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update region-availability in prepare/validate/deploy skill#1083

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JasonYeMSFT merged 11 commits intomicrosoft:mainfrom
xfz11:c2c/skills
Mar 9, 2026
Merged

update region-availability in prepare/validate/deploy skill#1083
JasonYeMSFT merged 11 commits intomicrosoft:mainfrom
xfz11:c2c/skills

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@xfz11 xfz11 commented Mar 2, 2026

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Copilot AI review requested due to automatic review settings March 2, 2026 08:01
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Pull request overview

Updates the Azure prepare and deploy skill reference docs to incorporate quota-aware region selection via the mcp_azure_mcp_quota MCP tool, and to call out additional services where quota/region constraints commonly apply.

Changes:

  • Add an “MCP Tools Used” section documenting mcp_azure_mcp_quota for region/quota checks.
  • Update “How to Use” guidance to incorporate MCP-based region/quota discovery.
  • Add AKS and Azure Database for PostgreSQL guidance around region/quota constraints (and update the “Last updated” date in azure-deploy).

Reviewed changes

Copilot reviewed 2 out of 2 changed files in this pull request and generated 6 comments.

File Description
plugin/skills/azure-prepare/references/region-availability.md Adds MCP tool documentation and adds AKS/PostgreSQL entries to the limited availability index.
plugin/skills/azure-deploy/references/region-availability.md Adds MCP tool documentation, adds AKS/PostgreSQL sections, and updates the “Last updated” date.

Comment thread plugin/skills/azure-prepare/references/region-availability.md Outdated
Comment thread plugin/skills/azure-deploy/references/region-availability.md Outdated
Comment thread plugin/skills/azure-deploy/references/region-availability.md Outdated
Comment thread plugin/skills/azure-deploy/references/region-availability.md Outdated
Comment thread plugin/skills/azure-deploy/references/region-availability.md Outdated
Comment thread plugin/skills/azure-prepare/references/region-availability.md Outdated
Copilot AI review requested due to automatic review settings March 2, 2026 08:08
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Pull request overview

Copilot reviewed 3 out of 3 changed files in this pull request and generated 7 comments.

Comment thread plugin/skills/azure-validate/references/region-availability.md
Comment thread plugin/skills/azure-validate/references/region-availability.md Outdated
Comment thread plugin/skills/azure-validate/references/region-availability.md Outdated
Comment thread plugin/skills/azure-validate/references/region-availability.md Outdated
Comment thread plugin/skills/azure-deploy/references/region-availability.md Outdated
Comment thread plugin/skills/azure-deploy/references/region-availability.md Outdated
Comment thread plugin/skills/azure-validate/references/region-availability.md Outdated
@xfz11 xfz11 changed the title update region-availability in prepare/deploy skill update region-availability in prepare/validate/deploy skill Mar 2, 2026
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Pull request overview

Copilot reviewed 3 out of 3 changed files in this pull request and generated 4 comments.

Comment thread plugin/skills/azure-deploy/references/region-availability.md
Comment thread plugin/skills/azure-validate/references/region-availability.md
Comment thread plugin/skills/azure-prepare/references/region-availability.md
Comment thread plugin/skills/azure-validate/references/region-availability.md
Comment thread plugin/skills/azure-deploy/references/region-availability.md Outdated
Copilot AI review requested due to automatic review settings March 3, 2026 02:33
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Pull request overview

Copilot reviewed 3 out of 3 changed files in this pull request and generated 4 comments.

Comment thread plugin/skills/azure-deploy/references/region-availability.md
Comment thread plugin/skills/azure-prepare/references/region-availability.md
Comment thread plugin/skills/azure-deploy/references/region-availability.md
Comment thread plugin/skills/azure-validate/references/region-availability.md
Copilot AI review requested due to automatic review settings March 3, 2026 05:46
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Pull request overview

Copilot reviewed 5 out of 5 changed files in this pull request and generated 2 comments.

Comment thread plugin/skills/azure-validate/references/region-availability.md
Comment thread plugin/skills/azure-prepare/references/region-availability.md
tmeschter
tmeschter previously approved these changes Mar 5, 2026
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xfz11 commented Mar 9, 2026

Hi @tmeschter , I just resolved some code conflicts. Could you help approve again? Thanks!

@JasonYeMSFT JasonYeMSFT merged commit 5ddd6c3 into microsoft:main Mar 9, 2026
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XOEEst added a commit to XOEEst/GitHub-Copilot-for-Azure that referenced this pull request Mar 11, 2026
* Fix broken auto-create evaluators step in deploy/observe loop

The 'Auto-create evaluators & evaluation dataset' step was being skipped
when the monolithic agent-observability-loop skill was split into separate
deploy and observe skills. Neither skill owned the auto-create step,
causing post-deploy users to jump directly to evaluation.

Changes:
- deploy.md: Replace generic 'set up evaluation?' prompt with automatic
  6-step evaluator & dataset creation matching the reference behavior
- observe.md: Add Loop Overview, fix entry points to route post-deploy
  users through auto-setup, add evaluator existence check
- deploy-and-setup.md: Make auto-create primary content, demote deploy
  section to prerequisites

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add content tests for observe/deploy loop logic

Tests verify:
- observe.md has Loop Overview, post-deploy entry points, evaluator
  existence checks, behavioral rules, and all reference files
- deploy.md has auto-create evaluators section that is automatic (not
  optional), includes evaluator categories, LLM-judge, artifact
  persistence, and routes to observe skill Step 2
- deploy-and-setup.md has auto-create as primary content with proper
  evaluator selection, dataset generation, and user prompt

49 tests total (29 observe + 20 deploy), all passing.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* chore: trigger CI checks

* Fix

* add local dataset gen enforcement

* Merge

* feat: prefer monitor_resource_log_query and local datasets

- Replace azure-kusto delegation with monitor_resource_log_query for
  App Insights KQL queries in trace.md and troubleshoot.md
- Mark evaluation_dataset_create as not available (MCP upload not ready)
- Replace server-side dataset sections with local JSONL workflow
- Update mcp-gap-analysis.md to reflect practical tool availability

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: make dataset upload restriction more agent-proof

- Add Do NOT section at top of trace-to-dataset.md (before Overview)
- Add behavioral rule #7 to eval-datasets.md: never upload to cloud
- Remove Option A/B structure; Step 4 is now local JSONL only
- Eliminates subtle strikethrough formatting that agents miss

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix link

* fix: make auto-create evaluators an explicit numbered step

- Hosted workflow: add Step 10 after Step 9 with DO NOT stop gate
- Prompt workflow: add Step 5 after Step 4 with DO NOT stop gate
- Both link to existing After Deployment section as implementation
- Prevents agents from treating evaluator setup as optional appendix

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* feat: add dataset update loop with optimization guardrails

- Add Dataset Update Loop (eval→compare→analyze→optimize→re-eval)
  to dataset-versioning.md after Creating a New Version
- Add guardrails: never remove dataset rows or weaken evaluators
  to recover scores after dataset expansion
- Add same guardrail to observe optimize-deploy.md Step 6
- Add behavioral rule #8 to eval-datasets.md

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: add subscription parameter warning to trace-related skills

Always pass subscription explicitly to Azure MCP tools like
monitor_resource_log_query — they don't extract it from resource IDs.
Added to trace.md, troubleshoot.md, and trace-to-dataset.md.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: make customEvents-to-traces eval correlation more obvious

- Add Key Concept section to trace-to-dataset.md explaining that
  eval results live in customEvents (not dependencies) and the
  join key is gen_ai.response.id
- Add table showing dependencies vs customEvents join pattern
- Cross-reference trace skill's eval-correlation.md from both
  trace-to-dataset.md and eval-datasets.md Related Skills

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: improve cross-references and add KQL parse_json warning

1. Add parse_json(customDimensions) warning to Do NOT section
2. Add Related References section with skill-root paths
3. Add skill-root path hints to all cross-skill links
4. Add observe + trace to SKILL.md sub-skill routing table

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: improve hosted agent KQL patterns and content extraction

- Add Hosted Agent Harvest template (requests→dependencies join)
- Fix Hosted Agent Attributes: appear on both requests and traces
- Add gen_ai.agent.name duality callout (Foundry name vs class name)
- Remove incorrect azure.ai.agentserver.agent_name fallback from dependencies queries
- Document gen_ai.input.messages/gen_ai.output.messages as content source
- Add operation_ParentId join example to Span Correlation section
- Update search-traces.md hosted agent query to use requests entry point

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: improve trace sub-skills for hosted agent KQL patterns

- search-traces: fix hosted agent query to group by operation_ParentId
- conversation-detail: add content extraction from invoke_agent spans
  (gen_ai.input.messages / gen_ai.output.messages)
- analyze-failures: add hosted agent gen_ai.agent.name duality warning
  and hosted agent variant query using requests→dependencies join
- analyze-latency: same hosted agent warning and variant query
- kql-templates: expand requests table description as preferred entry
  point; add gen_ai.input/output.messages to attributes table
- trace.md: reword rule 6 to clarify hosted vs prompt agent filtering

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: restore routing keywords and update trigger snapshots

- Add back critical routing keywords to SKILL.md description (578→779 chars):
  role assignment, permissions, capacity, region, deployment failure,
  AI Services, Cognitive Services, provision, knowledge index,
  monitoring, customize, onboard, availability
- Update trigger test snapshots for new keyword set (24 snapshots)
- Fix deploy trigger test: Docker IS our capability (remove false negative)
- Fix customize-deployment tests: ensure prompts have ≥2 keyword matches
- Fix deploy-model-optimal-region tests: use longer prompts for HA/PTU

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: add 'create AI Services' to description for resource/create test

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* chore: bump microsoft-foundry version to 1.0.2

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* feat(eval-datasets): enable Foundry dataset sync via MCP tools

- Add Step 5 (Sync to Foundry) to trace-to-dataset pipeline using
  evaluation_dataset_create with connectionName and project_connection tools
- Add server-side version discovery via evaluation_dataset_versions_get
- Add dual experiment types to dataset-comparison (agent vs dataset comparison)
- Update mcp-gap-analysis: mark resolved tools, update workarounds
- Add AzureBlob to project connections reference
- Bump microsoft-foundry version to 1.0.3
- Fix upstream section heading changes in unit tests
- Update trigger snapshots for upstream keyword changes

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* refactor(dataset-comparison): focus on dataset-version comparison only

Remove agent comparison experiment type from dataset-comparison flow.
Agent comparison belongs in the observe/eval loop, not the dataset skill.
Update all examples to use dataset versions as baseline/treatment.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Remove Playwright MCP server until skills require it (microsoft#1200)

* Collapse token analysis comment (microsoft#1147)

* update region-availability in prepare/validate/deploy skill (microsoft#1083)

* update region-availability in prepare/deploy skill

* update

* update

* fix

* update date

* Update plugin/skills/azure-deploy/references/region-availability.md

* fix ci failure

* bump version

* build(deps): bump @github/copilot and @github/copilot-sdk in /tests (microsoft#1201)

Bumps [@github/copilot](https://github.com/github/copilot-cli) to 1.0.2 and updates ancestor dependency [@github/copilot-sdk](https://github.com/github/copilot-sdk). These dependencies need to be updated together.


Updates `@github/copilot` from 0.0.414 to 1.0.2
- [Release notes](https://github.com/github/copilot-cli/releases)
- [Changelog](https://github.com/github/copilot-cli/blob/main/changelog.md)
- [Commits](github/copilot-cli@v0.0.414...v1.0.2)

Updates `@github/copilot-sdk` from 0.1.26 to 0.1.32
- [Release notes](https://github.com/github/copilot-sdk/releases)
- [Changelog](https://github.com/github/copilot-sdk/blob/main/CHANGELOG.md)
- [Commits](https://github.com/github/copilot-sdk/commits/v0.1.32)

---
updated-dependencies:
- dependency-name: "@github/copilot"
  dependency-version: 1.0.2
  dependency-type: indirect
- dependency-name: "@github/copilot-sdk"
  dependency-version: 0.1.32
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* specify application path in prompt (microsoft#1204)

* Add AVM (Azure Verified Modules) integration tests (microsoft#1171)

* Add AVM (Azure Verified Modules) integration tests

Add 3 integration tests validating the AVM module selection hierarchy
for Bicep infrastructure generation:

- avm-module-priority: Verifies AVM modules prioritized over non-AVM
- avm-fallback-behavior: Verifies fallback stays within AVM ecosystem
- avm-azd-pattern-preference: Verifies AZD pattern modules preferred

Tests validate that the azure-deploy skill enforces the mandatory
AVM selection order: Pattern modules > Resource modules > Utility
modules, and never falls back to non-AVM alternatives.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add output assertions to AVM integration tests

Address Copilot review feedback: add keyword-based output
assertions using getAllAssistantMessages/getAllToolText to
verify agent responses contain AVM hierarchy terms, not just
skill invocation. Includes non-AVM fallback negative check.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Strengthen AVM test output assertions per Copilot review

- Split keyword checks into critical-term + context assertions
- Add resource-before-utility ordering assertion for fallback test
- Expand non-AVM negative check to use regex patterns
- Require core keywords (avm+pattern, azd+pattern) explicitly

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: address Copilot round 3 — ordering assertions and context-aware non-AVM check

- Add hierarchy ordering assertion to test 1 (pattern before resource/utility)
- Make non-AVM detection context-aware: skip matches preceded by negation words
  (e.g., 'never fall back to non-AVM' is correct behavior, not a false positive)
- Add pattern-before-resource ordering assertion to test 3 (AZD pattern preference)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* refactor: move AVM integration tests to avm/ subdirectory

Move tests/azure-deploy/avm-integration.test.ts to
tests/azure-deploy/avm/integration.test.ts so the file matches the
**/integration.test.ts glob used by the custom ESLint rule
(integration-test-name) and follows the subdirectory convention
established by tests/microsoft-foundry/ (e.g. foundry-agent/).

Import paths updated from ../utils/ to ../../utils/ to reflect the
new depth.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: address round 4 Copilot review feedback

- Add 'fall back'/'fall-back' keyword variants for resilience
- Extend non-AVM negation check to also scan following context
- Use regex for AZD ordering assertion to match plural/prefixed variants

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

---------

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Update github workflows to use best practices (microsoft#1149)

* Early terminate azure-deploy, azure-validate tests (microsoft#1205)

Add comment for early termination to help AI grader

* Replace script inline parameters with env var (microsoft#1209)

* Early terminate azure-deploy tests on deploy link (microsoft#1208)

* Early terminate azure-deploy tests on deploy link

* Fix lint issue

* Reduce char count of existing skills (microsoft#1210)

* Reduce char count of existing skills

* Update ci tests and snapshots

* Enhance benchmark ci run script (microsoft#1176)

* Add msbench_benchmarks repo clone to get model definition

* Remove unused vars

* Use mcp-pr repo before MI has access to msbench-benchmarks repo

* Address copilot feedback

* Change back to msbench-benchmarks repo

* Get ADO token for repo clone

* Fix line continuation character

* Add run for all interested models

* Extract run IDs

* Fix yaml format issue

* Schedule it to run nightly

* Address copilot feedbacks

* formalize .foundry and multi-environment support

* fix

* Feature/azure quotas (microsoft#1137)

* update for using azure-quotas in skill

* test update

* unit test update

* path update

* add skill in skills.json

* skills.json update

* reduce the text

* version update

* skill version

* skill description update

* reduce text size

* 1.0.4 for next prepare version

* upload snap shot

* update version

* test update

---------

Co-authored-by: Yinghui Dong <yinghuidong@microsoft.com>

* build(deps-dev): bump simple-git from 3.30.0 to 3.32.3 in /tests (microsoft#1213)

Bumps [simple-git](https://github.com/steveukx/git-js/tree/HEAD/simple-git) from 3.30.0 to 3.32.3.
- [Release notes](https://github.com/steveukx/git-js/releases)
- [Changelog](https://github.com/steveukx/git-js/blob/main/simple-git/CHANGELOG.md)
- [Commits](https://github.com/steveukx/git-js/commits/simple-git@3.32.3/simple-git)

---
updated-dependencies:
- dependency-name: simple-git
  dependency-version: 3.32.3
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Improve azure-compliance invocation rate (microsoft#1214)

* Improve azure-compliance invocation rate

* Race condition free report writing

* Fix debug logging for report location

* Bump skill version

* Fix suffix base value

* fix

* llm judge model and eval group improvement

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Chris Harris <charris@microsoft.com>
Co-authored-by: JasonYeMSFT <chuye@microsoft.com>
Co-authored-by: xfz11 <81600993+xfz11@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Juan Ospina <70209456+jeo02@users.noreply.github.com>
Co-authored-by: Jon Gallant <2163001+jongio@users.noreply.github.com>
Co-authored-by: Wes Haggard <weshaggard@users.noreply.github.com>
Co-authored-by: Fan Yang <52458914+fanyang-mono@users.noreply.github.com>
Co-authored-by: rakal-dyh <33503911+rakal-dyh@users.noreply.github.com>
Co-authored-by: Yinghui Dong <yinghuidong@microsoft.com>
XOEEst added a commit to XOEEst/GitHub-Copilot-for-Azure that referenced this pull request Mar 11, 2026
* Fix broken auto-create evaluators step in deploy/observe loop

The 'Auto-create evaluators & evaluation dataset' step was being skipped
when the monolithic agent-observability-loop skill was split into separate
deploy and observe skills. Neither skill owned the auto-create step,
causing post-deploy users to jump directly to evaluation.

Changes:
- deploy.md: Replace generic 'set up evaluation?' prompt with automatic
  6-step evaluator & dataset creation matching the reference behavior
- observe.md: Add Loop Overview, fix entry points to route post-deploy
  users through auto-setup, add evaluator existence check
- deploy-and-setup.md: Make auto-create primary content, demote deploy
  section to prerequisites

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add content tests for observe/deploy loop logic

Tests verify:
- observe.md has Loop Overview, post-deploy entry points, evaluator
  existence checks, behavioral rules, and all reference files
- deploy.md has auto-create evaluators section that is automatic (not
  optional), includes evaluator categories, LLM-judge, artifact
  persistence, and routes to observe skill Step 2
- deploy-and-setup.md has auto-create as primary content with proper
  evaluator selection, dataset generation, and user prompt

49 tests total (29 observe + 20 deploy), all passing.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* chore: trigger CI checks

* Fix

* add local dataset gen enforcement

* Merge

* feat: prefer monitor_resource_log_query and local datasets

- Replace azure-kusto delegation with monitor_resource_log_query for
  App Insights KQL queries in trace.md and troubleshoot.md
- Mark evaluation_dataset_create as not available (MCP upload not ready)
- Replace server-side dataset sections with local JSONL workflow
- Update mcp-gap-analysis.md to reflect practical tool availability

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: make dataset upload restriction more agent-proof

- Add Do NOT section at top of trace-to-dataset.md (before Overview)
- Add behavioral rule #7 to eval-datasets.md: never upload to cloud
- Remove Option A/B structure; Step 4 is now local JSONL only
- Eliminates subtle strikethrough formatting that agents miss

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix link

* fix: make auto-create evaluators an explicit numbered step

- Hosted workflow: add Step 10 after Step 9 with DO NOT stop gate
- Prompt workflow: add Step 5 after Step 4 with DO NOT stop gate
- Both link to existing After Deployment section as implementation
- Prevents agents from treating evaluator setup as optional appendix

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* feat: add dataset update loop with optimization guardrails

- Add Dataset Update Loop (eval→compare→analyze→optimize→re-eval)
  to dataset-versioning.md after Creating a New Version
- Add guardrails: never remove dataset rows or weaken evaluators
  to recover scores after dataset expansion
- Add same guardrail to observe optimize-deploy.md Step 6
- Add behavioral rule #8 to eval-datasets.md

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: add subscription parameter warning to trace-related skills

Always pass subscription explicitly to Azure MCP tools like
monitor_resource_log_query — they don't extract it from resource IDs.
Added to trace.md, troubleshoot.md, and trace-to-dataset.md.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: make customEvents-to-traces eval correlation more obvious

- Add Key Concept section to trace-to-dataset.md explaining that
  eval results live in customEvents (not dependencies) and the
  join key is gen_ai.response.id
- Add table showing dependencies vs customEvents join pattern
- Cross-reference trace skill's eval-correlation.md from both
  trace-to-dataset.md and eval-datasets.md Related Skills

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: improve cross-references and add KQL parse_json warning

1. Add parse_json(customDimensions) warning to Do NOT section
2. Add Related References section with skill-root paths
3. Add skill-root path hints to all cross-skill links
4. Add observe + trace to SKILL.md sub-skill routing table

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: improve hosted agent KQL patterns and content extraction

- Add Hosted Agent Harvest template (requests→dependencies join)
- Fix Hosted Agent Attributes: appear on both requests and traces
- Add gen_ai.agent.name duality callout (Foundry name vs class name)
- Remove incorrect azure.ai.agentserver.agent_name fallback from dependencies queries
- Document gen_ai.input.messages/gen_ai.output.messages as content source
- Add operation_ParentId join example to Span Correlation section
- Update search-traces.md hosted agent query to use requests entry point

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: improve trace sub-skills for hosted agent KQL patterns

- search-traces: fix hosted agent query to group by operation_ParentId
- conversation-detail: add content extraction from invoke_agent spans
  (gen_ai.input.messages / gen_ai.output.messages)
- analyze-failures: add hosted agent gen_ai.agent.name duality warning
  and hosted agent variant query using requests→dependencies join
- analyze-latency: same hosted agent warning and variant query
- kql-templates: expand requests table description as preferred entry
  point; add gen_ai.input/output.messages to attributes table
- trace.md: reword rule 6 to clarify hosted vs prompt agent filtering

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: restore routing keywords and update trigger snapshots

- Add back critical routing keywords to SKILL.md description (578→779 chars):
  role assignment, permissions, capacity, region, deployment failure,
  AI Services, Cognitive Services, provision, knowledge index,
  monitoring, customize, onboard, availability
- Update trigger test snapshots for new keyword set (24 snapshots)
- Fix deploy trigger test: Docker IS our capability (remove false negative)
- Fix customize-deployment tests: ensure prompts have ≥2 keyword matches
- Fix deploy-model-optimal-region tests: use longer prompts for HA/PTU

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: add 'create AI Services' to description for resource/create test

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* chore: bump microsoft-foundry version to 1.0.2

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* feat(eval-datasets): enable Foundry dataset sync via MCP tools

- Add Step 5 (Sync to Foundry) to trace-to-dataset pipeline using
  evaluation_dataset_create with connectionName and project_connection tools
- Add server-side version discovery via evaluation_dataset_versions_get
- Add dual experiment types to dataset-comparison (agent vs dataset comparison)
- Update mcp-gap-analysis: mark resolved tools, update workarounds
- Add AzureBlob to project connections reference
- Bump microsoft-foundry version to 1.0.3
- Fix upstream section heading changes in unit tests
- Update trigger snapshots for upstream keyword changes

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* refactor(dataset-comparison): focus on dataset-version comparison only

Remove agent comparison experiment type from dataset-comparison flow.
Agent comparison belongs in the observe/eval loop, not the dataset skill.
Update all examples to use dataset versions as baseline/treatment.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Remove Playwright MCP server until skills require it (microsoft#1200)

* Collapse token analysis comment (microsoft#1147)

* update region-availability in prepare/validate/deploy skill (microsoft#1083)

* update region-availability in prepare/deploy skill

* update

* update

* fix

* update date

* Update plugin/skills/azure-deploy/references/region-availability.md

* fix ci failure

* bump version

* build(deps): bump @github/copilot and @github/copilot-sdk in /tests (microsoft#1201)

Bumps [@github/copilot](https://github.com/github/copilot-cli) to 1.0.2 and updates ancestor dependency [@github/copilot-sdk](https://github.com/github/copilot-sdk). These dependencies need to be updated together.

Updates `@github/copilot` from 0.0.414 to 1.0.2
- [Release notes](https://github.com/github/copilot-cli/releases)
- [Changelog](https://github.com/github/copilot-cli/blob/main/changelog.md)
- [Commits](github/copilot-cli@v0.0.414...v1.0.2)

Updates `@github/copilot-sdk` from 0.1.26 to 0.1.32
- [Release notes](https://github.com/github/copilot-sdk/releases)
- [Changelog](https://github.com/github/copilot-sdk/blob/main/CHANGELOG.md)
- [Commits](https://github.com/github/copilot-sdk/commits/v0.1.32)

---
updated-dependencies:
- dependency-name: "@github/copilot"
  dependency-version: 1.0.2
  dependency-type: indirect
- dependency-name: "@github/copilot-sdk"
  dependency-version: 0.1.32
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* specify application path in prompt (microsoft#1204)

* Add AVM (Azure Verified Modules) integration tests (microsoft#1171)

* Add AVM (Azure Verified Modules) integration tests

Add 3 integration tests validating the AVM module selection hierarchy
for Bicep infrastructure generation:

- avm-module-priority: Verifies AVM modules prioritized over non-AVM
- avm-fallback-behavior: Verifies fallback stays within AVM ecosystem
- avm-azd-pattern-preference: Verifies AZD pattern modules preferred

Tests validate that the azure-deploy skill enforces the mandatory
AVM selection order: Pattern modules > Resource modules > Utility
modules, and never falls back to non-AVM alternatives.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add output assertions to AVM integration tests

Address Copilot review feedback: add keyword-based output
assertions using getAllAssistantMessages/getAllToolText to
verify agent responses contain AVM hierarchy terms, not just
skill invocation. Includes non-AVM fallback negative check.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Strengthen AVM test output assertions per Copilot review

- Split keyword checks into critical-term + context assertions
- Add resource-before-utility ordering assertion for fallback test
- Expand non-AVM negative check to use regex patterns
- Require core keywords (avm+pattern, azd+pattern) explicitly

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: address Copilot round 3 — ordering assertions and context-aware non-AVM check

- Add hierarchy ordering assertion to test 1 (pattern before resource/utility)
- Make non-AVM detection context-aware: skip matches preceded by negation words
  (e.g., 'never fall back to non-AVM' is correct behavior, not a false positive)
- Add pattern-before-resource ordering assertion to test 3 (AZD pattern preference)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* refactor: move AVM integration tests to avm/ subdirectory

Move tests/azure-deploy/avm-integration.test.ts to
tests/azure-deploy/avm/integration.test.ts so the file matches the
**/integration.test.ts glob used by the custom ESLint rule
(integration-test-name) and follows the subdirectory convention
established by tests/microsoft-foundry/ (e.g. foundry-agent/).

Import paths updated from ../utils/ to ../../utils/ to reflect the
new depth.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: address round 4 Copilot review feedback

- Add 'fall back'/'fall-back' keyword variants for resilience
- Extend non-AVM negation check to also scan following context
- Use regex for AZD ordering assertion to match plural/prefixed variants

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

---------

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Update github workflows to use best practices (microsoft#1149)

* Early terminate azure-deploy, azure-validate tests (microsoft#1205)

Add comment for early termination to help AI grader

* Replace script inline parameters with env var (microsoft#1209)

* Early terminate azure-deploy tests on deploy link (microsoft#1208)

* Early terminate azure-deploy tests on deploy link

* Fix lint issue

* Reduce char count of existing skills (microsoft#1210)

* Reduce char count of existing skills

* Update ci tests and snapshots

* Enhance benchmark ci run script (microsoft#1176)

* Add msbench_benchmarks repo clone to get model definition

* Remove unused vars

* Use mcp-pr repo before MI has access to msbench-benchmarks repo

* Address copilot feedback

* Change back to msbench-benchmarks repo

* Get ADO token for repo clone

* Fix line continuation character

* Add run for all interested models

* Extract run IDs

* Fix yaml format issue

* Schedule it to run nightly

* Address copilot feedbacks

* formalize .foundry and multi-environment support

* fix

* Feature/azure quotas (microsoft#1137)

* update for using azure-quotas in skill

* test update

* unit test update

* path update

* add skill in skills.json

* skills.json update

* reduce the text

* version update

* skill version

* skill description update

* reduce text size

* 1.0.4 for next prepare version

* upload snap shot

* update version

* test update

---------

Co-authored-by: Yinghui Dong <yinghuidong@microsoft.com>

* build(deps-dev): bump simple-git from 3.30.0 to 3.32.3 in /tests (microsoft#1213)

Bumps [simple-git](https://github.com/steveukx/git-js/tree/HEAD/simple-git) from 3.30.0 to 3.32.3.
- [Release notes](https://github.com/steveukx/git-js/releases)
- [Changelog](https://github.com/steveukx/git-js/blob/main/simple-git/CHANGELOG.md)
- [Commits](https://github.com/steveukx/git-js/commits/simple-git@3.32.3/simple-git)

---
updated-dependencies:
- dependency-name: simple-git
  dependency-version: 3.32.3
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Improve azure-compliance invocation rate (microsoft#1214)

* Improve azure-compliance invocation rate

* Race condition free report writing

* Fix debug logging for report location

* Bump skill version

* Fix suffix base value

* fix

* llm judge model and eval group improvement

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Chris Harris <charris@microsoft.com>
Co-authored-by: JasonYeMSFT <chuye@microsoft.com>
Co-authored-by: xfz11 <81600993+xfz11@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Juan Ospina <70209456+jeo02@users.noreply.github.com>
Co-authored-by: Jon Gallant <2163001+jongio@users.noreply.github.com>
Co-authored-by: Wes Haggard <weshaggard@users.noreply.github.com>
Co-authored-by: Fan Yang <52458914+fanyang-mono@users.noreply.github.com>
Co-authored-by: rakal-dyh <33503911+rakal-dyh@users.noreply.github.com>
Co-authored-by: Yinghui Dong <yinghuidong@microsoft.com>
JasonYeMSFT added a commit that referenced this pull request Mar 13, 2026
…and more. (#1219)

* Fix Issue Triage workflow: add `github.token` fallback for missing `COPILOT_GITHUB_TOKEN` (#6)

* Initial plan

* Fix issue triage workflow: add github.token fallback for COPILOT_GITHUB_TOKEN

The Issue Triage workflow was failing at the secret validation step because
COPILOT_GITHUB_TOKEN was not configured. This adds github.token as a fallback
in all 4 places where COPILOT_GITHUB_TOKEN is used for authentication:
- agent job: validate-secret step and Execute step
- detection job: validate-secret step and Execute step

This is consistent with the existing fallback patterns in the workflow
(e.g., secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN)

Co-authored-by: XOEEst <18523445+XOEEst@users.noreply.github.com>

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: XOEEst <18523445+XOEEst@users.noreply.github.com>

* Fix/observe deploy loop logic (#7)

* Fix broken auto-create evaluators step in deploy/observe loop

The 'Auto-create evaluators & evaluation dataset' step was being skipped
when the monolithic agent-observability-loop skill was split into separate
deploy and observe skills. Neither skill owned the auto-create step,
causing post-deploy users to jump directly to evaluation.

Changes:
- deploy.md: Replace generic 'set up evaluation?' prompt with automatic
  6-step evaluator & dataset creation matching the reference behavior
- observe.md: Add Loop Overview, fix entry points to route post-deploy
  users through auto-setup, add evaluator existence check
- deploy-and-setup.md: Make auto-create primary content, demote deploy
  section to prerequisites

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add content tests for observe/deploy loop logic

Tests verify:
- observe.md has Loop Overview, post-deploy entry points, evaluator
  existence checks, behavioral rules, and all reference files
- deploy.md has auto-create evaluators section that is automatic (not
  optional), includes evaluator categories, LLM-judge, artifact
  persistence, and routes to observe skill Step 2
- deploy-and-setup.md has auto-create as primary content with proper
  evaluator selection, dataset generation, and user prompt

49 tests total (29 observe + 20 deploy), all passing.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* chore: trigger CI checks

* Fix

* add local dataset gen enforcement

* Merge

* feat: prefer monitor_resource_log_query and local datasets

- Replace azure-kusto delegation with monitor_resource_log_query for
  App Insights KQL queries in trace.md and troubleshoot.md
- Mark evaluation_dataset_create as not available (MCP upload not ready)
- Replace server-side dataset sections with local JSONL workflow
- Update mcp-gap-analysis.md to reflect practical tool availability

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: make dataset upload restriction more agent-proof

- Add Do NOT section at top of trace-to-dataset.md (before Overview)
- Add behavioral rule #7 to eval-datasets.md: never upload to cloud
- Remove Option A/B structure; Step 4 is now local JSONL only
- Eliminates subtle strikethrough formatting that agents miss

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix link

* fix: make auto-create evaluators an explicit numbered step

- Hosted workflow: add Step 10 after Step 9 with DO NOT stop gate
- Prompt workflow: add Step 5 after Step 4 with DO NOT stop gate
- Both link to existing After Deployment section as implementation
- Prevents agents from treating evaluator setup as optional appendix

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* feat: add dataset update loop with optimization guardrails

- Add Dataset Update Loop (eval→compare→analyze→optimize→re-eval)
  to dataset-versioning.md after Creating a New Version
- Add guardrails: never remove dataset rows or weaken evaluators
  to recover scores after dataset expansion
- Add same guardrail to observe optimize-deploy.md Step 6
- Add behavioral rule #8 to eval-datasets.md

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: add subscription parameter warning to trace-related skills

Always pass subscription explicitly to Azure MCP tools like
monitor_resource_log_query — they don't extract it from resource IDs.
Added to trace.md, troubleshoot.md, and trace-to-dataset.md.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: make customEvents-to-traces eval correlation more obvious

- Add Key Concept section to trace-to-dataset.md explaining that
  eval results live in customEvents (not dependencies) and the
  join key is gen_ai.response.id
- Add table showing dependencies vs customEvents join pattern
- Cross-reference trace skill's eval-correlation.md from both
  trace-to-dataset.md and eval-datasets.md Related Skills

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: improve cross-references and add KQL parse_json warning

1. Add parse_json(customDimensions) warning to Do NOT section
2. Add Related References section with skill-root paths
3. Add skill-root path hints to all cross-skill links
4. Add observe + trace to SKILL.md sub-skill routing table

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: improve hosted agent KQL patterns and content extraction

- Add Hosted Agent Harvest template (requests→dependencies join)
- Fix Hosted Agent Attributes: appear on both requests and traces
- Add gen_ai.agent.name duality callout (Foundry name vs class name)
- Remove incorrect azure.ai.agentserver.agent_name fallback from dependencies queries
- Document gen_ai.input.messages/gen_ai.output.messages as content source
- Add operation_ParentId join example to Span Correlation section
- Update search-traces.md hosted agent query to use requests entry point

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: improve trace sub-skills for hosted agent KQL patterns

- search-traces: fix hosted agent query to group by operation_ParentId
- conversation-detail: add content extraction from invoke_agent spans
  (gen_ai.input.messages / gen_ai.output.messages)
- analyze-failures: add hosted agent gen_ai.agent.name duality warning
  and hosted agent variant query using requests→dependencies join
- analyze-latency: same hosted agent warning and variant query
- kql-templates: expand requests table description as preferred entry
  point; add gen_ai.input/output.messages to attributes table
- trace.md: reword rule 6 to clarify hosted vs prompt agent filtering

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: restore routing keywords and update trigger snapshots

- Add back critical routing keywords to SKILL.md description (578→779 chars):
  role assignment, permissions, capacity, region, deployment failure,
  AI Services, Cognitive Services, provision, knowledge index,
  monitoring, customize, onboard, availability
- Update trigger test snapshots for new keyword set (24 snapshots)
- Fix deploy trigger test: Docker IS our capability (remove false negative)
- Fix customize-deployment tests: ensure prompts have ≥2 keyword matches
- Fix deploy-model-optimal-region tests: use longer prompts for HA/PTU

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: add 'create AI Services' to description for resource/create test

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* chore: bump microsoft-foundry version to 1.0.2

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* feat(eval-datasets): enable Foundry dataset sync via MCP tools

- Add Step 5 (Sync to Foundry) to trace-to-dataset pipeline using
  evaluation_dataset_create with connectionName and project_connection tools
- Add server-side version discovery via evaluation_dataset_versions_get
- Add dual experiment types to dataset-comparison (agent vs dataset comparison)
- Update mcp-gap-analysis: mark resolved tools, update workarounds
- Add AzureBlob to project connections reference
- Bump microsoft-foundry version to 1.0.3
- Fix upstream section heading changes in unit tests
- Update trigger snapshots for upstream keyword changes

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* refactor(dataset-comparison): focus on dataset-version comparison only

Remove agent comparison experiment type from dataset-comparison flow.
Agent comparison belongs in the observe/eval loop, not the dataset skill.
Update all examples to use dataset versions as baseline/treatment.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Remove Playwright MCP server until skills require it (#1200)

* Collapse token analysis comment (#1147)

* update region-availability in prepare/validate/deploy skill (#1083)

* update region-availability in prepare/deploy skill

* update

* update

* fix

* update date

* Update plugin/skills/azure-deploy/references/region-availability.md

* fix ci failure

* bump version

* build(deps): bump @github/copilot and @github/copilot-sdk in /tests (#1201)

Bumps [@github/copilot](https://github.com/github/copilot-cli) to 1.0.2 and updates ancestor dependency [@github/copilot-sdk](https://github.com/github/copilot-sdk). These dependencies need to be updated together.

Updates `@github/copilot` from 0.0.414 to 1.0.2
- [Release notes](https://github.com/github/copilot-cli/releases)
- [Changelog](https://github.com/github/copilot-cli/blob/main/changelog.md)
- [Commits](github/copilot-cli@v0.0.414...v1.0.2)

Updates `@github/copilot-sdk` from 0.1.26 to 0.1.32
- [Release notes](https://github.com/github/copilot-sdk/releases)
- [Changelog](https://github.com/github/copilot-sdk/blob/main/CHANGELOG.md)
- [Commits](https://github.com/github/copilot-sdk/commits/v0.1.32)

---
updated-dependencies:
- dependency-name: "@github/copilot"
  dependency-version: 1.0.2
  dependency-type: indirect
- dependency-name: "@github/copilot-sdk"
  dependency-version: 0.1.32
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* specify application path in prompt (#1204)

* Add AVM (Azure Verified Modules) integration tests (#1171)

* Add AVM (Azure Verified Modules) integration tests

Add 3 integration tests validating the AVM module selection hierarchy
for Bicep infrastructure generation:

- avm-module-priority: Verifies AVM modules prioritized over non-AVM
- avm-fallback-behavior: Verifies fallback stays within AVM ecosystem
- avm-azd-pattern-preference: Verifies AZD pattern modules preferred

Tests validate that the azure-deploy skill enforces the mandatory
AVM selection order: Pattern modules > Resource modules > Utility
modules, and never falls back to non-AVM alternatives.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add output assertions to AVM integration tests

Address Copilot review feedback: add keyword-based output
assertions using getAllAssistantMessages/getAllToolText to
verify agent responses contain AVM hierarchy terms, not just
skill invocation. Includes non-AVM fallback negative check.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Strengthen AVM test output assertions per Copilot review

- Split keyword checks into critical-term + context assertions
- Add resource-before-utility ordering assertion for fallback test
- Expand non-AVM negative check to use regex patterns
- Require core keywords (avm+pattern, azd+pattern) explicitly

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: address Copilot round 3 — ordering assertions and context-aware non-AVM check

- Add hierarchy ordering assertion to test 1 (pattern before resource/utility)
- Make non-AVM detection context-aware: skip matches preceded by negation words
  (e.g., 'never fall back to non-AVM' is correct behavior, not a false positive)
- Add pattern-before-resource ordering assertion to test 3 (AZD pattern preference)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* refactor: move AVM integration tests to avm/ subdirectory

Move tests/azure-deploy/avm-integration.test.ts to
tests/azure-deploy/avm/integration.test.ts so the file matches the
**/integration.test.ts glob used by the custom ESLint rule
(integration-test-name) and follows the subdirectory convention
established by tests/microsoft-foundry/ (e.g. foundry-agent/).

Import paths updated from ../utils/ to ../../utils/ to reflect the
new depth.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: address round 4 Copilot review feedback

- Add 'fall back'/'fall-back' keyword variants for resilience
- Extend non-AVM negation check to also scan following context
- Use regex for AZD ordering assertion to match plural/prefixed variants

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

---------

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Update github workflows to use best practices (#1149)

* Early terminate azure-deploy, azure-validate tests (#1205)

Add comment for early termination to help AI grader

* Replace script inline parameters with env var (#1209)

* Early terminate azure-deploy tests on deploy link (#1208)

* Early terminate azure-deploy tests on deploy link

* Fix lint issue

* Reduce char count of existing skills (#1210)

* Reduce char count of existing skills

* Update ci tests and snapshots

* Enhance benchmark ci run script (#1176)

* Add msbench_benchmarks repo clone to get model definition

* Remove unused vars

* Use mcp-pr repo before MI has access to msbench-benchmarks repo

* Address copilot feedback

* Change back to msbench-benchmarks repo

* Get ADO token for repo clone

* Fix line continuation character

* Add run for all interested models

* Extract run IDs

* Fix yaml format issue

* Schedule it to run nightly

* Address copilot feedbacks

* formalize .foundry and multi-environment support

* fix

* Feature/azure quotas (#1137)

* update for using azure-quotas in skill

* test update

* unit test update

* path update

* add skill in skills.json

* skills.json update

* reduce the text

* version update

* skill version

* skill description update

* reduce text size

* 1.0.4 for next prepare version

* upload snap shot

* update version

* test update

---------

Co-authored-by: Yinghui Dong <yinghuidong@microsoft.com>

* build(deps-dev): bump simple-git from 3.30.0 to 3.32.3 in /tests (#1213)

Bumps [simple-git](https://github.com/steveukx/git-js/tree/HEAD/simple-git) from 3.30.0 to 3.32.3.
- [Release notes](https://github.com/steveukx/git-js/releases)
- [Changelog](https://github.com/steveukx/git-js/blob/main/simple-git/CHANGELOG.md)
- [Commits](https://github.com/steveukx/git-js/commits/simple-git@3.32.3/simple-git)

---
updated-dependencies:
- dependency-name: simple-git
  dependency-version: 3.32.3
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Improve azure-compliance invocation rate (#1214)

* Improve azure-compliance invocation rate

* Race condition free report writing

* Fix debug logging for report location

* Bump skill version

* Fix suffix base value

* fix

* llm judge model and eval group improvement

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Chris Harris <charris@microsoft.com>
Co-authored-by: JasonYeMSFT <chuye@microsoft.com>
Co-authored-by: xfz11 <81600993+xfz11@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Juan Ospina <70209456+jeo02@users.noreply.github.com>
Co-authored-by: Jon Gallant <2163001+jongio@users.noreply.github.com>
Co-authored-by: Wes Haggard <weshaggard@users.noreply.github.com>
Co-authored-by: Fan Yang <52458914+fanyang-mono@users.noreply.github.com>
Co-authored-by: rakal-dyh <33503911+rakal-dyh@users.noreply.github.com>
Co-authored-by: Yinghui Dong <yinghuidong@microsoft.com>

* fix: expose observe prompt optimization routing

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

# Conflicts:
#	tests/microsoft-foundry/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/foundry-agent/create/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/foundry-agent/deploy/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/foundry-agent/invoke/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/foundry-agent/observe/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/foundry-agent/trace/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/foundry-agent/troubleshoot/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/models/deploy/capacity/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/models/deploy/customize-deployment/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/models/deploy/deploy-model-optimal-region/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/models/deploy/deploy-model/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/resource/create/__snapshots__/triggers.test.ts.snap

* chore: drop issue triage token fallback

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* docs: simplify deploy P0 test case guidance

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* chore: align microsoft-foundry version

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix comments

* test: move eval-datasets invocation tests

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix comments

* bump version

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Copilot <198982749+Copilot@users.noreply.github.com>
Co-authored-by: XOEEst <18523445+XOEEst@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Chris Harris <charris@microsoft.com>
Co-authored-by: JasonYeMSFT <chuye@microsoft.com>
Co-authored-by: xfz11 <81600993+xfz11@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Juan Ospina <70209456+jeo02@users.noreply.github.com>
Co-authored-by: Jon Gallant <2163001+jongio@users.noreply.github.com>
Co-authored-by: Wes Haggard <weshaggard@users.noreply.github.com>
Co-authored-by: Fan Yang <52458914+fanyang-mono@users.noreply.github.com>
Co-authored-by: rakal-dyh <33503911+rakal-dyh@users.noreply.github.com>
Co-authored-by: Yinghui Dong <yinghuidong@microsoft.com>
XOEEst added a commit that referenced this pull request Mar 19, 2026
* Fix Issue Triage workflow: add `github.token` fallback for missing `COPILOT_GITHUB_TOKEN` (#6)

* Initial plan

* Fix issue triage workflow: add github.token fallback for COPILOT_GITHUB_TOKEN

The Issue Triage workflow was failing at the secret validation step because
COPILOT_GITHUB_TOKEN was not configured. This adds github.token as a fallback
in all 4 places where COPILOT_GITHUB_TOKEN is used for authentication:
- agent job: validate-secret step and Execute step
- detection job: validate-secret step and Execute step

This is consistent with the existing fallback patterns in the workflow
(e.g., secrets.GH_AW_GITHUB_MCP_SERVER_TOKEN || secrets.GH_AW_GITHUB_TOKEN || secrets.GITHUB_TOKEN)

Co-authored-by: XOEEst <18523445+XOEEst@users.noreply.github.com>

---------

Co-authored-by: copilot-swe-agent[bot] <198982749+Copilot@users.noreply.github.com>
Co-authored-by: XOEEst <18523445+XOEEst@users.noreply.github.com>

* Fix/observe deploy loop logic (#7)

* Fix broken auto-create evaluators step in deploy/observe loop

The 'Auto-create evaluators & evaluation dataset' step was being skipped
when the monolithic agent-observability-loop skill was split into separate
deploy and observe skills. Neither skill owned the auto-create step,
causing post-deploy users to jump directly to evaluation.

Changes:
- deploy.md: Replace generic 'set up evaluation?' prompt with automatic
  6-step evaluator & dataset creation matching the reference behavior
- observe.md: Add Loop Overview, fix entry points to route post-deploy
  users through auto-setup, add evaluator existence check
- deploy-and-setup.md: Make auto-create primary content, demote deploy
  section to prerequisites

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add content tests for observe/deploy loop logic

Tests verify:
- observe.md has Loop Overview, post-deploy entry points, evaluator
  existence checks, behavioral rules, and all reference files
- deploy.md has auto-create evaluators section that is automatic (not
  optional), includes evaluator categories, LLM-judge, artifact
  persistence, and routes to observe skill Step 2
- deploy-and-setup.md has auto-create as primary content with proper
  evaluator selection, dataset generation, and user prompt

49 tests total (29 observe + 20 deploy), all passing.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* chore: trigger CI checks

* Fix

* add local dataset gen enforcement

* Merge

* feat: prefer monitor_resource_log_query and local datasets

- Replace azure-kusto delegation with monitor_resource_log_query for
  App Insights KQL queries in trace.md and troubleshoot.md
- Mark evaluation_dataset_create as not available (MCP upload not ready)
- Replace server-side dataset sections with local JSONL workflow
- Update mcp-gap-analysis.md to reflect practical tool availability

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: make dataset upload restriction more agent-proof

- Add Do NOT section at top of trace-to-dataset.md (before Overview)
- Add behavioral rule #7 to eval-datasets.md: never upload to cloud
- Remove Option A/B structure; Step 4 is now local JSONL only
- Eliminates subtle strikethrough formatting that agents miss

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix link

* fix: make auto-create evaluators an explicit numbered step

- Hosted workflow: add Step 10 after Step 9 with DO NOT stop gate
- Prompt workflow: add Step 5 after Step 4 with DO NOT stop gate
- Both link to existing After Deployment section as implementation
- Prevents agents from treating evaluator setup as optional appendix

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* feat: add dataset update loop with optimization guardrails

- Add Dataset Update Loop (eval→compare→analyze→optimize→re-eval)
  to dataset-versioning.md after Creating a New Version
- Add guardrails: never remove dataset rows or weaken evaluators
  to recover scores after dataset expansion
- Add same guardrail to observe optimize-deploy.md Step 6
- Add behavioral rule #8 to eval-datasets.md

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: add subscription parameter warning to trace-related skills

Always pass subscription explicitly to Azure MCP tools like
monitor_resource_log_query — they don't extract it from resource IDs.
Added to trace.md, troubleshoot.md, and trace-to-dataset.md.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: make customEvents-to-traces eval correlation more obvious

- Add Key Concept section to trace-to-dataset.md explaining that
  eval results live in customEvents (not dependencies) and the
  join key is gen_ai.response.id
- Add table showing dependencies vs customEvents join pattern
- Cross-reference trace skill's eval-correlation.md from both
  trace-to-dataset.md and eval-datasets.md Related Skills

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: improve cross-references and add KQL parse_json warning

1. Add parse_json(customDimensions) warning to Do NOT section
2. Add Related References section with skill-root paths
3. Add skill-root path hints to all cross-skill links
4. Add observe + trace to SKILL.md sub-skill routing table

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: improve hosted agent KQL patterns and content extraction

- Add Hosted Agent Harvest template (requests→dependencies join)
- Fix Hosted Agent Attributes: appear on both requests and traces
- Add gen_ai.agent.name duality callout (Foundry name vs class name)
- Remove incorrect azure.ai.agentserver.agent_name fallback from dependencies queries
- Document gen_ai.input.messages/gen_ai.output.messages as content source
- Add operation_ParentId join example to Span Correlation section
- Update search-traces.md hosted agent query to use requests entry point

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: improve trace sub-skills for hosted agent KQL patterns

- search-traces: fix hosted agent query to group by operation_ParentId
- conversation-detail: add content extraction from invoke_agent spans
  (gen_ai.input.messages / gen_ai.output.messages)
- analyze-failures: add hosted agent gen_ai.agent.name duality warning
  and hosted agent variant query using requests→dependencies join
- analyze-latency: same hosted agent warning and variant query
- kql-templates: expand requests table description as preferred entry
  point; add gen_ai.input/output.messages to attributes table
- trace.md: reword rule 6 to clarify hosted vs prompt agent filtering

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: restore routing keywords and update trigger snapshots

- Add back critical routing keywords to SKILL.md description (578→779 chars):
  role assignment, permissions, capacity, region, deployment failure,
  AI Services, Cognitive Services, provision, knowledge index,
  monitoring, customize, onboard, availability
- Update trigger test snapshots for new keyword set (24 snapshots)
- Fix deploy trigger test: Docker IS our capability (remove false negative)
- Fix customize-deployment tests: ensure prompts have ≥2 keyword matches
- Fix deploy-model-optimal-region tests: use longer prompts for HA/PTU

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: add 'create AI Services' to description for resource/create test

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* chore: bump microsoft-foundry version to 1.0.2

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* feat(eval-datasets): enable Foundry dataset sync via MCP tools

- Add Step 5 (Sync to Foundry) to trace-to-dataset pipeline using
  evaluation_dataset_create with connectionName and project_connection tools
- Add server-side version discovery via evaluation_dataset_versions_get
- Add dual experiment types to dataset-comparison (agent vs dataset comparison)
- Update mcp-gap-analysis: mark resolved tools, update workarounds
- Add AzureBlob to project connections reference
- Bump microsoft-foundry version to 1.0.3
- Fix upstream section heading changes in unit tests
- Update trigger snapshots for upstream keyword changes

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* refactor(dataset-comparison): focus on dataset-version comparison only

Remove agent comparison experiment type from dataset-comparison flow.
Agent comparison belongs in the observe/eval loop, not the dataset skill.
Update all examples to use dataset versions as baseline/treatment.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Remove Playwright MCP server until skills require it (#1200)

* Collapse token analysis comment (#1147)

* update region-availability in prepare/validate/deploy skill (#1083)

* update region-availability in prepare/deploy skill

* update

* update

* fix

* update date

* Update plugin/skills/azure-deploy/references/region-availability.md

* fix ci failure

* bump version

* build(deps): bump @github/copilot and @github/copilot-sdk in /tests (#1201)

Bumps [@github/copilot](https://github.com/github/copilot-cli) to 1.0.2 and updates ancestor dependency [@github/copilot-sdk](https://github.com/github/copilot-sdk). These dependencies need to be updated together.

Updates `@github/copilot` from 0.0.414 to 1.0.2
- [Release notes](https://github.com/github/copilot-cli/releases)
- [Changelog](https://github.com/github/copilot-cli/blob/main/changelog.md)
- [Commits](github/copilot-cli@v0.0.414...v1.0.2)

Updates `@github/copilot-sdk` from 0.1.26 to 0.1.32
- [Release notes](https://github.com/github/copilot-sdk/releases)
- [Changelog](https://github.com/github/copilot-sdk/blob/main/CHANGELOG.md)
- [Commits](https://github.com/github/copilot-sdk/commits/v0.1.32)

---
updated-dependencies:
- dependency-name: "@github/copilot"
  dependency-version: 1.0.2
  dependency-type: indirect
- dependency-name: "@github/copilot-sdk"
  dependency-version: 0.1.32
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* specify application path in prompt (#1204)

* Add AVM (Azure Verified Modules) integration tests (#1171)

* Add AVM (Azure Verified Modules) integration tests

Add 3 integration tests validating the AVM module selection hierarchy
for Bicep infrastructure generation:

- avm-module-priority: Verifies AVM modules prioritized over non-AVM
- avm-fallback-behavior: Verifies fallback stays within AVM ecosystem
- avm-azd-pattern-preference: Verifies AZD pattern modules preferred

Tests validate that the azure-deploy skill enforces the mandatory
AVM selection order: Pattern modules > Resource modules > Utility
modules, and never falls back to non-AVM alternatives.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Add output assertions to AVM integration tests

Address Copilot review feedback: add keyword-based output
assertions using getAllAssistantMessages/getAllToolText to
verify agent responses contain AVM hierarchy terms, not just
skill invocation. Includes non-AVM fallback negative check.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Strengthen AVM test output assertions per Copilot review

- Split keyword checks into critical-term + context assertions
- Add resource-before-utility ordering assertion for fallback test
- Expand non-AVM negative check to use regex patterns
- Require core keywords (avm+pattern, azd+pattern) explicitly

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: address Copilot round 3 — ordering assertions and context-aware non-AVM check

- Add hierarchy ordering assertion to test 1 (pattern before resource/utility)
- Make non-AVM detection context-aware: skip matches preceded by negation words
  (e.g., 'never fall back to non-AVM' is correct behavior, not a false positive)
- Add pattern-before-resource ordering assertion to test 3 (AZD pattern preference)

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* refactor: move AVM integration tests to avm/ subdirectory

Move tests/azure-deploy/avm-integration.test.ts to
tests/azure-deploy/avm/integration.test.ts so the file matches the
**/integration.test.ts glob used by the custom ESLint rule
(integration-test-name) and follows the subdirectory convention
established by tests/microsoft-foundry/ (e.g. foundry-agent/).

Import paths updated from ../utils/ to ../../utils/ to reflect the
new depth.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: address round 4 Copilot review feedback

- Add 'fall back'/'fall-back' keyword variants for resilience
- Extend non-AVM negation check to also scan following context
- Use regex for AZD ordering assertion to match plural/prefixed variants

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

---------

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Update github workflows to use best practices (#1149)

* Early terminate azure-deploy, azure-validate tests (#1205)

Add comment for early termination to help AI grader

* Replace script inline parameters with env var (#1209)

* Early terminate azure-deploy tests on deploy link (#1208)

* Early terminate azure-deploy tests on deploy link

* Fix lint issue

* Reduce char count of existing skills (#1210)

* Reduce char count of existing skills

* Update ci tests and snapshots

* Enhance benchmark ci run script (#1176)

* Add msbench_benchmarks repo clone to get model definition

* Remove unused vars

* Use mcp-pr repo before MI has access to msbench-benchmarks repo

* Address copilot feedback

* Change back to msbench-benchmarks repo

* Get ADO token for repo clone

* Fix line continuation character

* Add run for all interested models

* Extract run IDs

* Fix yaml format issue

* Schedule it to run nightly

* Address copilot feedbacks

* formalize .foundry and multi-environment support

* fix

* Feature/azure quotas (#1137)

* update for using azure-quotas in skill

* test update

* unit test update

* path update

* add skill in skills.json

* skills.json update

* reduce the text

* version update

* skill version

* skill description update

* reduce text size

* 1.0.4 for next prepare version

* upload snap shot

* update version

* test update

---------

Co-authored-by: Yinghui Dong <yinghuidong@microsoft.com>

* build(deps-dev): bump simple-git from 3.30.0 to 3.32.3 in /tests (#1213)

Bumps [simple-git](https://github.com/steveukx/git-js/tree/HEAD/simple-git) from 3.30.0 to 3.32.3.
- [Release notes](https://github.com/steveukx/git-js/releases)
- [Changelog](https://github.com/steveukx/git-js/blob/main/simple-git/CHANGELOG.md)
- [Commits](https://github.com/steveukx/git-js/commits/simple-git@3.32.3/simple-git)

---
updated-dependencies:
- dependency-name: simple-git
  dependency-version: 3.32.3
  dependency-type: direct:development
...

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Improve azure-compliance invocation rate (#1214)

* Improve azure-compliance invocation rate

* Race condition free report writing

* Fix debug logging for report location

* Bump skill version

* Fix suffix base value

* fix

* llm judge model and eval group improvement

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Chris Harris <charris@microsoft.com>
Co-authored-by: JasonYeMSFT <chuye@microsoft.com>
Co-authored-by: xfz11 <81600993+xfz11@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Juan Ospina <70209456+jeo02@users.noreply.github.com>
Co-authored-by: Jon Gallant <2163001+jongio@users.noreply.github.com>
Co-authored-by: Wes Haggard <weshaggard@users.noreply.github.com>
Co-authored-by: Fan Yang <52458914+fanyang-mono@users.noreply.github.com>
Co-authored-by: rakal-dyh <33503911+rakal-dyh@users.noreply.github.com>
Co-authored-by: Yinghui Dong <yinghuidong@microsoft.com>

* fix: expose observe prompt optimization routing

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

# Conflicts:
#	tests/microsoft-foundry/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/foundry-agent/create/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/foundry-agent/deploy/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/foundry-agent/invoke/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/foundry-agent/observe/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/foundry-agent/trace/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/foundry-agent/troubleshoot/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/models/deploy/capacity/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/models/deploy/customize-deployment/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/models/deploy/deploy-model-optimal-region/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/models/deploy/deploy-model/__snapshots__/triggers.test.ts.snap
#	tests/microsoft-foundry/resource/create/__snapshots__/triggers.test.ts.snap

* chore: drop issue triage token fallback

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* docs: simplify deploy P0 test case guidance

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* chore: align microsoft-foundry version

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix comments

* test: move eval-datasets invocation tests

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix comments

* bump version

* dataset fix (#9)

* dataset fix

* fix: restore foundry dataset guidance

Restore the explicit seed dataset registration guidance in the deploy skill and align dataset docs with the current evaluation_dataset_create MCP surface.

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

---------

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* chore: add codeowner for microsoft-foundry

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: address foundry PR review comments

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix: normalize foundry dataset versioning docs

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Deduplicate Foundry dataset registration docs

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* use sdk for eval results

* Fix comments

* Align observe test with SDK guidance

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Remove redundant Foundry MCP tips

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Fix dataset manifest version examples

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* fix

* Align eval-datasets metadata docs

Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>

* Merge remote-tracking branch 'upstream/main'

---------

Signed-off-by: dependabot[bot] <support@github.com>
Co-authored-by: Copilot <198982749+Copilot@users.noreply.github.com>
Co-authored-by: XOEEst <18523445+XOEEst@users.noreply.github.com>
Co-authored-by: Copilot <223556219+Copilot@users.noreply.github.com>
Co-authored-by: Chris Harris <charris@microsoft.com>
Co-authored-by: JasonYeMSFT <chuye@microsoft.com>
Co-authored-by: xfz11 <81600993+xfz11@users.noreply.github.com>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Juan Ospina <70209456+jeo02@users.noreply.github.com>
Co-authored-by: Jon Gallant <2163001+jongio@users.noreply.github.com>
Co-authored-by: Wes Haggard <weshaggard@users.noreply.github.com>
Co-authored-by: Fan Yang <52458914+fanyang-mono@users.noreply.github.com>
Co-authored-by: rakal-dyh <33503911+rakal-dyh@users.noreply.github.com>
Co-authored-by: Yinghui Dong <yinghuidong@microsoft.com>
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