-index (>=0.12.42,<0.13.0)", "mcp (>=1.10.1,<2.0.0)", "uvicorn (>=0.34.2,<0.35.0)", "wikipedia-api (>=0.8.1,<0.9.0)"]
 beeai-platform = ["acp-sdk (>=1.0.0,<2.0.0)", "uvicorn (>=0.34.2,<0.35.0)"]
 duckduckgo = ["ddgs (>=9.3.1,<10.0.0)"]
-langchain = ["langchain-community (>=0.3.19,<0.4.0)", "langchain-core (>=0.3.41,<0.4.0)", "langchain-ollama (>=0.3.1,<0.4.0)", "langgraph (>=0.3.27,<0.4.0)"]
+langchain = ["langchain-community (>=0.3.19,<0.4.0)", "langchain-core (>=0.3.41,<0.4.0)", "langchain-ollama (>=0.3.1,<0.4.0)"]
+llama-index = ["llama-index (>=0.12.42,<0.13.0)"]
 mcp = ["mcp (>=1.10.1,<2.0.0)"]
+rag = ["langchain-community (>=0.3.19,<0.4.0)", "langchain-core (>=0.3.41,<0.4.0)", "langchain-ollama (>=0.3.1,<0.4.0)", "llama-index (>=0.12.42,<0.13.0)", "markdown (>=3.8.2,<4.0.0)", "unstructured (>=0.17.2,<0.18.0)"]
 search = ["ddgs (>=9.3.1,<10.0.0)", "wikipedia-api (>=0.8.1,<0.9.0)"]
 watsonx-orchestrate = ["fastapi (>=0.115.0,<0.116.0)", "uvicorn (>=0.34.2,<0.35.0)"]
 wikipedia = ["wikipedia-api (>=0.8.1,<0.9.0)"]
@@ -2242,4 +2244,4 @@ type = ["pytest-mypy"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.11,<3.13"
-content-hash = "30684d702ee50144db7afac0c183b7cb004ed76ee83dac2a23571ad3212761e1"
+content-hash = "1c7e794c39009bae62c04c8f767e46d47c18dee38871db489d25ef5b4b425e33"
diff --git a/external_agent/examples/beeai_framework_python/pyproject.toml b/external_agent/examples/beeai_framework_python/pyproject.toml
index b304a8a..a9caa7d 100644
--- a/external_agent/examples/beeai_framework_python/pyproject.toml
+++ b/external_agent/examples/beeai_framework_python/pyproject.toml
@@ -8,7 +8,7 @@ authors = [
 readme = "README.md"
 requires-python = ">=3.11,<3.13"
 dependencies = [
-    "beeai-framework[watsonx-orchestrate] (>=0.1.31,<0.2.0)",
+    "beeai-framework[watsonx-orchestrate] (>=0.1.36,<0.2.0)",
     "pydantic (>=2.11.7,<3.0.0)",
     "pydantic-settings (>=2.9.1,<3.0.0)",
     "python-dotenv (>=1.1.0,<2.0.0)",