diff --git a/.github/workflows/loongsuite_test_0.yml b/.github/workflows/loongsuite_test_0.yml
index 47f330d67..80dcc7c13 100644
--- a/.github/workflows/loongsuite_test_0.yml
+++ b/.github/workflows/loongsuite_test_0.yml
@@ -84,7 +84,7 @@ jobs:
         shell: bash
         env:
           LOONGSUITE_ALL_JOBS: >-
-            [{"name": "py310-test-loongsuite-instrumentation-agentscope-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-agentscope-oldest", "ui_name": "loongsuite-instrumentation-agentscope-oldest 3.10 ARC"}, {"name": "py311-test-loongsuite-instrumentation-agentscope-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-agentscope-oldest", "ui_name": "loongsuite-instrumentation-agentscope-oldest 3.11 ARC"}, {"name": "py312-test-loongsuite-instrumentation-agentscope-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-agentscope-oldest", "ui_name": "loongsuite-instrumentation-agentscope-oldest 3.12 ARC"}, {"name": "py313-test-loongsuite-instrumentation-agentscope-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-agentscope-oldest", "ui_name": "loongsuite-instrumentation-agentscope-oldest 3.13 ARC"}, {"name": "py311-test-loongsuite-instrumentation-agentscope-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-agentscope-latest", "ui_name": "loongsuite-instrumentation-agentscope-latest 3.11 ARC"}, {"name": "py312-test-loongsuite-instrumentation-agentscope-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-agentscope-latest", "ui_name": "loongsuite-instrumentation-agentscope-latest 3.12 ARC"}, {"name": "py313-test-loongsuite-instrumentation-agentscope-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-agentscope", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-agentscope-latest", "ui_name": "loongsuite-instrumentation-agentscope-latest 3.13 ARC"}, {"name": "py39-test-loongsuite-instrumentation-dashscope-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.9", "tox_env": "py39-test-loongsuite-instrumentation-dashscope-oldest", "ui_name": "loongsuite-instrumentation-dashscope-oldest 3.9 ARC"}, {"name": "py39-test-loongsuite-instrumentation-dashscope-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.9", "tox_env": "py39-test-loongsuite-instrumentation-dashscope-latest", "ui_name": "loongsuite-instrumentation-dashscope-latest 3.9 ARC"}, {"name": "py310-test-loongsuite-instrumentation-dashscope-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-dashscope-oldest", "ui_name": "loongsuite-instrumentation-dashscope-oldest 3.10 ARC"}, {"name": "py310-test-loongsuite-instrumentation-dashscope-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-dashscope-latest", "ui_name": "loongsuite-instrumentation-dashscope-latest 3.10 ARC"}, {"name": "py311-test-loongsuite-instrumentation-dashscope-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-dashscope-oldest", "ui_name": "loongsuite-instrumentation-dashscope-oldest 3.11 ARC"}, {"name": "py311-test-loongsuite-instrumentation-dashscope-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-dashscope-latest", "ui_name": "loongsuite-instrumentation-dashscope-latest 3.11 ARC"}, {"name": "py312-test-loongsuite-instrumentation-dashscope-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-dashscope-oldest", "ui_name": "loongsuite-instrumentation-dashscope-oldest 3.12 ARC"}, {"name": "py312-test-loongsuite-instrumentation-dashscope-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-dashscope-latest", "ui_name": "loongsuite-instrumentation-dashscope-latest 3.12 ARC"}, {"name": "py313-test-loongsuite-instrumentation-dashscope-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-dashscope-oldest", "ui_name": "loongsuite-instrumentation-dashscope-oldest 3.13 ARC"}, {"name": "py313-test-loongsuite-instrumentation-dashscope-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-dashscope", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-dashscope-latest", "ui_name": "loongsuite-instrumentation-dashscope-latest 3.13 ARC"}, {"name": "py310-test-loongsuite-instrumentation-claude-agent-sdk-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-claude-agent-sdk-oldest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-oldest 3.10 ARC"}, {"name": "py310-test-loongsuite-instrumentation-claude-agent-sdk-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-claude-agent-sdk-latest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-latest 3.10 ARC"}, {"name": "py311-test-loongsuite-instrumentation-claude-agent-sdk-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-claude-agent-sdk-oldest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-oldest 3.11 ARC"}, {"name": "py311-test-loongsuite-instrumentation-claude-agent-sdk-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-claude-agent-sdk-latest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-latest 3.11 ARC"}, {"name": "py312-test-loongsuite-instrumentation-claude-agent-sdk-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-claude-agent-sdk-oldest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-oldest 3.12 ARC"}, {"name": "py312-test-loongsuite-instrumentation-claude-agent-sdk-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-claude-agent-sdk-latest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-latest 3.12 ARC"}, {"name": "py313-test-loongsuite-instrumentation-claude-agent-sdk-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-claude-agent-sdk-oldest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-oldest 3.13 ARC"}, {"name": "py313-test-loongsuite-instrumentation-claude-agent-sdk-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-claude-agent-sdk", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-claude-agent-sdk-latest", "ui_name": "loongsuite-instrumentation-claude-agent-sdk-latest 3.13 ARC"}, {"name": "py310-test-loongsuite-instrumentation-google-adk-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-google-adk", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-google-adk-oldest", "ui_name": "loongsuite-instrumentation-google-adk-oldest 3.10 ARC"}, {"name": "py310-test-loongsuite-instrumentation-google-adk-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-google-adk", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-google-adk-latest", "ui_name": "loongsuite-instrumentation-google-adk-latest 3.10 ARC"}, {"name": "py311-test-loongsuite-instrumentation-google-adk-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-google-adk", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-google-adk-oldest", "ui_name": "loongsuite-instrumentation-google-adk-oldest 3.11 ARC"}, {"name": "py311-test-loongsuite-instrumentation-google-adk-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-google-adk", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-google-adk-latest", "ui_name": "loongsuite-instrumentation-google-adk-latest 3.11 ARC"}, {"name": "py312-test-loongsuite-instrumentation-google-adk-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-google-adk", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-google-adk-oldest", "ui_name": "loongsuite-instrumentation-google-adk-oldest 3.12 ARC"}, {"name": "py312-test-loongsuite-instrumentation-google-adk-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-google-adk", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-google-adk-latest", "ui_name": "loongsuite-instrumentation-google-adk-latest 3.12 ARC"}, {"name": "py313-test-loongsuite-instrumentation-google-adk-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-google-adk", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-google-adk-oldest", "ui_name": "loongsuite-instrumentation-google-adk-oldest 3.13 ARC"}, {"name": "py313-test-loongsuite-instrumentation-google-adk-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-google-adk", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-google-adk-latest", "ui_name": "loongsuite-instrumentation-google-adk-latest 3.13 ARC"}, {"name": "py39-test-loongsuite-instrumentation-agno_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-agno", "python_version": "3.9", "tox_env": "py39-test-loongsuite-instrumentation-agno", "ui_name": "loongsuite-instrumentation-agno 3.9 ARC"}, {"name": "py310-test-loongsuite-instrumentation-agno_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-agno", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-agno", "ui_name": "loongsuite-instrumentation-agno 3.10 ARC"}, {"name": "py311-test-loongsuite-instrumentation-agno_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-agno", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-agno", "ui_name": "loongsuite-instrumentation-agno 3.11 ARC"}, {"name": "py312-test-loongsuite-instrumentation-agno_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-agno", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-agno", "ui_name": "loongsuite-instrumentation-agno 3.12 ARC"}, {"name": "py313-test-loongsuite-instrumentation-agno_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-agno", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-agno", "ui_name": "loongsuite-instrumentation-agno 3.13 ARC"}, {"name": "py39-test-loongsuite-instrumentation-langchain-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-langchain", "python_version": "3.9", "tox_env": "py39-test-loongsuite-instrumentation-langchain-oldest", "ui_name": "loongsuite-instrumentation-langchain-oldest 3.9 ARC"}, {"name": "py39-test-loongsuite-instrumentation-langchain-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-langchain", "python_version": "3.9", "tox_env": "py39-test-loongsuite-instrumentation-langchain-latest", "ui_name": "loongsuite-instrumentation-langchain-latest 3.9 ARC"}, {"name": "py310-test-loongsuite-instrumentation-langchain-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-langchain", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-langchain-oldest", "ui_name": "loongsuite-instrumentation-langchain-oldest 3.10 ARC"}, {"name": 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{"name": "py312-test-loongsuite-instrumentation-langchain-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-langchain", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-langchain-oldest", "ui_name": "loongsuite-instrumentation-langchain-oldest 3.12 ARC"}, {"name": "py312-test-loongsuite-instrumentation-langchain-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-langchain", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-langchain-latest", "ui_name": "loongsuite-instrumentation-langchain-latest 3.12 ARC"}, {"name": "py313-test-loongsuite-instrumentation-langchain-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-langchain", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-langchain-oldest", "ui_name": "loongsuite-instrumentation-langchain-oldest 3.13 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{"name": "py310-test-loongsuite-instrumentation-langgraph-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-langgraph", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-langgraph-oldest", "ui_name": "loongsuite-instrumentation-langgraph-oldest 3.10 ARC"}, {"name": "py310-test-loongsuite-instrumentation-langgraph-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-langgraph", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-langgraph-latest", "ui_name": "loongsuite-instrumentation-langgraph-latest 3.10 ARC"}, {"name": "py311-test-loongsuite-instrumentation-langgraph-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-langgraph", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-langgraph-oldest", "ui_name": "loongsuite-instrumentation-langgraph-oldest 3.11 ARC"}, {"name": "py311-test-loongsuite-instrumentation-langgraph-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-langgraph", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-langgraph-latest", "ui_name": "loongsuite-instrumentation-langgraph-latest 3.11 ARC"}, {"name": "py312-test-loongsuite-instrumentation-langgraph-oldest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-langgraph", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-langgraph-oldest", "ui_name": "loongsuite-instrumentation-langgraph-oldest 3.12 ARC"}, {"name": "py312-test-loongsuite-instrumentation-langgraph-latest_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-langgraph", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-langgraph-latest", "ui_name": "loongsuite-instrumentation-langgraph-latest 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"package": "loongsuite-instrumentation-vita", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-vita", "ui_name": "loongsuite-instrumentation-vita 3.12 ARC"}, {"name": "py313-test-loongsuite-instrumentation-vita_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-vita", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-vita", "ui_name": "loongsuite-instrumentation-vita 3.13 ARC"}, {"name": "py310-test-loongsuite-instrumentation-webarena_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-webarena", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-webarena", "ui_name": "loongsuite-instrumentation-webarena 3.10 ARC"}, {"name": "py311-test-loongsuite-instrumentation-webarena_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-webarena", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-webarena", "ui_name": "loongsuite-instrumentation-webarena 3.11 ARC"}, {"name": "py312-test-loongsuite-instrumentation-webarena_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-webarena", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-webarena", "ui_name": "loongsuite-instrumentation-webarena 3.12 ARC"}, {"name": "py313-test-loongsuite-instrumentation-webarena_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-webarena", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-webarena", "ui_name": "loongsuite-instrumentation-webarena 3.13 ARC"}, {"name": "py311-test-loongsuite-instrumentation-widesearch_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-widesearch", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-widesearch", "ui_name": "loongsuite-instrumentation-widesearch 3.11 ARC"}, {"name": "py312-test-loongsuite-instrumentation-widesearch_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-widesearch", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-widesearch", "ui_name": "loongsuite-instrumentation-widesearch 3.12 ARC"}, {"name": "py313-test-loongsuite-instrumentation-widesearch_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-widesearch", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-widesearch", "ui_name": "loongsuite-instrumentation-widesearch 3.13 ARC"}, {"name": "py310-test-loongsuite-instrumentation-wildtool_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-wildtool", "python_version": "3.10", "tox_env": "py310-test-loongsuite-instrumentation-wildtool", "ui_name": "loongsuite-instrumentation-wildtool 3.10 ARC"}, {"name": "py311-test-loongsuite-instrumentation-wildtool_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-wildtool", "python_version": "3.11", "tox_env": "py311-test-loongsuite-instrumentation-wildtool", "ui_name": "loongsuite-instrumentation-wildtool 3.11 ARC"}, {"name": "py312-test-loongsuite-instrumentation-wildtool_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-wildtool", "python_version": "3.12", "tox_env": "py312-test-loongsuite-instrumentation-wildtool", "ui_name": "loongsuite-instrumentation-wildtool 3.12 ARC"}, {"name": "py313-test-loongsuite-instrumentation-wildtool_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-instrumentation-wildtool", "python_version": "3.13", "tox_env": "py313-test-loongsuite-instrumentation-wildtool", "ui_name": "loongsuite-instrumentation-wildtool 3.13 ARC"}, {"name": "py39-test-loongsuite-distro_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-distro", "python_version": "3.9", "tox_env": "py39-test-loongsuite-distro", "ui_name": "loongsuite-distro 3.9 ARC"}, {"name": "py310-test-loongsuite-distro_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-distro", "python_version": "3.10", "tox_env": "py310-test-loongsuite-distro", "ui_name": "loongsuite-distro 3.10 ARC"}, {"name": "py311-test-loongsuite-distro_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-distro", "python_version": "3.11", "tox_env": "py311-test-loongsuite-distro", "ui_name": "loongsuite-distro 3.11 ARC"}, {"name": "py312-test-loongsuite-distro_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-distro", "python_version": "3.12", "tox_env": "py312-test-loongsuite-distro", "ui_name": "loongsuite-distro 3.12 ARC"}, {"name": "py313-test-loongsuite-distro_loongsuite-python-arc", "os": "loongsuite-python-arc", "package": "loongsuite-distro", "python_version": "3.13", "tox_env": "py313-test-loongsuite-distro", "ui_name": "loongsuite-distro 3.13 ARC"}]
           LOONGSUITE_FULL: ${{ steps.detect.outputs.full }}
           LOONGSUITE_PACKAGES: ${{ steps.detect.outputs.packages }}
         run: |
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/CHANGELOG.md b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/CHANGELOG.md
index c911ec43c..d31649bde 100644
--- a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/CHANGELOG.md
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/CHANGELOG.md
@@ -7,6 +7,16 @@ and this project adheres to [Semantic Versioning](https://semver.org/spec/v2.0.0
 
 ## Unreleased
 
+### Fixed
+
+- Enable native telemetry on Microsoft Agent Framework 1.0, whose
+  ``enable_instrumentation`` API does not yet accept ``force``.
+
+### Tests
+
+- Add replay-only VCR contracts against the real framework for content modes,
+  streaming, tools, provider errors, and concurrent trace isolation.
+
 ## Version 0.8.0 (2026-07-31)
 
 ### Fixed
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/src/opentelemetry/instrumentation/microsoft_agent_framework/__init__.py b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/src/opentelemetry/instrumentation/microsoft_agent_framework/__init__.py
index 13053ae14..48e7b9d7d 100644
--- a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/src/opentelemetry/instrumentation/microsoft_agent_framework/__init__.py
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/src/opentelemetry/instrumentation/microsoft_agent_framework/__init__.py
@@ -14,8 +14,8 @@
 
 """OpenTelemetry instrumentation for Microsoft Agent Framework.
 
-This instrumentor enables MAF's built-in OTel telemetry (``enable_instrumentation``
-with ``force=True`` so a sticky user-disable does not block us), bridges MAF's
+This instrumentor enables MAF's built-in OTel telemetry (using ``force=True``
+when the installed MAF version supports it), bridges MAF's
 native span helpers through ``opentelemetry-util-genai`` finish helpers, and
 registers :class:`~.span_processor.MAFSemanticProcessor` for workflow/MCP
 normalization. Microsoft Agent Framework's native counter and histogram
@@ -36,6 +36,7 @@
 
 from __future__ import annotations
 
+import inspect
 import logging
 from typing import Any, Collection, Optional
 
@@ -88,11 +89,12 @@ def _instrument(self, **kwargs: Any) -> None:
         )
         meter_provider = kwargs.get("meter_provider")
 
-        # 1) Enable MAF's built-in OTel instrumentation. ``force=True`` clears
-        #    any sticky disable previously set by ``disable_instrumentation()``
-        #    so our instrumentation always takes effect. ``enable_sensitive_data``
-        #    is wired to the ARMS_MAF_SENSITIVE_DATA_ENABLED env (default False —
-        #    PII/data redaction by default, per ARMS privacy guardrails).
+        # 1) Enable MAF's built-in OTel instrumentation. Newer MAF releases
+        #    accept ``force=True`` to clear a sticky user-disable; MAF 1.0 does
+        #    not expose that parameter, even though it is within our declared
+        #    support range. ``enable_sensitive_data`` is wired to the
+        #    ARMS_MAF_SENSITIVE_DATA_ENABLED env (default False — PII/data
+        #    redaction by default, per ARMS privacy guardrails).
         sensitive = bool(
             kwargs.get(
                 "enable_sensitive_data",
@@ -102,7 +104,17 @@ def _instrument(self, **kwargs: Any) -> None:
         try:
             from agent_framework.observability import enable_instrumentation
 
-            enable_instrumentation(enable_sensitive_data=sensitive, force=True)
+            enable_kwargs = {"enable_sensitive_data": sensitive}
+            try:
+                supports_force = (
+                    "force"
+                    in inspect.signature(enable_instrumentation).parameters
+                )
+            except (TypeError, ValueError):
+                supports_force = False
+            if supports_force:
+                enable_kwargs["force"] = True
+            enable_instrumentation(**enable_kwargs)
         except (ImportError, AttributeError, TypeError) as exc:
             logger.warning(
                 "Could not enable MAF native instrumentation: %s. "
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_concurrent_invocations_keep_trace_and_context_isolated.yaml b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_concurrent_invocations_keep_trace_and_context_isolated.yaml
new file mode 100644
index 000000000..74e13e827
--- /dev/null
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_concurrent_invocations_keep_trace_and_context_isolated.yaml
@@ -0,0 +1,36 @@
+interactions:
+- request:
+    body: '{"messages":[{"role":"system","content":"Return only the requested deterministic
+      token."},{"role":"user","content":"Reply with exactly MAF_VCR_NONSTREAM_OK"}],"model":"qwen-plus","stream":false}'
+    headers:
+      content-type:
+      - application/json
+    method: POST
+    uri: https://dashscope.aliyuncs.com/compatible-mode/v1/chat/completions
+  response:
+    body:
+      string: '{"model":"qwen-plus","id":"maf-vcr-response-id","choices":[{"message":{"content":"MAF_VCR_NONSTREAM_OK","role":"assistant"},"index":0,"finish_reason":"stop"}],"created":1700000000,"object":"chat.completion","usage":{"total_tokens":37,"completion_tokens":7,"prompt_tokens":30,"prompt_tokens_details":{"cached_tokens":0}}}'
+    headers:
+      content-type:
+      - application/json
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages":[{"role":"system","content":"Return only the requested deterministic
+      token."},{"role":"user","content":"Reply with exactly MAF_VCR_NONSTREAM_OK"}],"model":"qwen-plus","stream":false}'
+    headers:
+      content-type:
+      - application/json
+    method: POST
+    uri: https://dashscope.aliyuncs.com/compatible-mode/v1/chat/completions
+  response:
+    body:
+      string: '{"model":"qwen-plus","id":"maf-vcr-response-id","choices":[{"message":{"content":"MAF_VCR_NONSTREAM_OK","role":"assistant"},"index":0,"finish_reason":"stop"}],"created":1700000000,"object":"chat.completion","usage":{"total_tokens":37,"completion_tokens":7,"prompt_tokens":30,"prompt_tokens_details":{"cached_tokens":0}}}'
+    headers:
+      content-type:
+      - application/json
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_non_streaming_content_disabled.yaml b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_non_streaming_content_disabled.yaml
new file mode 100644
index 000000000..e57d0bab0
--- /dev/null
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_non_streaming_content_disabled.yaml
@@ -0,0 +1,19 @@
+interactions:
+- request:
+    body: '{"messages":[{"role":"system","content":"Return only the requested deterministic
+      token."},{"role":"user","content":"Reply with exactly MAF_VCR_NONSTREAM_OK"}],"model":"qwen-plus","stream":false}'
+    headers:
+      content-type:
+      - application/json
+    method: POST
+    uri: https://dashscope.aliyuncs.com/compatible-mode/v1/chat/completions
+  response:
+    body:
+      string: '{"model":"qwen-plus","id":"maf-vcr-response-id","choices":[{"message":{"content":"MAF_VCR_NONSTREAM_OK","role":"assistant"},"index":0,"finish_reason":"stop"}],"created":1700000000,"object":"chat.completion","usage":{"total_tokens":37,"completion_tokens":7,"prompt_tokens":30,"prompt_tokens_details":{"cached_tokens":0}}}'
+    headers:
+      content-type:
+      - application/json
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_non_streaming_content_enabled.yaml b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_non_streaming_content_enabled.yaml
new file mode 100644
index 000000000..e57d0bab0
--- /dev/null
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_non_streaming_content_enabled.yaml
@@ -0,0 +1,19 @@
+interactions:
+- request:
+    body: '{"messages":[{"role":"system","content":"Return only the requested deterministic
+      token."},{"role":"user","content":"Reply with exactly MAF_VCR_NONSTREAM_OK"}],"model":"qwen-plus","stream":false}'
+    headers:
+      content-type:
+      - application/json
+    method: POST
+    uri: https://dashscope.aliyuncs.com/compatible-mode/v1/chat/completions
+  response:
+    body:
+      string: '{"model":"qwen-plus","id":"maf-vcr-response-id","choices":[{"message":{"content":"MAF_VCR_NONSTREAM_OK","role":"assistant"},"index":0,"finish_reason":"stop"}],"created":1700000000,"object":"chat.completion","usage":{"total_tokens":37,"completion_tokens":7,"prompt_tokens":30,"prompt_tokens_details":{"cached_tokens":0}}}'
+    headers:
+      content-type:
+      - application/json
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_provider_error_marks_agent_and_llm_error.yaml b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_provider_error_marks_agent_and_llm_error.yaml
new file mode 100644
index 000000000..a26b0d52d
--- /dev/null
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_provider_error_marks_agent_and_llm_error.yaml
@@ -0,0 +1,19 @@
+interactions:
+- request:
+    body: '{"messages":[{"role":"system","content":"Return a response."},{"role":"user","content":"Trigger
+      the provider failure."}],"model":"qwen-plus","stream":false}'
+    headers:
+      content-type:
+      - application/json
+    method: POST
+    uri: http://127.0.0.1:18765/v1/chat/completions
+  response:
+    body:
+      string: '{"error":{"message":"synthetic provider failure","type":"server_error","code":"maf_vcr_failure"}}'
+    headers:
+      content-type:
+      - application/json
+    status:
+      code: 500
+      message: Internal Server Error
+version: 1
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_stream_finalizes_when_final_response_requested_early.yaml b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_stream_finalizes_when_final_response_requested_early.yaml
new file mode 100644
index 000000000..b62a8dc3c
--- /dev/null
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_stream_finalizes_when_final_response_requested_early.yaml
@@ -0,0 +1,42 @@
+interactions:
+- request:
+    body: '{"messages":[{"role":"system","content":"Return only the requested deterministic
+      token."},{"role":"user","content":"Reply with exactly MAF_VCR_STREAM_OK"}],"model":"qwen-plus","stream":true,"stream_options":{"include_usage":true}}'
+    headers:
+      content-type:
+      - application/json
+    method: POST
+    uri: https://dashscope.aliyuncs.com/compatible-mode/v1/chat/completions
+  response:
+    body:
+      string: 'data: {"model":"qwen-plus","id":"maf-vcr-response-id","created":1700000000,"object":"chat.completion.chunk","usage":null,"choices":[{"logprobs":null,"index":0,"delta":{"content":"","role":"assistant"},"finish_reason":null}]}
+
+
+        data: {"model":"qwen-plus","id":"maf-vcr-response-id","choices":[{"delta":{"content":"MA"},"index":0,"finish_reason":null,"logprobs":null}],"created":1700000000,"object":"chat.completion.chunk","usage":null}
+
+
+        data: {"model":"qwen-plus","id":"maf-vcr-response-id","choices":[{"delta":{"content":"F"},"index":0,"finish_reason":null,"logprobs":null}],"created":1700000000,"object":"chat.completion.chunk","usage":null}
+
+
+        data: {"model":"qwen-plus","id":"maf-vcr-response-id","choices":[{"delta":{"content":"_VCR_STREAM"},"index":0,"finish_reason":null,"logprobs":null}],"created":1700000000,"object":"chat.completion.chunk","usage":null}
+
+
+        data: {"model":"qwen-plus","id":"maf-vcr-response-id","choices":[{"delta":{"content":"_OK"},"index":0,"finish_reason":null,"logprobs":null}],"created":1700000000,"object":"chat.completion.chunk","usage":null}
+
+
+        data: {"model":"qwen-plus","id":"maf-vcr-response-id","choices":[{"delta":{"content":""},"index":0,"finish_reason":"stop","logprobs":null}],"created":1700000000,"object":"chat.completion.chunk","usage":null}
+
+
+        data: {"model":"qwen-plus","id":"maf-vcr-response-id","choices":[],"created":1700000000,"object":"chat.completion.chunk","usage":{"total_tokens":35,"completion_tokens":6,"prompt_tokens":29,"prompt_tokens_details":{"cached_tokens":0}}}
+
+
+        data: [DONE]
+
+        '
+    headers:
+      content-type:
+      - text/event-stream;charset=utf-8
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_stream_fully_consumed.yaml b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_stream_fully_consumed.yaml
new file mode 100644
index 000000000..b62a8dc3c
--- /dev/null
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_stream_fully_consumed.yaml
@@ -0,0 +1,42 @@
+interactions:
+- request:
+    body: '{"messages":[{"role":"system","content":"Return only the requested deterministic
+      token."},{"role":"user","content":"Reply with exactly MAF_VCR_STREAM_OK"}],"model":"qwen-plus","stream":true,"stream_options":{"include_usage":true}}'
+    headers:
+      content-type:
+      - application/json
+    method: POST
+    uri: https://dashscope.aliyuncs.com/compatible-mode/v1/chat/completions
+  response:
+    body:
+      string: 'data: {"model":"qwen-plus","id":"maf-vcr-response-id","created":1700000000,"object":"chat.completion.chunk","usage":null,"choices":[{"logprobs":null,"index":0,"delta":{"content":"","role":"assistant"},"finish_reason":null}]}
+
+
+        data: {"model":"qwen-plus","id":"maf-vcr-response-id","choices":[{"delta":{"content":"MA"},"index":0,"finish_reason":null,"logprobs":null}],"created":1700000000,"object":"chat.completion.chunk","usage":null}
+
+
+        data: {"model":"qwen-plus","id":"maf-vcr-response-id","choices":[{"delta":{"content":"F"},"index":0,"finish_reason":null,"logprobs":null}],"created":1700000000,"object":"chat.completion.chunk","usage":null}
+
+
+        data: {"model":"qwen-plus","id":"maf-vcr-response-id","choices":[{"delta":{"content":"_VCR_STREAM"},"index":0,"finish_reason":null,"logprobs":null}],"created":1700000000,"object":"chat.completion.chunk","usage":null}
+
+
+        data: {"model":"qwen-plus","id":"maf-vcr-response-id","choices":[{"delta":{"content":"_OK"},"index":0,"finish_reason":null,"logprobs":null}],"created":1700000000,"object":"chat.completion.chunk","usage":null}
+
+
+        data: {"model":"qwen-plus","id":"maf-vcr-response-id","choices":[{"delta":{"content":""},"index":0,"finish_reason":"stop","logprobs":null}],"created":1700000000,"object":"chat.completion.chunk","usage":null}
+
+
+        data: {"model":"qwen-plus","id":"maf-vcr-response-id","choices":[],"created":1700000000,"object":"chat.completion.chunk","usage":{"total_tokens":35,"completion_tokens":6,"prompt_tokens":29,"prompt_tokens_details":{"cached_tokens":0}}}
+
+
+        data: [DONE]
+
+        '
+    headers:
+      content-type:
+      - text/event-stream;charset=utf-8
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_tool_round_trip_has_one_closed_trace.yaml b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_tool_round_trip_has_one_closed_trace.yaml
new file mode 100644
index 000000000..e3a82d0e9
--- /dev/null
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/cassettes/test_tool_round_trip_has_one_closed_trace.yaml
@@ -0,0 +1,41 @@
+interactions:
+- request:
+    body: '{"messages":[{"role":"system","content":"Always call get_weather, then
+      return exactly MAF_VCR_TOOL_OK."},{"role":"user","content":"Check weather in
+      Hangzhou."}],"model":"qwen-plus","stream":false,"tool_choice":"auto","tools":[{"type":"function","function":{"name":"get_weather","description":"Return
+      deterministic weather for a city.","parameters":{"properties":{"city":{"title":"City","type":"string"}},"required":["city"],"title":"get_weather_input","type":"object"}}}]}'
+    headers:
+      content-type:
+      - application/json
+    method: POST
+    uri: http://127.0.0.1:18765/v1/chat/completions
+  response:
+    body:
+      string: '{"id":"maf-vcr-response-id","object":"chat.completion","created":1700000000,"model":"qwen-plus","choices":[{"index":0,"message":{"role":"assistant","content":null,"tool_calls":[{"id":"call_maf_weather","type":"function","function":{"name":"get_weather","arguments":"{\"city\":\"Hangzhou\"}"}}]},"finish_reason":"tool_calls"}],"usage":{"prompt_tokens":40,"completion_tokens":12,"total_tokens":52}}'
+    headers:
+      content-type:
+      - application/json
+    status:
+      code: 200
+      message: OK
+- request:
+    body: '{"messages":[{"role":"system","content":"Always call get_weather, then
+      return exactly MAF_VCR_TOOL_OK."},{"role":"user","content":"Check weather in
+      Hangzhou."},{"role":"assistant","tool_calls":[{"id":"call_maf_weather","type":"function","function":{"name":"get_weather","arguments":"{\"city\":\"Hangzhou\"}"}}]},{"role":"tool","tool_call_id":"call_maf_weather","content":"Hangzhou:
+      sunny"}],"model":"qwen-plus","stream":false,"tool_choice":"auto","tools":[{"type":"function","function":{"name":"get_weather","description":"Return
+      deterministic weather for a city.","parameters":{"properties":{"city":{"title":"City","type":"string"}},"required":["city"],"title":"get_weather_input","type":"object"}}}]}'
+    headers:
+      content-type:
+      - application/json
+    method: POST
+    uri: http://127.0.0.1:18765/v1/chat/completions
+  response:
+    body:
+      string: '{"id":"maf-vcr-response-id","object":"chat.completion","created":1700000000,"model":"qwen-plus","choices":[{"index":0,"message":{"role":"assistant","content":"MAF_VCR_TOOL_OK"},"finish_reason":"stop"}],"usage":{"prompt_tokens":60,"completion_tokens":6,"total_tokens":66}}'
+    headers:
+      content-type:
+      - application/json
+    status:
+      code: 200
+      message: OK
+version: 1
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/conftest.py b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/conftest.py
new file mode 100644
index 000000000..ba19b3873
--- /dev/null
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/conftest.py
@@ -0,0 +1,161 @@
+# Copyright The OpenTelemetry Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Real Microsoft Agent Framework/VCR test configuration.
+
+Committed cassettes are replay-only by default. The non-streaming and streaming
+provider baselines can be deliberately re-recorded with a real provider key and
+``--vcr-record=all``. The deterministic tool and provider-error scenarios use
+the local OpenAI-compatible fixture server identified by the cassette URI;
+start an equivalent server at ``127.0.0.1:18765`` before re-recording them. The
+sanitizers below run before a cassette is written.
+"""
+
+from __future__ import annotations
+
+import json
+
+import pytest
+
+from opentelemetry.instrumentation.microsoft_agent_framework import (
+    MicrosoftAgentFrameworkInstrumentor,
+)
+from opentelemetry.sdk.trace import TracerProvider
+from opentelemetry.sdk.trace.export import SimpleSpanProcessor
+from opentelemetry.sdk.trace.export.in_memory_span_exporter import (
+    InMemorySpanExporter,
+)
+
+
+def _scrub_request(request):
+    """Retain only stable request data needed for semantic matching."""
+    content_type = request.headers.get("content-type")
+    request.headers.clear()
+    if content_type:
+        request.headers["content-type"] = content_type
+    return request
+
+
+def _scrub_response(response):
+    """Remove provider/machine identifiers and normalize response IDs."""
+    headers = response.get("headers", {})
+    content_type = headers.get("content-type") or headers.get("Content-Type")
+    response["headers"] = (
+        {"content-type": content_type} if content_type else {}
+    )
+
+    body = response.get("body", {}).get("string")
+    was_bytes = isinstance(body, bytes)
+    if isinstance(body, bytes):
+        body = body.decode("utf-8")
+    if isinstance(body, str):
+        normalized = _normalize_response_body(body)
+        response["body"]["string"] = (
+            normalized.encode("utf-8") if was_bytes else normalized
+        )
+    return response
+
+
+def _normalize_response_body(body):
+    """Normalize only provider response IDs, preserving tool-call IDs."""
+
+    def normalize_json(payload):
+        if isinstance(payload, dict):
+            if "id" in payload:
+                payload["id"] = "maf-vcr-response-id"
+            if "created" in payload:
+                payload["created"] = 1700000000
+        return json.dumps(payload, separators=(",", ":"))
+
+    if not body.startswith("data:"):
+        try:
+            return normalize_json(json.loads(body))
+        except json.JSONDecodeError:
+            return body
+
+    normalized_lines = []
+    for line in body.splitlines():
+        if not line.startswith("data: ") or line == "data: [DONE]":
+            normalized_lines.append(line)
+            continue
+        try:
+            line = f"data: {normalize_json(json.loads(line[6:]))}"
+        except json.JSONDecodeError:
+            pass
+        normalized_lines.append(line)
+    return "\n".join(normalized_lines)
+
+
+@pytest.fixture(scope="module")
+def vcr_config():
+    """Use strict, offline replay unless recording is explicitly requested."""
+    return {
+        "record_mode": "none",
+        "filter_headers": [
+            ("authorization", "Bearer test-api-key"),
+            ("api-key", "test-api-key"),
+            ("x-api-key", "test-api-key"),
+        ],
+        "decode_compressed_response": True,
+        "match_on": [
+            "method",
+            "scheme",
+            "host",
+            "port",
+            "path",
+            "query",
+            "body",
+        ],
+        "before_record_request": _scrub_request,
+        "before_record_response": _scrub_response,
+    }
+
+
+@pytest.fixture
+def vcr_cassette_name(request):
+    """Keep cassette names stable when a fixture is indirectly parametrized."""
+    return getattr(request.node, "originalname", None) or request.node.name
+
+
+@pytest.fixture
+def maf_runtime(request):
+    """Instrument the real installed MAF package with an isolated exporter."""
+    capture_sensitive_data = getattr(request, "param", True)
+    exporter = InMemorySpanExporter()
+    tracer_provider = TracerProvider()
+    tracer_provider.add_span_processor(SimpleSpanProcessor(exporter))
+
+    instrumentor = MicrosoftAgentFrameworkInstrumentor()
+    instrumentor.instrument(
+        tracer_provider=tracer_provider,
+        enable_sensitive_data=capture_sensitive_data,
+        react_step_enabled=False,
+        skip_dep_check=True,
+    )
+    yield exporter
+    instrumentor.uninstrument()
+    tracer_provider.shutdown()
+
+
+def pytest_collection_modifyitems(items):
+    """Make the replay contract easy to select in CI and locally."""
+    for item in items:
+        if item.get_closest_marker("vcr"):
+            item.add_marker(pytest.mark.maf_vcr)
+
+
+def pytest_configure(config):
+    config.addinivalue_line(
+        "markers", "maf_vcr: real-framework replay-only contract"
+    )
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/requirements.latest.txt b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/requirements.latest.txt
index dbf0eb66f..909815d0c 100644
--- a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/requirements.latest.txt
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/requirements.latest.txt
@@ -17,8 +17,16 @@
 
 pytest==7.4.4
 pytest-asyncio==0.21.0
+pytest-vcr==1.0.2
+vcrpy==8.1.1
 wrapt>=1.14,<2.0.0
 opentelemetry-exporter-otlp-proto-http
+# Keep this stack exact: the replay cassettes strictly match serialized request
+# bodies, and the packages publish independently. These are the validated
+# versions; deliberately update all pins and re-record/replay together.
+agent-framework-core==1.13.0
+agent-framework-openai==1.12.0
+openai==2.53.0
 
 -e opentelemetry-instrumentation
 -e util/opentelemetry-util-genai
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/requirements.oldest.txt b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/requirements.oldest.txt
new file mode 100644
index 000000000..ed28f62fe
--- /dev/null
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/requirements.oldest.txt
@@ -0,0 +1,28 @@
+# Copyright The OpenTelemetry Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+pytest==7.4.4
+pytest-asyncio==0.21.0
+pytest-vcr==1.0.2
+vcrpy==8.1.1
+wrapt>=1.14,<2.0.0
+opentelemetry-exporter-otlp-proto-http
+# Strict cassette body matching requires a fully reproducible serializer stack.
+agent-framework-core==1.0.0
+agent-framework-openai==1.0.0
+openai==2.53.0
+
+-e opentelemetry-instrumentation
+-e util/opentelemetry-util-genai
+-e instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/test_integration_vcr.py b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/test_integration_vcr.py
new file mode 100644
index 000000000..ec90a3ddb
--- /dev/null
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/test_integration_vcr.py
@@ -0,0 +1,294 @@
+# Copyright The OpenTelemetry Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+"""Replay-only contracts against the real Microsoft Agent Framework package.
+
+The cassette makes provider transport deterministic; the assertions protect
+the post-processor trace contract that users see: one agent root per logical
+invocation, closed MAF parentage, content-mode semantics, streaming TTFT, tool
+spans, error status, and context isolation. Provider HTTP spans are deliberately
+outside the MAF-tree closure rule.
+"""
+
+from __future__ import annotations
+
+import asyncio
+import os
+from importlib.metadata import version
+
+import pytest
+from packaging.version import Version
+
+from opentelemetry import trace
+from opentelemetry.trace import StatusCode
+
+AGENT = "AGENT"
+LLM = "LLM"
+TOOL = "TOOL"
+SPAN_KIND = "gen_ai.span.kind"
+INPUT_MESSAGES = "gen_ai.input.messages"
+OUTPUT_MESSAGES = "gen_ai.output.messages"
+SYSTEM_INSTRUCTIONS = "gen_ai.system_instructions"
+TTFT = "gen_ai.response.time_to_first_token"
+
+DASHSCOPE_BASE_URL = "https://dashscope.aliyuncs.com/compatible-mode/v1"
+LOCAL_COMPATIBLE_BASE_URL = "http://127.0.0.1:18765/v1"
+
+
+def _new_agent(*, name, instructions, tools=None, local=False):
+    from agent_framework_openai import OpenAIChatCompletionClient
+
+    if local:
+        from openai import AsyncOpenAI
+
+        raw_client = AsyncOpenAI(
+            api_key="replay-only-invalid-key",
+            base_url=LOCAL_COMPATIBLE_BASE_URL,
+            max_retries=0,
+        )
+        client = OpenAIChatCompletionClient(
+            model="qwen-plus", async_client=raw_client
+        )
+    else:
+        client = OpenAIChatCompletionClient(
+            model="qwen-plus",
+            api_key=os.getenv("DASHSCOPE_API_KEY", "replay-only-invalid-key"),
+            base_url=DASHSCOPE_BASE_URL,
+        )
+    agent = client.as_agent(
+        name=name,
+        instructions=instructions,
+        tools=tools,
+    )
+    return client, agent
+
+
+async def _close_client(client):
+    await client.client.close()
+
+
+def _maf_spans(exporter):
+    return [
+        span
+        for span in exporter.get_finished_spans()
+        if span.attributes.get(SPAN_KIND) in {AGENT, LLM, TOOL}
+    ]
+
+
+def _assert_closed_maf_trace(spans, *, llm_count=1, tool_count=0):
+    """Assert MAF semantic spans form exactly one closed invocation tree."""
+    by_kind = {
+        kind: [
+            span for span in spans if span.attributes.get(SPAN_KIND) == kind
+        ]
+        for kind in (AGENT, LLM, TOOL)
+    }
+    assert len(by_kind[AGENT]) == 1
+    assert len(by_kind[LLM]) == llm_count
+    assert len(by_kind[TOOL]) == tool_count
+
+    root = by_kind[AGENT][0]
+    assert root.parent is None
+    assert {span.context.trace_id for span in spans} == {root.context.trace_id}
+
+    span_ids = {span.context.span_id for span in spans}
+    for span in spans:
+        if span is root:
+            continue
+        assert span.parent is not None
+        assert span.parent.span_id in span_ids
+    return by_kind
+
+
+def _assert_stream_ttft_if_framework_exposes_pull_context(llm_span):
+    """MAF added the per-pull timing hook used for TTFT in version 1.10."""
+    if Version(version("agent-framework-core")) < Version("1.10.0"):
+        return
+    assert llm_span.attributes[TTFT] >= 0
+
+
+@pytest.mark.asyncio
+@pytest.mark.vcr
+@pytest.mark.parametrize("maf_runtime", [False], indirect=True)
+async def test_non_streaming_content_disabled(maf_runtime):
+    client, agent = _new_agent(
+        name="maf_vcr_agent",
+        instructions="Return only the requested deterministic token.",
+    )
+    try:
+        response = await agent.run("Reply with exactly MAF_VCR_NONSTREAM_OK")
+    finally:
+        await _close_client(client)
+
+    assert str(response) == "MAF_VCR_NONSTREAM_OK"
+    spans = _maf_spans(maf_runtime)
+    _assert_closed_maf_trace(spans)
+    for span in spans:
+        assert INPUT_MESSAGES not in span.attributes
+        assert OUTPUT_MESSAGES not in span.attributes
+        assert SYSTEM_INSTRUCTIONS not in span.attributes
+
+
+@pytest.mark.asyncio
+@pytest.mark.vcr
+@pytest.mark.parametrize("maf_runtime", [True], indirect=True)
+async def test_non_streaming_content_enabled(maf_runtime):
+    client, agent = _new_agent(
+        name="maf_vcr_agent",
+        instructions="Return only the requested deterministic token.",
+    )
+    try:
+        response = await agent.run("Reply with exactly MAF_VCR_NONSTREAM_OK")
+    finally:
+        await _close_client(client)
+
+    assert str(response) == "MAF_VCR_NONSTREAM_OK"
+    spans = _maf_spans(maf_runtime)
+    _assert_closed_maf_trace(spans)
+    for span in spans:
+        assert "MAF_VCR_NONSTREAM_OK" in span.attributes[OUTPUT_MESSAGES]
+        assert "Reply with exactly" in span.attributes[INPUT_MESSAGES]
+        assert "deterministic token" in span.attributes[SYSTEM_INSTRUCTIONS]
+
+
+@pytest.mark.asyncio
+@pytest.mark.vcr
+async def test_stream_fully_consumed(maf_runtime):
+    client, agent = _new_agent(
+        name="maf_vcr_agent",
+        instructions="Return only the requested deterministic token.",
+    )
+    chunks = []
+    try:
+        async for update in agent.run(
+            "Reply with exactly MAF_VCR_STREAM_OK", stream=True
+        ):
+            chunks.append(str(update))
+    finally:
+        await _close_client(client)
+
+    assert "".join(chunks) == "MAF_VCR_STREAM_OK"
+    by_kind = _assert_closed_maf_trace(_maf_spans(maf_runtime))
+    _assert_stream_ttft_if_framework_exposes_pull_context(by_kind[LLM][0])
+
+
+@pytest.mark.asyncio
+@pytest.mark.vcr
+async def test_stream_finalizes_when_final_response_requested_early(
+    maf_runtime,
+):
+    """Validate deferred finalization, not provider transport cancellation."""
+    client, agent = _new_agent(
+        name="maf_vcr_agent",
+        instructions="Return only the requested deterministic token.",
+    )
+    try:
+        stream = agent.run("Reply with exactly MAF_VCR_STREAM_OK", stream=True)
+        first_update = await stream.__anext__()
+        response = await stream.get_final_response()
+    finally:
+        await _close_client(client)
+
+    # MAF may emit an empty metadata update before the first text delta. The
+    # contract here is that one update was pulled before deferred finalization.
+    assert first_update is not None
+    assert str(response) == "MAF_VCR_STREAM_OK"
+    by_kind = _assert_closed_maf_trace(_maf_spans(maf_runtime))
+    _assert_stream_ttft_if_framework_exposes_pull_context(by_kind[LLM][0])
+
+
+@pytest.mark.asyncio
+@pytest.mark.vcr
+async def test_tool_round_trip_has_one_closed_trace(maf_runtime):
+    def get_weather(city: str) -> str:
+        """Return deterministic weather for a city."""
+        return f"{city}: sunny"
+
+    client, agent = _new_agent(
+        name="maf_vcr_tool_agent",
+        instructions=(
+            "Always call get_weather, then return exactly MAF_VCR_TOOL_OK."
+        ),
+        tools=[get_weather],
+        local=True,
+    )
+    try:
+        response = await agent.run("Check weather in Hangzhou.")
+    finally:
+        await _close_client(client)
+
+    assert str(response) == "MAF_VCR_TOOL_OK"
+    by_kind = _assert_closed_maf_trace(
+        _maf_spans(maf_runtime), llm_count=2, tool_count=1
+    )
+    tool = by_kind[TOOL][0]
+    assert tool.attributes["gen_ai.tool.name"] == "get_weather"
+    assert tool.attributes["gen_ai.tool.call.result"] == "Hangzhou: sunny"
+
+
+@pytest.mark.asyncio
+@pytest.mark.vcr
+async def test_provider_error_marks_agent_and_llm_error(maf_runtime):
+    from agent_framework.exceptions import ChatClientException
+
+    client, agent = _new_agent(
+        name="maf_vcr_error_agent",
+        instructions="Return a response.",
+        local=True,
+    )
+    try:
+        with pytest.raises(
+            ChatClientException, match="synthetic provider failure"
+        ):
+            await agent.run("Trigger the provider failure.")
+    finally:
+        await _close_client(client)
+
+    spans = _maf_spans(maf_runtime)
+    by_kind = _assert_closed_maf_trace(spans)
+    assert by_kind[AGENT][0].status.status_code == StatusCode.ERROR
+    assert by_kind[LLM][0].status.status_code == StatusCode.ERROR
+    assert all(span.attributes.get("error.type") for span in spans)
+
+
+@pytest.mark.asyncio
+@pytest.mark.vcr
+async def test_concurrent_invocations_keep_trace_and_context_isolated(
+    maf_runtime,
+):
+    async def invoke(index):
+        client, agent = _new_agent(
+            name=f"maf_vcr_concurrent_{index}",
+            instructions="Return only the requested deterministic token.",
+        )
+        try:
+            return str(
+                await agent.run("Reply with exactly MAF_VCR_NONSTREAM_OK")
+            )
+        finally:
+            await _close_client(client)
+
+    assert await asyncio.gather(invoke(1), invoke(2)) == [
+        "MAF_VCR_NONSTREAM_OK",
+        "MAF_VCR_NONSTREAM_OK",
+    ]
+
+    spans = _maf_spans(maf_runtime)
+    trace_ids = {span.context.trace_id for span in spans}
+    assert len(trace_ids) == 2
+    for trace_id in trace_ids:
+        _assert_closed_maf_trace(
+            [span for span in spans if span.context.trace_id == trace_id]
+        )
+    assert not trace.get_current_span().get_span_context().is_valid
diff --git a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/test_processor.py b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/test_processor.py
index c4bc2941c..4221da8b6 100644
--- a/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/test_processor.py
+++ b/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/test_processor.py
@@ -317,9 +317,10 @@ def test_finish_reasons_json_string_normalized_to_array():
         span.set_attribute(GEN_AI_OPERATION_NAME, GenAIOperation.CHAT)
         span.set_attribute(GEN_AI_RESPONSE_FINISH_REASONS, '["tool_call"]')
     spans = _flush(exporter)
-    assert spans[0].attributes.get(GEN_AI_RESPONSE_FINISH_REASONS) == (
-        "tool_calls",
-    )
+    # Stable across OTel SDKs that expose array attributes as tuple or list.
+    assert list(spans[0].attributes.get(GEN_AI_RESPONSE_FINISH_REASONS)) == [
+        "tool_calls"
+    ]
 
 
 def test_output_messages_finish_reason_added_for_agent_span():
diff --git a/tox-loongsuite.ini b/tox-loongsuite.ini
index 51ccf7b06..353957b11 100644
--- a/tox-loongsuite.ini
+++ b/tox-loongsuite.ini
@@ -54,7 +54,7 @@ envlist =
     lint-loongsuite-instrumentation-deepagents
 
     ; loongsuite-instrumentation-microsoft-agent-framework
-    py3{10,11,12,13}-test-loongsuite-instrumentation-microsoft-agent-framework
+    py3{10,11,12,13}-test-loongsuite-instrumentation-microsoft-agent-framework{-oldest,-latest}
     lint-loongsuite-instrumentation-microsoft-agent-framework
 
     ; loongsuite-instrumentation-qwen-agent
@@ -202,7 +202,8 @@ deps =
   lint-loongsuite-instrumentation-deepagents: -r {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-deepagents/tests/requirements.latest.txt
 
   microsoft-agent-framework: {[testenv]test_deps}
-  microsoft-agent-framework: -r {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/requirements.latest.txt
+  microsoft-agent-framework-oldest: -r {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/requirements.oldest.txt
+  microsoft-agent-framework-latest: -r {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/requirements.latest.txt
   lint-loongsuite-instrumentation-microsoft-agent-framework: {[testenv]test_deps}
   lint-loongsuite-instrumentation-microsoft-agent-framework: -r {toxinidir}/instrumentation-loongsuite/loongsuite-instrumentation-microsoft-agent-framework/tests/requirements.latest.txt