Nikhilc/message structure for auto by nikhilNava · Pull Request #229 · microsoft/Agent365-python

nikhilNava · 2026-04-15T21:40:51Z

Task
Auto instrumentation should use the new message format
Langchain
AgentFramework

Result

 AgentFramework Spans

 [
   {
     "name": "chat gpt-4o-mini",
     "context": {
       "trace_id": "0x61aa296369694a6904e14842d60c1a09",
       "span_id": "0x39584a2708eea8bb",
       "trace_state": "[]"
     },
     "kind": "SpanKind.INTERNAL",
     "parent_id": "0x545d456b1ce4ebbd",
     "start_time": "2026-04-15T21:37:43.312380+00:00",
     "end_time": "2026-04-15T21:37:44.544233+00:00",
     "status": {
       "status_code": "StatusCode.UNSET",
       "description": null
     },
     "attributes": {
       "gen_ai.input.messages": "{\"messages\": [{\"role\": \"system\", \"parts\": [{\"content\": \"You are a math 
assistant. You MUST use the add_numbers function for any arithmetic. Never compute in your head.\", \"type\": 
\"text\"}]}, {\"role\": \"user\", \"parts\": [{\"content\": \"What is 15 + 27?\", \"type\": \"text\"}]}], 
\"version\": \"0.1.0\"}",
       "gen_ai.system_instructions": "[{\"type\": \"text\", \"content\": \"You are a math assistant. You MUST use 
the add_numbers function for any arithmetic. Never compute in your head.\"}]",
       "gen_ai.request.choice.count": 1,
       "gen_ai.operation.name": "chat",
       "gen_ai.provider.name": "azure.ai.openai",
       "server.address": "https://a365-hw-openai-sentinel.openai.azure.com/openai/deployments/gpt-4o-mini/",
       "gen_ai.request.model": "gpt-4o-mini",
       "gen_ai.response.id": "chatcmpl-DV2DY4F4ow7yoCqRgfhtUDRiXdrR3",
       "gen_ai.response.finish_reasons": "[\"tool_calls\"]",
       "gen_ai.response.model": "gpt-4o-mini-2024-07-18",
       "gen_ai.usage.input_tokens": 110,
       "gen_ai.usage.output_tokens": 19,
       "gen_ai.output.messages": "{\"messages\": [{\"role\": \"assistant\", \"parts\": [{\"name\": \"add_numbers\", 
\"id\": \"call_nGAQp73Qg8614ZwXUQdKPvxM\", \"arguments\": \"{\\\"a\\\":15,\\\"b\\\":27}\", \"type\": 
\"tool_call\"}], \"finish_reason\": \"tool_call\"}], \"version\": \"0.1.0\"}"
     },
     "events": null,
     "links": null,
     "resource": {
       "telemetry.sdk.language": "python",
       "telemetry.sdk.name": "opentelemetry",
       "telemetry.sdk.version": "1.39.1",
       "service.namespace": "agent365-tests",
       "service.name": "integration-test-pipeline"
     }
   },
   {
     "name": "execute_tool add_numbers",
     "context": {
       "trace_id": "0x61aa296369694a6904e14842d60c1a09",
       "span_id": "0xda89beb360c8641a",
       "trace_state": "[]"
     },
     "kind": "SpanKind.INTERNAL",
     "parent_id": "0x545d456b1ce4ebbd",
     "start_time": "2026-04-15T21:37:44.545233+00:00",
     "end_time": "2026-04-15T21:37:44.545233+00:00",
     "status": {
       "status_code": "StatusCode.UNSET",
       "description": null
     },
     "attributes": {
       "gen_ai.operation.name": "execute_tool",
       "gen_ai.tool.name": "add_numbers",
       "gen_ai.tool.call.id": "call_nGAQp73Qg8614ZwXUQdKPvxM",
       "gen_ai.tool.type": "function",
       "gen_ai.tool.description": "Add two numbers together.\n\n    Args:\n        a: First number\n        b: 
Second number\n\n    Returns:\n        The sum of a and b\n    ",
       "gen_ai.tool.call.arguments": "{\"a\": 15.0, \"b\": 27.0}",
       "gen_ai.tool.call.result": "42.0",
       "agent_framework.function.invocation.duration": 3.17e-05
     },
     "events": null,
     "links": null,
     "resource": {
       "telemetry.sdk.language": "python",
       "telemetry.sdk.name": "opentelemetry",
       "telemetry.sdk.version": "1.39.1",
       "service.namespace": "agent365-tests",
       "service.name": "integration-test-pipeline"
     }
   },
   {
     "name": "chat gpt-4o-mini",
     "context": {
       "trace_id": "0x61aa296369694a6904e14842d60c1a09",
       "span_id": "0x40a6c796122c6cc0",
       "trace_state": "[]"
     },
     "kind": "SpanKind.INTERNAL",
     "parent_id": "0x545d456b1ce4ebbd",
     "start_time": "2026-04-15T21:37:44.545233+00:00",
     "end_time": "2026-04-15T21:37:45.194249+00:00",
     "status": {
       "status_code": "StatusCode.UNSET",
       "description": null
     },
     "attributes": {
       "gen_ai.input.messages": "{\"messages\": [{\"role\": \"system\", \"parts\": [{\"content\": \"You are a math 
assistant. You MUST use the add_numbers function for any arithmetic. Never compute in your head.\", \"type\": 
\"text\"}]}, {\"role\": \"user\", \"parts\": [{\"content\": \"What is 15 + 27?\", \"type\": \"text\"}]}, {\"role\": 
\"assistant\", \"parts\": [{\"name\": \"add_numbers\", \"id\": \"call_nGAQp73Qg8614ZwXUQdKPvxM\", \"arguments\": 
\"{\\\"a\\\":15,\\\"b\\\":27}\", \"type\": \"tool_call\"}]}, {\"role\": \"tool\", \"parts\": [{\"id\": 
\"call_nGAQp73Qg8614ZwXUQdKPvxM\", \"response\": \"42.0\", \"type\": \"tool_call_response\"}]}], \"version\": 
\"0.1.0\"}",
       "gen_ai.system_instructions": "[{\"type\": \"text\", \"content\": \"You are a math assistant. You MUST use 
the add_numbers function for any arithmetic. Never compute in your head.\"}]",
       "gen_ai.request.choice.count": 1,
       "gen_ai.operation.name": "chat",
       "gen_ai.provider.name": "azure.ai.openai",
       "server.address": "https://a365-hw-openai-sentinel.openai.azure.com/openai/deployments/gpt-4o-mini/",
       "gen_ai.request.model": "gpt-4o-mini",
       "gen_ai.response.id": "chatcmpl-DV2DYcJecnQ92xqwSDUOkRLjUqdb6",
       "gen_ai.response.finish_reasons": "[\"stop\"]",
       "gen_ai.response.model": "gpt-4o-mini-2024-07-18",
       "gen_ai.usage.input_tokens": 139,
       "gen_ai.usage.output_tokens": 14,
       "gen_ai.output.messages": "{\"messages\": [{\"role\": \"assistant\", \"parts\": [{\"content\": \"The sum of 
15 and 27 is 42.\", \"type\": \"text\"}], \"finish_reason\": \"stop\"}], \"version\": \"0.1.0\"}"
     },
     "events": null,
     "links": null,
     "resource": {
       "telemetry.sdk.language": "python",
       "telemetry.sdk.name": "opentelemetry",
       "telemetry.sdk.version": "1.39.1",
       "service.namespace": "agent365-tests",
       "service.name": "integration-test-pipeline"
     }
   },
   {
     "name": "invoke_agent pipeline-test-agent",
     "context": {
       "trace_id": "0x61aa296369694a6904e14842d60c1a09",
       "span_id": "0x545d456b1ce4ebbd",
       "trace_state": "[]"
     },
     "kind": "SpanKind.CLIENT",
     "parent_id": null,
     "start_time": "2026-04-15T21:37:43.309343Z",
     "end_time": "2026-04-15T21:37:45.194249Z",
     "status": {
       "status_code": "UNSET"
     },
     "attributes": {
       "gen_ai.operation.name": "invoke_agent",
       "telemetry.sdk.name": "A365ObservabilitySDK",
       "telemetry.sdk.language": "python",
       "telemetry.sdk.version": "0.0.0",
       "gen_ai.agent.id": "3bccd52b-daaa-4b11-af40-47443852137c",
       "gen_ai.agent.name": "pipeline-test-agent",
       "gen_ai.agent.description": "Integration test agent for pipeline verification",
       "microsoft.tenant.id": "4d44f041-f91e-4d00-b107-61e47b26f5a8",
       "microsoft.session.id": "test-session-pipeline",
       "gen_ai.input.messages": "{\"messages\": [{\"role\": \"user\", \"parts\": [{\"content\": \"What is 15 + 
27?\", \"type\": \"text\"}]}], \"version\": \"0.1.0\"}"
     },
     "events": [],
     "links": [],
     "resource": {
       "attributes": {
         "telemetry.sdk.language": "python",
         "telemetry.sdk.name": "opentelemetry",
         "telemetry.sdk.version": "1.39.1",
         "service.namespace": "agent365-tests",
         "service.name": "integration-test-pipeline"
       },
       "schema_url": ""
     }
   }
 ]

And for LangChain:

 [
   {
     "name": "chat AzureChatOpenAI",
     "context": {
       "trace_id": "0x2994435e327e1493cf5964863de799f2",
       "span_id": "0x8ec377b0223df6e8",
       "trace_state": "[]"
     },
     "kind": "SpanKind.INTERNAL",
     "parent_id": "0xa41187aa9cc619bf",
     "start_time": "2026-04-15T21:30:44.111477Z",
     "end_time": "2026-04-15T21:30:44.738333Z",
     "status": {
       "status_code": "OK"
     },
     "attributes": {
       "gen_ai.operation.name": "chat",
       "gen_ai.input.messages": "{\"messages\": [{\"role\": \"system\", \"parts\": [{\"content\": \"You are a math 
assistant. You MUST use the add_numbers tool for any arithmetic. Never compute in your head.\", \"type\": 
\"text\"}]}, {\"role\": \"user\", \"parts\": [{\"content\": \"What is 15 + 27?\", \"type\": \"text\"}]}], 
\"version\": \"0.1.0\"}",
       "gen_ai.response.id": "chatcmpl-DV26mmkcyq1vUsBvqLUel8fz2B5ps",
       "gen_ai.output.messages": "{\"messages\": [{\"role\": \"assistant\", \"parts\": [{\"name\": \"add_numbers\", 
\"id\": \"call_W8xtkB6u2KrXBCjmyZQ73sZk\", \"arguments\": \"{\\\"a\\\": 15, \\\"b\\\": 27}\", \"type\": 
\"tool_call\"}], \"finish_reason\": \"tool_calls\"}], \"version\": \"0.1.0\"}",
       "gen_ai.tool.call.arguments.0": "{\"type\": \"function\", \"function\": {\"name\": \"add_numbers\", 
\"description\": \"Add two numbers together.\\n\\n    Args:\\n        a: First number\\n        b: Second 
number\\n\\n    Returns:\\n        A string describing the sum.\", \"parameters\": {\"properties\": {\"a\": 
{\"type\": \"number\"}, \"b\": {\"type\": \"number\"}}, \"required\": [\"a\", \"b\"], \"type\": \"object\"}}}",
       "gen_ai.provider.name": "azure",
       "gen_ai.request.model": "gpt-4o-mini-2024-07-18",
       "gen_ai.usage.input_tokens": 99,
       "gen_ai.usage.output_tokens": 19,
       "gen_ai.response.finish_reasons": 0
     },
     "events": [],
     "links": [],
     "resource": {
       "attributes": {
         "telemetry.sdk.language": "python",
         "telemetry.sdk.name": "opentelemetry",
         "telemetry.sdk.version": "1.39.1",
         "service.namespace": "agent365-tests",
         "service.name": "integration-test-langchain-pipeline"
       },
       "schema_url": ""
     }
   },
   {
     "name": "execute_tool add_numbers",
     "context": {
       "trace_id": "0x2994435e327e1493cf5964863de799f2",
       "span_id": "0xeb53d908c379350f",
       "trace_state": "[]"
     },
     "kind": "SpanKind.INTERNAL",
     "parent_id": "0xa41187aa9cc619bf",
     "start_time": "2026-04-15T21:30:44.739328Z",
     "end_time": "2026-04-15T21:30:44.740326Z",
     "status": {
       "status_code": "OK"
     },
     "attributes": {
       "gen_ai.operation.name": "execute_tool",
       "gen_ai.tool.type": "extension",
       "gen_ai.tool.name": "add_numbers",
       "gen_ai.tool.description": "Add two numbers together.\n\n    Args:\n        a: First number\n        b: 
Second number\n\n    Returns:\n        A string describing the sum.",
       "gen_ai.tool.call.id": "call_W8xtkB6u2KrXBCjmyZQ73sZk",
       "gen_ai.tool.call.arguments": "{'a': 15, 'b': 27}",
       "gen_ai.tool.call.result": "The sum of 15.0 and 27.0 is 42.0"
     },
     "events": [],
     "links": [],
     "resource": {
       "attributes": {
         "telemetry.sdk.language": "python",
         "telemetry.sdk.name": "opentelemetry",
         "telemetry.sdk.version": "1.39.1",
         "service.namespace": "agent365-tests",
         "service.name": "integration-test-langchain-pipeline"
       },
       "schema_url": ""
     }
   },
   {
     "name": "chat AzureChatOpenAI",
     "context": {
       "trace_id": "0x2994435e327e1493cf5964863de799f2",
       "span_id": "0x039235893d2ee73e",
       "trace_state": "[]"
     },
     "kind": "SpanKind.INTERNAL",
     "parent_id": "0xa41187aa9cc619bf",
     "start_time": "2026-04-15T21:30:44.741327Z",
     "end_time": "2026-04-15T21:30:45.551581Z",
     "status": {
       "status_code": "OK"
     },
     "attributes": {
       "gen_ai.operation.name": "chat",
       "gen_ai.input.messages": "{\"messages\": [{\"role\": \"system\", \"parts\": [{\"content\": \"You are a math 
assistant. You MUST use the add_numbers tool for any arithmetic. Never compute in your head.\", \"type\": 
\"text\"}]}, {\"role\": \"user\", \"parts\": [{\"content\": \"What is 15 + 27?\", \"type\": \"text\"}]}, {\"role\": 
\"assistant\", \"parts\": [{\"name\": \"add_numbers\", \"id\": \"call_W8xtkB6u2KrXBCjmyZQ73sZk\", \"arguments\": 
\"{\\\"a\\\": 15, \\\"b\\\": 27}\", \"type\": \"tool_call\"}]}, {\"role\": \"tool\", \"parts\": [{\"id\": 
\"call_W8xtkB6u2KrXBCjmyZQ73sZk\", \"response\": \"content='The sum of 15.0 and 27.0 is 42.0' name='add_numbers' 
tool_call_id='call_W8xtkB6u2KrXBCjmyZQ73sZk'\", \"type\": \"tool_call_response\"}]}], \"version\": \"0.1.0\"}",
       "gen_ai.response.id": "chatcmpl-DV26mbNu5Hn1OltLi4vJKBQhngTo0",
       "gen_ai.output.messages": "{\"messages\": [{\"role\": \"assistant\", \"parts\": [{\"content\": \"The sum of 
15 and 27 is 42.\", \"type\": \"text\"}], \"finish_reason\": \"stop\"}], \"version\": \"0.1.0\"}",
       "gen_ai.tool.call.arguments.0": "{\"type\": \"function\", \"function\": {\"name\": \"add_numbers\", 
\"description\": \"Add two numbers together.\\n\\n    Args:\\n        a: First number\\n        b: Second 
number\\n\\n    Returns:\\n        A string describing the sum.\", \"parameters\": {\"properties\": {\"a\": 
{\"type\": \"number\"}, \"b\": {\"type\": \"number\"}}, \"required\": [\"a\", \"b\"], \"type\": \"object\"}}}",
       "gen_ai.provider.name": "azure",
       "gen_ai.request.model": "gpt-4o-mini-2024-07-18",
       "gen_ai.usage.input_tokens": 175,
       "gen_ai.usage.output_tokens": 14,
       "gen_ai.response.finish_reasons": 0
     },
     "events": [],
     "links": [],
     "resource": {
       "attributes": {
         "telemetry.sdk.language": "python",
         "telemetry.sdk.name": "opentelemetry",
         "telemetry.sdk.version": "1.39.1",
         "service.namespace": "agent365-tests",
         "service.name": "integration-test-langchain-pipeline"
       },
       "schema_url": ""
     }
   },
   {
     "name": "invoke_agent langchain-pipeline-test-agent",
     "context": {
       "trace_id": "0x2994435e327e1493cf5964863de799f2",
       "span_id": "0xa41187aa9cc619bf",
       "trace_state": "[]"
     },
     "kind": "SpanKind.CLIENT",
     "parent_id": null,
     "start_time": "2026-04-15T21:30:44.101416Z",
     "end_time": "2026-04-15T21:30:45.553337Z",
     "status": {
       "status_code": "UNSET"
     },
     "attributes": {
       "gen_ai.operation.name": "invoke_agent",
       "telemetry.sdk.name": "A365ObservabilitySDK",
       "telemetry.sdk.language": "python",
       "telemetry.sdk.version": "0.0.0",
       "gen_ai.agent.id": "3bccd52b-daaa-4b11-af40-47443852137c",
       "gen_ai.agent.name": "langchain-pipeline-test-agent",
       "gen_ai.agent.description": "Integration test agent for LangChain pipeline verification",
       "microsoft.tenant.id": "4d44f041-f91e-4d00-b107-61e47b26f5a8",
       "microsoft.session.id": "test-langchain-pipeline",
       "gen_ai.input.messages": "{\"messages\": [{\"role\": \"user\", \"parts\": [{\"content\": \"What is 15 + 
27?\", \"type\": \"text\"}]}], \"version\": \"0.1.0\"}"
     },
     "events": [],
     "links": [],
     "resource": {
       "attributes": {
         "telemetry.sdk.language": "python",
         "telemetry.sdk.name": "opentelemetry",
         "telemetry.sdk.version": "1.39.1",
         "service.namespace": "agent365-tests",
         "service.name": "integration-test-langchain-pipeline"
       },
       "schema_url": ""
     }
   }
 ]

github-actions · 2026-04-15T21:42:51Z

⚠️ Deprecation Warning: The deny-licenses option is deprecated for possible removal in the next major release. For more information, see issue 997.

Dependency Review

The following issues were found:

✅ 0 vulnerable package(s)
✅ 0 package(s) with incompatible licenses
✅ 0 package(s) with invalid SPDX license definitions
⚠️ 3 package(s) with unknown licenses.

See the Details below.

License Issues

uv.lock

Package	Version	License	Issue Type
langchain-openai	1.1.12	Null	Unknown License
langchain-core	1.2.28	Null	Unknown License
regex	2026.4.4	Null	Unknown License

Denied Licenses:
GPL-3.0-only, AGPL-3.0-only

OpenSSF Scorecard

Package	Version	Score	Details
pip/langchain-openai	1.1.12	Unknown	Unknown
pip/langchain-core	1.2.28	Unknown	Unknown
pip/regex	2026.4.4	Unknown	Unknown
pip/tiktoken	0.12.0	Unknown	Unknown

Scanned Files

uv.lock

Copilot

Pull request overview

This PR updates observability extensions to emit A365’s versioned gen_ai.input.messages / gen_ai.output.messages structure (including tool-call message parts), and adds end-to-end integration tests to validate a single-trace span hierarchy across invoke → inference/chat → tool execution.

Changes:

Add LangChain message mapping to A365 versioned message format and update LangChain span attribute extraction to use it.
Add AgentFramework message mapping (via span enricher) to A365 versioned message format and expand pipeline/message-format integration tests.
Add langchain-openai to dev dependencies and update lockfile accordingly.

Reviewed changes

Copilot reviewed 14 out of 15 changed files in this pull request and generated 3 comments.

Show a summary per file

File	Description
uv.lock	Adds `langchain-openai` and its dependency graph updates (e.g., `tiktoken`, `regex`, updated `langchain-core`).
pyproject.toml	Adds `langchain-openai` to workspace dev dependencies.
libraries/microsoft-agents-a365-observability-extensions-langchain/.../utils.py	Switches LangChain message attribute extraction to emit A365 versioned message JSON via new mapper.
libraries/microsoft-agents-a365-observability-extensions-langchain/.../message_mapper.py	New LangChain → A365 versioned message mapper (roles/parts/tool calls).
libraries/microsoft-agents-a365-observability-extensions-agentframework/.../trace_instrumentor.py	Updates instrumentor `_instruments` minimum to `agent-framework-azure-ai >= 1.0.0rc1`.
libraries/microsoft-agents-a365-observability-extensions-agentframework/.../span_processor.py	Clarifies that mutation happens via export-time enricher due to ReadableSpan immutability.
libraries/microsoft-agents-a365-observability-extensions-agentframework/.../span_enricher.py	Adds versioned message mapping for invoke/chat spans; keeps tool attribute normalization for execute_tool spans.
libraries/microsoft-agents-a365-observability-extensions-agentframework/.../message_mapper.py	New AgentFramework span-tag messages → A365 versioned message mapper.
tests/observability/extensions/langchain/integration/*	New LangChain integration tests + fixtures for pipeline span hierarchy and message format capture.
tests/observability/extensions/agentframework/integration/*	New AgentFramework integration tests for pipeline span hierarchy and message format capture.
tests/observability/extensions/agentframework/test_span_enricher.py	Updates unit test assertions to expect A365 versioned message wrapper JSON.

Copilot

Pull request overview

Copilot reviewed 14 out of 15 changed files in this pull request and generated 3 comments.

Copilot

Pull request overview

Copilot reviewed 16 out of 17 changed files in this pull request and generated 3 comments.

nikhilc-microsoft added 4 commits April 14, 2026 19:42

support message format for agent framework

bc06877

support message format for langchain

3d24c26

Merge branch 'main' into nikhilc/messageStructureForAuto

1e869a2

add integration tests

58966df

Copilot AI review requested due to automatic review settings April 15, 2026 21:40

nikhilNava requested review from a team as code owners April 15, 2026 21:40

Copilot started reviewing on behalf of nikhilNava April 15, 2026 21:43 View session

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nikhilc-microsoft and others added 2 commits April 17, 2026 18:43

fix tests

7a1aa33

Merge branch 'main' into nikhilc/messageStructureForAuto

33d864c

Copilot AI review requested due to automatic review settings April 17, 2026 13:17

Copilot started reviewing on behalf of nikhilNava April 17, 2026 13:18 View session

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nikhilc-microsoft added 2 commits April 17, 2026 19:04

fix tests linting

5918d7a

address pr comments

01c32df

Copilot AI review requested due to automatic review settings April 17, 2026 14:05

Copilot started reviewing on behalf of nikhilNava April 17, 2026 14:05 View session

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juliomenendez approved these changes Apr 17, 2026

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Copilot AI mentioned this pull request Apr 17, 2026

fix: structured tool-call arguments and LangChain mapper unit tests (PR #229 follow-up) #232

Draft

fpfp100 approved these changes Apr 17, 2026

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nikhilNava merged commit 3545ab3 into main Apr 17, 2026
13 checks passed

nikhilNava deleted the nikhilc/messageStructureForAuto branch April 17, 2026 19:23

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Nikhilc/message structure for auto#229
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github-actions bot commented Apr 15, 2026 •

edited

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