Cookbook/python error recovery and frozen builds

[tilakpatell]

Pull Request Checklist

• I have read and followed the CONTRIBUTING.md guidelines.
• I have read and followed the Guidance for submissions involving paid services.
• My contribution adds a new instruction, prompt, agent, skill, or workflow file in the correct directory.
• The file follows the required naming convention.
• The content is clearly structured and follows the example format.
• I have tested my instructions, prompt, agent, skill, or workflow with GitHub Copilot.
• I have run npm start and verified that README.md is up to date.
• I am targeting the staged branch for this pull request.

---

Description

Adds two Python cookbook recipes for the Copilot SDK:

• PyInstaller / Frozen Builds — resolving CLI binary path, SSL certs, and execute permissions in frozen builds
• Error Recovery Hooks — using on_post_tool_use and on_error_occurred to classify failures and keep the LLM investigating

Both include markdown writeups and runnable examples in recipe/. Related to copilot-sdk#1016 and copilot-sdk#1000.

Type of Contribution

• New instruction file.
• New prompt file.
• New agent file.
• New plugin.
• New skill file.
• New agentic workflow.
• Update to existing instruction, prompt, agent, plugin, skill, or workflow.
• Other (please specify): New Python cookbook recipes

---

Additional Notes

Couldn't run npm start (no Node.js environment set up). Happy to regenerate if needed.

By submitting this pull request, I confirm that my contribution abides by the Code of Conduct and will be licensed under the MIT License.

[github-actions]

🔍 Skill Validator Results

133 resource(s) checked | ✅ All checks passed

Full output

Found 132 skill(s)
[arize-ai-provider-integration] 📊 arize-ai-provider-integration: 2,305 BPE tokens [chars/4: 2,216] (detailed ✓), 29 sections, 16 code blocks
[arize-ai-provider-integration]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[arize-annotation] 📊 arize-annotation: 1,822 BPE tokens [chars/4: 1,930] (detailed ✓), 18 sections, 7 code blocks
[arize-annotation]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[arize-dataset] 📊 arize-dataset: 3,482 BPE tokens [chars/4: 3,444] (standard ~), 51 sections, 16 code blocks
[arize-dataset]    ⚠  Skill is 3,482 BPE tokens (chars/4 estimate: 3,444) — approaching "comprehensive" range where gains diminish.
[arize-evaluator] 📊 arize-evaluator: 6,243 BPE tokens [chars/4: 6,326] (comprehensive ✗), 57 sections, 22 code blocks
�[31m❌ [arize-evaluator] SKILL.md body is 576 lines — maximum is 500. Move detailed reference material to separate files.�[0m
[arize-evaluator]    ⚠  Skill is 6,243 BPE tokens (chars/4 estimate: 6,326) — "comprehensive" skills hurt performance by 2.9pp on average. Consider splitting into 2–3 focused skills.
[arize-experiment] 📊 arize-experiment: 3,204 BPE tokens [chars/4: 3,167] (standard ~), 33 sections, 18 code blocks
[arize-experiment]    ⚠  Skill is 3,204 BPE tokens (chars/4 estimate: 3,167) — approaching "comprehensive" range where gains diminish.
[arize-instrumentation] 📊 arize-instrumentation: 4,790 BPE tokens [chars/4: 4,901] (standard ~), 19 sections, 3 code blocks
[arize-instrumentation]    ⚠  Skill is 4,790 BPE tokens (chars/4 estimate: 4,901) — approaching "comprehensive" range where gains diminish.
[arize-link] 📊 arize-link: 1,191 BPE tokens [chars/4: 1,073] (detailed ✓), 9 sections, 6 code blocks
[arize-prompt-optimization] 📊 arize-prompt-optimization: 4,296 BPE tokens [chars/4: 4,594] (standard ~), 58 sections, 19 code blocks
[arize-prompt-optimization]    ⚠  Skill is 4,296 BPE tokens (chars/4 estimate: 4,594) — approaching "comprehensive" range where gains diminish.
[arize-trace] 📊 arize-trace: 5,220 BPE tokens [chars/4: 5,151] (comprehensive ✗), 42 sections, 10 code blocks
[arize-trace]    ⚠  Skill is 5,220 BPE tokens (chars/4 estimate: 5,151) — "comprehensive" skills hurt performance by 2.9pp on average. Consider splitting into 2–3 focused skills.
[automate-this] 📊 automate-this: 2,869 BPE tokens [chars/4: 3,107] (standard ~), 16 sections, 8 code blocks
[automate-this]    ⚠  Skill is 2,869 BPE tokens (chars/4 estimate: 3,107) — approaching "comprehensive" range where gains diminish.
[suggest-awesome-github-copilot-agents] 📊 suggest-awesome-github-copilot-agents: 1,467 BPE tokens [chars/4: 1,979] (detailed ✓), 9 sections, 0 code blocks
[suggest-awesome-github-copilot-agents]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[suggest-awesome-github-copilot-instructions] 📊 suggest-awesome-github-copilot-instructions: 1,499 BPE tokens [chars/4: 1,904] (detailed ✓), 11 sections, 1 code blocks
[suggest-awesome-github-copilot-skills] 📊 suggest-awesome-github-copilot-skills: 1,725 BPE tokens [chars/4: 2,018] (detailed ✓), 11 sections, 1 code blocks
[az-cost-optimize] 📊 az-cost-optimize: 2,956 BPE tokens [chars/4: 3,218] (standard ~), 12 sections, 7 code blocks
[az-cost-optimize]    ⚠  Skill is 2,956 BPE tokens (chars/4 estimate: 3,218) — approaching "comprehensive" range where gains diminish.
[azure-pricing] 📊 azure-pricing: 2,315 BPE tokens [chars/4: 2,371] (detailed ✓), 23 sections, 4 code blocks
[azure-resource-health-diagnose] 📊 azure-resource-health-diagnose: 2,492 BPE tokens [chars/4: 2,859] (detailed ✓), 12 sections, 8 code blocks
[import-infrastructure-as-code] 📊 import-infrastructure-as-code: 4,135 BPE tokens [chars/4: 4,680] (standard ~), 30 sections, 11 code blocks
[import-infrastructure-as-code]    ⚠  Skill is 4,135 BPE tokens (chars/4 estimate: 4,680) — approaching "comprehensive" range where gains diminish.
[remember-interactive-programming] 📊 remember-interactive-programming: 175 BPE tokens [chars/4: 221] (compact ✓), 0 sections, 0 code blocks
[remember-interactive-programming]    ⚠  Skill is only 175 BPE tokens (chars/4 estimate: 221) — may be too sparse to provide actionable guidance.
[remember-interactive-programming]    ⚠  No section headers — agents navigate structured documents better.
[remember-interactive-programming]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[remember-interactive-programming]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[context-map] 📊 context-map: 249 BPE tokens [chars/4: 287] (compact ✓), 10 sections, 1 code blocks
[refactor-plan] 📊 refactor-plan: 356 BPE tokens [chars/4: 355] (compact ✓), 15 sections, 1 code blocks
[what-context-needed] 📊 what-context-needed: 209 BPE tokens [chars/4: 219] (compact ✓), 9 sections, 1 code blocks
[integrate-context-matic] 📊 integrate-context-matic: 1,412 BPE tokens [chars/4: 1,495] (detailed ✓), 12 sections, 0 code blocks
[integrate-context-matic]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[integrate-context-matic]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[onboard-context-matic] 📊 onboard-context-matic: 3,039 BPE tokens [chars/4: 3,261] (standard ~), 13 sections, 12 code blocks
[onboard-context-matic]    ⚠  Skill is 3,039 BPE tokens (chars/4 estimate: 3,261) — approaching "comprehensive" range where gains diminish.
[copilot-sdk] 📊 copilot-sdk: 5,748 BPE tokens [chars/4: 6,042] (comprehensive ✗), 63 sections, 41 code blocks
�[31m❌ [copilot-sdk] SKILL.md body is 910 lines — maximum is 500. Move detailed reference material to separate files.�[0m
[copilot-sdk]    ⚠  Skill is 5,748 BPE tokens (chars/4 estimate: 6,042) — "comprehensive" skills hurt performance by 2.9pp on average. Consider splitting into 2–3 focused skills.
[aspnet-minimal-api-openapi] 📊 aspnet-minimal-api-openapi: 343 BPE tokens [chars/4: 439] (compact ✓), 5 sections, 0 code blocks
[aspnet-minimal-api-openapi]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[aspnet-minimal-api-openapi]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[csharp-async] 📊 csharp-async: 379 BPE tokens [chars/4: 466] (compact ✓), 7 sections, 0 code blocks
[csharp-async]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[csharp-async]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[csharp-mstest] 📊 csharp-mstest: 3,249 BPE tokens [chars/4: 3,458] (standard ~), 31 sections, 22 code blocks
[csharp-mstest]    ⚠  Skill is 3,249 BPE tokens (chars/4 estimate: 3,458) — approaching "comprehensive" range where gains diminish.
[csharp-nunit] 📊 csharp-nunit: 636 BPE tokens [chars/4: 711] (detailed ✓), 8 sections, 0 code blocks
[csharp-nunit]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[csharp-nunit]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[csharp-tunit] 📊 csharp-tunit: 1,164 BPE tokens [chars/4: 1,287] (detailed ✓), 10 sections, 0 code blocks
[csharp-tunit]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[csharp-tunit]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[csharp-xunit] 📊 csharp-xunit: 599 BPE tokens [chars/4: 677] (detailed ✓), 8 sections, 0 code blocks
[csharp-xunit]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[csharp-xunit]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[dotnet-best-practices] 📊 dotnet-best-practices: 602 BPE tokens [chars/4: 808] (detailed ✓), 12 sections, 0 code blocks
[dotnet-best-practices]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[dotnet-best-practices]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[dotnet-upgrade] 📊 dotnet-upgrade: 1,354 BPE tokens [chars/4: 1,768] (detailed ✓), 1 sections, 0 code blocks
[dotnet-upgrade]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[dotnet-upgrade]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[csharp-mcp-server-generator] 📊 csharp-mcp-server-generator: 459 BPE tokens [chars/4: 560] (detailed ✓), 9 sections, 0 code blocks
[csharp-mcp-server-generator]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[postgresql-code-review] 📊 postgresql-code-review: 1,646 BPE tokens [chars/4: 1,847] (detailed ✓), 21 sections, 8 code blocks
[postgresql-optimization] 📊 postgresql-optimization: 2,651 BPE tokens [chars/4: 2,834] (standard ~), 36 sections, 20 code blocks
[postgresql-optimization]    ⚠  Skill is 2,651 BPE tokens (chars/4 estimate: 2,834) — approaching "comprehensive" range where gains diminish.
[postgresql-optimization]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[sql-code-review] 📊 sql-code-review: 2,112 BPE tokens [chars/4: 2,220] (detailed ✓), 36 sections, 15 code blocks
[sql-optimization] 📊 sql-optimization: 2,212 BPE tokens [chars/4: 2,298] (detailed ✓), 28 sections, 14 code blocks
[dataverse-python-advanced-patterns] 📊 dataverse-python-advanced-patterns: 242 BPE tokens [chars/4: 291] (compact ✓), 0 sections, 0 code blocks
[dataverse-python-advanced-patterns]    ⚠  No section headers — agents navigate structured documents better.
[dataverse-python-advanced-patterns]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[dataverse-python-production-code] 📊 dataverse-python-production-code: 813 BPE tokens [chars/4: 913] (detailed ✓), 9 sections, 3 code blocks
[dataverse-python-quickstart] 📊 dataverse-python-quickstart: 133 BPE tokens [chars/4: 163] (compact ✓), 0 sections, 0 code blocks
[dataverse-python-quickstart]    ⚠  Skill is only 133 BPE tokens (chars/4 estimate: 163) — may be too sparse to provide actionable guidance.
[dataverse-python-quickstart]    ⚠  No section headers — agents navigate structured documents better.
[dataverse-python-quickstart]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[dataverse-python-quickstart]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[dataverse-python-usecase-builder] 📊 dataverse-python-usecase-builder: 1,538 BPE tokens [chars/4: 1,684] (detailed ✓), 38 sections, 5 code blocks
[azure-resource-health-diagnose] 📊 azure-resource-health-diagnose: 2,492 BPE tokens [chars/4: 2,859] (detailed ✓), 12 sections, 8 code blocks
[multi-stage-dockerfile] 📊 multi-stage-dockerfile: 443 BPE tokens [chars/4: 577] (detailed ✓), 5 sections, 0 code blocks
[multi-stage-dockerfile]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[multi-stage-dockerfile]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[doublecheck] 📊 doublecheck: 3,254 BPE tokens [chars/4: 3,973] (standard ~), 26 sections, 3 code blocks
[doublecheck]    ⚠  Skill is 3,254 BPE tokens (chars/4 estimate: 3,973) — approaching "comprehensive" range where gains diminish.
[from-the-other-side-vega] 📊 from-the-other-side-vega: 820 BPE tokens [chars/4: 894] (detailed ✓), 9 sections, 0 code blocks
[from-the-other-side-vega]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[from-the-other-side-vega]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[geofeed-tuner] 📊 geofeed-tuner: 11,662 BPE tokens [chars/4: 12,215] (comprehensive ✗), 35 sections, 15 code blocks
�[31m❌ [geofeed-tuner] SKILL.md body is 848 lines — maximum is 500. Move detailed reference material to separate files.�[0m
�[31m❌ [geofeed-tuner] File reference './run/data/report-data.json' is 2 directories deep — maximum is 1 level from SKILL.md.�[0m
�[31m❌ [geofeed-tuner] File reference 'assets/example/01-user-input-rfc8805-feed.csv' is 2 directories deep — maximum is 1 level from SKILL.md.�[0m
�[31m❌ [geofeed-tuner] File reference './run/data/comments.json' is 2 directories deep — maximum is 1 level from SKILL.md.�[0m
�[31m❌ [geofeed-tuner] File reference './run/data/report-data.json' is 2 directories deep — maximum is 1 level from SKILL.md.�[0m
�[31m❌ [geofeed-tuner] File reference './run/data/mcp-server-payload.json' is 2 directories deep — maximum is 1 level from SKILL.md.�[0m
�[31m❌ [geofeed-tuner] File reference './run/data/mcp-server-payload.json' is 2 directories deep — maximum is 1 level from SKILL.md.�[0m
�[31m❌ [geofeed-tuner] File reference './run/data/report-data.json' is 2 directories deep — maximum is 1 level from SKILL.md.�[0m
�[31m❌ [geofeed-tuner] File reference './run/data/report-data.json' is 2 directories deep — maximum is 1 level from SKILL.md.�[0m
[geofeed-tuner]    ⚠  Skill is 11,662 BPE tokens (chars/4 estimate: 12,215) — "comprehensive" skills hurt performance by 2.9pp on average. Consider splitting into 2–3 focused skills.
[flowstudio-power-automate-build] 📊 flowstudio-power-automate-build: 4,461 BPE tokens [chars/4: 4,595] (standard ~), 40 sections, 15 code blocks
[flowstudio-power-automate-build]    ⚠  Skill is 4,461 BPE tokens (chars/4 estimate: 4,595) — approaching "comprehensive" range where gains diminish.
[flowstudio-power-automate-build]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[flowstudio-power-automate-debug] 📊 flowstudio-power-automate-debug: 4,119 BPE tokens [chars/4: 4,060] (standard ~), 64 sections, 15 code blocks
[flowstudio-power-automate-debug]    ⚠  Skill is 4,119 BPE tokens (chars/4 estimate: 4,060) — approaching "comprehensive" range where gains diminish.
[flowstudio-power-automate-governance] 📊 flowstudio-power-automate-governance: 5,229 BPE tokens [chars/4: 5,609] (comprehensive ✗), 17 sections, 11 code blocks
[flowstudio-power-automate-governance]    ⚠  Skill is 5,229 BPE tokens (chars/4 estimate: 5,609) — "comprehensive" skills hurt performance by 2.9pp on average. Consider splitting into 2–3 focused skills.
[flowstudio-power-automate-mcp] 📊 flowstudio-power-automate-mcp: 4,716 BPE tokens [chars/4: 4,522] (standard ~), 62 sections, 11 code blocks
[flowstudio-power-automate-mcp]    ⚠  Skill is 4,716 BPE tokens (chars/4 estimate: 4,522) — approaching "comprehensive" range where gains diminish.
[flowstudio-power-automate-mcp]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[flowstudio-power-automate-monitoring] 📊 flowstudio-power-automate-monitoring: 3,546 BPE tokens [chars/4: 3,354] (standard ~), 25 sections, 14 code blocks
[flowstudio-power-automate-monitoring]    ⚠  Skill is 3,546 BPE tokens (chars/4 estimate: 3,354) — approaching "comprehensive" range where gains diminish.
[playwright-explore-website] 📊 playwright-explore-website: 140 BPE tokens [chars/4: 171] (compact ✓), 2 sections, 0 code blocks
[playwright-explore-website]    ⚠  Skill is only 140 BPE tokens (chars/4 estimate: 171) — may be too sparse to provide actionable guidance.
[playwright-explore-website]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[playwright-generate-test] 📊 playwright-generate-test: 178 BPE tokens [chars/4: 220] (compact ✓), 2 sections, 0 code blocks
[playwright-generate-test]    ⚠  Skill is only 178 BPE tokens (chars/4 estimate: 220) — may be too sparse to provide actionable guidance.
[playwright-generate-test]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[playwright-generate-test]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[go-mcp-server-generator] 📊 go-mcp-server-generator: 1,740 BPE tokens [chars/4: 1,759] (detailed ✓), 21 sections, 8 code blocks
[create-spring-boot-java-project] 📊 create-spring-boot-java-project: 1,110 BPE tokens [chars/4: 1,159] (detailed ✓), 17 sections, 11 code blocks
[create-spring-boot-java-project]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[java-docs] 📊 java-docs: 316 BPE tokens [chars/4: 360] (compact ✓), 1 sections, 0 code blocks
[java-docs]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[java-docs]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[java-junit] 📊 java-junit: 695 BPE tokens [chars/4: 746] (detailed ✓), 8 sections, 0 code blocks
[java-junit]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[java-junit]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[java-springboot] 📊 java-springboot: 855 BPE tokens [chars/4: 1,034] (detailed ✓), 10 sections, 0 code blocks
[java-springboot]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[java-springboot]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[java-mcp-server-generator] 📊 java-mcp-server-generator: 4,637 BPE tokens [chars/4: 5,506] (standard ~), 28 sections, 19 code blocks
�[31m❌ [java-mcp-server-generator] SKILL.md body is 752 lines — maximum is 500. Move detailed reference material to separate files.�[0m
[java-mcp-server-generator]    ⚠  Skill is 4,637 BPE tokens (chars/4 estimate: 5,506) — approaching "comprehensive" range where gains diminish.
[kotlin-mcp-server-generator] 📊 kotlin-mcp-server-generator: 2,456 BPE tokens [chars/4: 2,672] (detailed ✓), 29 sections, 13 code blocks
[mcp-create-adaptive-cards] 📊 mcp-create-adaptive-cards: 2,949 BPE tokens [chars/4: 3,136] (standard ~), 33 sections, 22 code blocks
�[31m❌ [mcp-create-adaptive-cards] SKILL.md body is 528 lines — maximum is 500. Move detailed reference material to separate files.�[0m
[mcp-create-adaptive-cards]    ⚠  Skill is 2,949 BPE tokens (chars/4 estimate: 3,136) — approaching "comprehensive" range where gains diminish.
[mcp-create-declarative-agent] 📊 mcp-create-declarative-agent: 1,978 BPE tokens [chars/4: 2,036] (detailed ✓), 30 sections, 12 code blocks
[mcp-deploy-manage-agents] 📊 mcp-deploy-manage-agents: 2,036 BPE tokens [chars/4: 2,471] (detailed ✓), 49 sections, 2 code blocks
[napkin] 📊 napkin: 1,649 BPE tokens [chars/4: 1,784] (detailed ✓), 12 sections, 4 code blocks
[noob-mode] 📊 noob-mode: 2,604 BPE tokens [chars/4: 2,765] (standard ~), 13 sections, 9 code blocks
[noob-mode]    ⚠  Skill is 2,604 BPE tokens (chars/4 estimate: 2,765) — approaching "comprehensive" range where gains diminish.
[openapi-to-application-code] 📊 openapi-to-application-code: 931 BPE tokens [chars/4: 1,144] (detailed ✓), 11 sections, 1 code blocks
[openapi-to-application-code] 📊 openapi-to-application-code: 931 BPE tokens [chars/4: 1,144] (detailed ✓), 11 sections, 1 code blocks
[openapi-to-application-code] 📊 openapi-to-application-code: 931 BPE tokens [chars/4: 1,144] (detailed ✓), 11 sections, 1 code blocks
[openapi-to-application-code] 📊 openapi-to-application-code: 931 BPE tokens [chars/4: 1,144] (detailed ✓), 11 sections, 1 code blocks
[openapi-to-application-code] 📊 openapi-to-application-code: 931 BPE tokens [chars/4: 1,144] (detailed ✓), 11 sections, 1 code blocks
[creating-oracle-to-postgres-master-migration-plan] 📊 creating-oracle-to-postgres-master-migration-plan: 755 BPE tokens [chars/4: 790] (detailed ✓), 6 sections, 2 code blocks
[creating-oracle-to-postgres-migration-bug-report] 📊 creating-oracle-to-postgres-migration-bug-report: 473 BPE tokens [chars/4: 567] (detailed ✓), 6 sections, 0 code blocks
[creating-oracle-to-postgres-migration-bug-report]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[creating-oracle-to-postgres-migration-bug-report]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[creating-oracle-to-postgres-migration-integration-tests] 📊 creating-oracle-to-postgres-migration-integration-tests: 605 BPE tokens [chars/4: 760] (detailed ✓), 4 sections, 1 code blocks
[creating-oracle-to-postgres-migration-integration-tests]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[migrating-oracle-to-postgres-stored-procedures] 📊 migrating-oracle-to-postgres-stored-procedures: 493 BPE tokens [chars/4: 576] (detailed ✓), 2 sections, 1 code blocks
[migrating-oracle-to-postgres-stored-procedures]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[planning-oracle-to-postgres-migration-integration-testing] 📊 planning-oracle-to-postgres-migration-integration-testing: 438 BPE tokens [chars/4: 547] (detailed ✓), 4 sections, 1 code blocks
[planning-oracle-to-postgres-migration-integration-testing]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[reviewing-oracle-to-postgres-migration] 📊 reviewing-oracle-to-postgres-migration: 605 BPE tokens [chars/4: 762] (detailed ✓), 5 sections, 2 code blocks
[scaffolding-oracle-to-postgres-migration-test-project] 📊 scaffolding-oracle-to-postgres-migration-test-project: 527 BPE tokens [chars/4: 632] (detailed ✓), 3 sections, 1 code blocks
[scaffolding-oracle-to-postgres-migration-test-project]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[sponsor-finder] 📊 sponsor-finder: 3,085 BPE tokens [chars/4: 2,991] (standard ~), 25 sections, 6 code blocks
[sponsor-finder]    ⚠  Skill is 3,085 BPE tokens (chars/4 estimate: 2,991) — approaching "comprehensive" range where gains diminish.
[phoenix-cli] 📊 phoenix-cli: 1,615 BPE tokens [chars/4: 1,563] (detailed ✓), 13 sections, 12 code blocks
[phoenix-cli]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[phoenix-evals] 📊 phoenix-evals: 1,089 BPE tokens [chars/4: 1,126] (detailed ✓), 5 sections, 0 code blocks
[phoenix-evals]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[phoenix-evals]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[phoenix-tracing] 📊 phoenix-tracing: 1,488 BPE tokens [chars/4: 1,690] (detailed ✓), 17 sections, 1 code blocks
[php-mcp-server-generator] 📊 php-mcp-server-generator: 2,723 BPE tokens [chars/4: 2,697] (standard ~), 37 sections, 25 code blocks
�[31m❌ [php-mcp-server-generator] SKILL.md body is 518 lines — maximum is 500. Move detailed reference material to separate files.�[0m
[php-mcp-server-generator]    ⚠  Skill is 2,723 BPE tokens (chars/4 estimate: 2,697) — approaching "comprehensive" range where gains diminish.
[polyglot-test-agent] 📊 polyglot-test-agent: 1,611 BPE tokens [chars/4: 1,676] (detailed ✓), 22 sections, 5 code blocks
[power-apps-code-app-scaffold] 📊 power-apps-code-app-scaffold: 1,424 BPE tokens [chars/4: 1,786] (detailed ✓), 18 sections, 2 code blocks
[power-bi-dax-optimization] 📊 power-bi-dax-optimization: 1,114 BPE tokens [chars/4: 1,390] (detailed ✓), 18 sections, 6 code blocks
[power-bi-model-design-review] 📊 power-bi-model-design-review: 2,126 BPE tokens [chars/4: 2,782] (detailed ✓), 28 sections, 17 code blocks
[power-bi-performance-troubleshooting] 📊 power-bi-performance-troubleshooting: 2,078 BPE tokens [chars/4: 2,591] (detailed ✓), 31 sections, 19 code blocks
[power-bi-report-design-consultation] 📊 power-bi-report-design-consultation: 2,357 BPE tokens [chars/4: 2,723] (detailed ✓), 22 sections, 13 code blocks
[mcp-copilot-studio-server-generator] 📊 mcp-copilot-studio-server-generator: 942 BPE tokens [chars/4: 1,063] (detailed ✓), 6 sections, 2 code blocks
[power-platform-mcp-connector-suite] 📊 power-platform-mcp-connector-suite: 1,348 BPE tokens [chars/4: 1,590] (detailed ✓), 19 sections, 1 code blocks
[power-platform-mcp-connector-suite]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[breakdown-epic-arch] 📊 breakdown-epic-arch: 601 BPE tokens [chars/4: 712] (detailed ✓), 12 sections, 0 code blocks
[breakdown-epic-arch]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[breakdown-epic-arch]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[breakdown-epic-pm] 📊 breakdown-epic-pm: 509 BPE tokens [chars/4: 575] (detailed ✓), 13 sections, 0 code blocks
[breakdown-epic-pm]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[breakdown-epic-pm]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[breakdown-feature-implementation] 📊 breakdown-feature-implementation: 966 BPE tokens [chars/4: 1,189] (detailed ✓), 9 sections, 2 code blocks
[breakdown-feature-implementation]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[breakdown-feature-prd] 📊 breakdown-feature-prd: 557 BPE tokens [chars/4: 620] (detailed ✓), 13 sections, 0 code blocks
[breakdown-feature-prd]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[breakdown-feature-prd]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[create-github-issues-feature-from-implementation-plan] 📊 create-github-issues-feature-from-implementation-plan: 191 BPE tokens [chars/4: 237] (compact ✓), 4 sections, 0 code blocks
[create-github-issues-feature-from-implementation-plan]    ⚠  Skill is only 191 BPE tokens (chars/4 estimate: 237) — may be too sparse to provide actionable guidance.
[create-github-issues-feature-from-implementation-plan]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[create-implementation-plan] 📊 create-implementation-plan: 1,390 BPE tokens [chars/4: 1,575] (detailed ✓), 22 sections, 1 code blocks
[create-implementation-plan]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[create-technical-spike] 📊 create-technical-spike: 1,358 BPE tokens [chars/4: 1,643] (detailed ✓), 33 sections, 1 code blocks
[update-implementation-plan] 📊 update-implementation-plan: 1,400 BPE tokens [chars/4: 1,595] (detailed ✓), 22 sections, 1 code blocks
[update-implementation-plan]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[python-mcp-server-generator] 📊 python-mcp-server-generator: 871 BPE tokens [chars/4: 990] (detailed ✓), 13 sections, 0 code blocks
[python-mcp-server-generator]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[react-audit-grep-patterns] 📊 react-audit-grep-patterns: 475 BPE tokens [chars/4: 461] (detailed ✓), 13 sections, 1 code blocks
[react-audit-grep-patterns]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[react18-batching-patterns] 📊 react18-batching-patterns: 561 BPE tokens [chars/4: 621] (detailed ✓), 4 sections, 1 code blocks
[react18-batching-patterns]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[react18-dep-compatibility] 📊 react18-dep-compatibility: 1,388 BPE tokens [chars/4: 1,124] (detailed ✓), 10 sections, 1 code blocks
[react18-dep-compatibility]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[react18-enzyme-to-rtl] 📊 react18-enzyme-to-rtl: 870 BPE tokens [chars/4: 917] (detailed ✓), 6 sections, 3 code blocks
[react18-legacy-context] 📊 react18-legacy-context: 561 BPE tokens [chars/4: 620] (detailed ✓), 8 sections, 2 code blocks
[react18-lifecycle-patterns] 📊 react18-lifecycle-patterns: 768 BPE tokens [chars/4: 910] (detailed ✓), 7 sections, 1 code blocks
[react18-lifecycle-patterns]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[react18-string-refs] 📊 react18-string-refs: 549 BPE tokens [chars/4: 527] (detailed ✓), 6 sections, 1 code blocks
[react19-concurrent-patterns] 📊 react19-concurrent-patterns: 681 BPE tokens [chars/4: 722] (detailed ✓), 9 sections, 5 code blocks
[react19-source-patterns] 📊 react19-source-patterns: 462 BPE tokens [chars/4: 489] (detailed ✓), 4 sections, 1 code blocks
[react19-source-patterns]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[react19-test-patterns] 📊 react19-test-patterns: 815 BPE tokens [chars/4: 790] (detailed ✓), 7 sections, 5 code blocks
[roundup] 📊 roundup: 2,219 BPE tokens [chars/4: 2,591] (detailed ✓), 28 sections, 0 code blocks
[roundup]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[roundup]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[roundup-setup] 📊 roundup-setup: 3,202 BPE tokens [chars/4: 3,669] (standard ~), 18 sections, 1 code blocks
[roundup-setup]    ⚠  Skill is 3,202 BPE tokens (chars/4 estimate: 3,669) — approaching "comprehensive" range where gains diminish.
[ruby-mcp-server-generator] 📊 ruby-mcp-server-generator: 3,459 BPE tokens [chars/4: 3,631] (standard ~), 37 sections, 24 code blocks
�[31m❌ [ruby-mcp-server-generator] SKILL.md body is 656 lines — maximum is 500. Move detailed reference material to separate files.�[0m
[ruby-mcp-server-generator]    ⚠  Skill is 3,459 BPE tokens (chars/4 estimate: 3,631) — approaching "comprehensive" range where gains diminish.
[rust-mcp-server-generator] 📊 rust-mcp-server-generator: 3,088 BPE tokens [chars/4: 3,190] (standard ~), 31 sections, 24 code blocks
�[31m❌ [rust-mcp-server-generator] SKILL.md body is 573 lines — maximum is 500. Move detailed reference material to separate files.�[0m
[rust-mcp-server-generator]    ⚠  Skill is 3,088 BPE tokens (chars/4 estimate: 3,190) — approaching "comprehensive" range where gains diminish.
[salesforce-apex-quality] 📊 salesforce-apex-quality: 1,682 BPE tokens [chars/4: 1,820] (detailed ✓), 14 sections, 4 code blocks
[salesforce-apex-quality]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[salesforce-component-standards] 📊 salesforce-component-standards: 2,300 BPE tokens [chars/4: 2,448] (detailed ✓), 20 sections, 4 code blocks
[salesforce-component-standards]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[salesforce-flow-design] 📊 salesforce-flow-design: 1,491 BPE tokens [chars/4: 1,740] (detailed ✓), 15 sections, 5 code blocks
[salesforce-flow-design]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[ai-prompt-engineering-safety-review] 📊 ai-prompt-engineering-safety-review: 2,185 BPE tokens [chars/4: 2,540] (detailed ✓), 19 sections, 0 code blocks
[ai-prompt-engineering-safety-review]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[structured-autonomy-generate] 📊 structured-autonomy-generate: 921 BPE tokens [chars/4: 1,033] (detailed ✓), 10 sections, 3 code blocks
[structured-autonomy-implement] 📊 structured-autonomy-implement: 209 BPE tokens [chars/4: 272] (compact ✓), 0 sections, 0 code blocks
[structured-autonomy-implement]    ⚠  No section headers — agents navigate structured documents better.
[structured-autonomy-implement]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[structured-autonomy-implement]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[structured-autonomy-plan] 📊 structured-autonomy-plan: 677 BPE tokens [chars/4: 759] (detailed ✓), 9 sections, 1 code blocks
[swift-mcp-server-generator] 📊 swift-mcp-server-generator: 3,781 BPE tokens [chars/4: 4,374] (standard ~), 30 sections, 18 code blocks
�[31m❌ [swift-mcp-server-generator] SKILL.md body is 665 lines — maximum is 500. Move detailed reference material to separate files.�[0m
[swift-mcp-server-generator]    ⚠  Skill is 3,781 BPE tokens (chars/4 estimate: 4,374) — approaching "comprehensive" range where gains diminish.
[create-technical-spike] 📊 create-technical-spike: 1,358 BPE tokens [chars/4: 1,643] (detailed ✓), 33 sections, 1 code blocks
[ai-prompt-engineering-safety-review] 📊 ai-prompt-engineering-safety-review: 2,185 BPE tokens [chars/4: 2,540] (detailed ✓), 19 sections, 0 code blocks
[ai-prompt-engineering-safety-review]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[csharp-nunit] 📊 csharp-nunit: 636 BPE tokens [chars/4: 711] (detailed ✓), 8 sections, 0 code blocks
[csharp-nunit]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[csharp-nunit]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[java-junit] 📊 java-junit: 695 BPE tokens [chars/4: 746] (detailed ✓), 8 sections, 0 code blocks
[java-junit]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[java-junit]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[playwright-explore-website] 📊 playwright-explore-website: 140 BPE tokens [chars/4: 171] (compact ✓), 2 sections, 0 code blocks
[playwright-explore-website]    ⚠  Skill is only 140 BPE tokens (chars/4 estimate: 171) — may be too sparse to provide actionable guidance.
[playwright-explore-website]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[playwright-generate-test] 📊 playwright-generate-test: 178 BPE tokens [chars/4: 220] (compact ✓), 2 sections, 0 code blocks
[playwright-generate-test]    ⚠  Skill is only 178 BPE tokens (chars/4 estimate: 220) — may be too sparse to provide actionable guidance.
[playwright-generate-test]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[playwright-generate-test]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[typescript-mcp-server-generator] 📊 typescript-mcp-server-generator: 759 BPE tokens [chars/4: 925] (detailed ✓), 12 sections, 0 code blocks
[typescript-mcp-server-generator]    ⚠  No code blocks — agents perform better with concrete snippets and commands.
[typespec-api-operations] 📊 typespec-api-operations: 2,327 BPE tokens [chars/4: 2,287] (detailed ✓), 35 sections, 16 code blocks
[typespec-api-operations]    ⚠  No numbered workflow steps — agents follow sequenced procedures more reliably.
[typespec-create-agent] 📊 typespec-create-agent: 672 BPE tokens [chars/4: 737] (detailed ✓), 5 sections, 1 code blocks
[typespec-create-api-plugin] 📊 typespec-create-api-plugin: 979 BPE tokens [chars/4: 1,013] (detailed ✓), 11 sections, 9 code blocks
[winui3-migration-guide] 📊 winui3-migration-guide: 2,196 BPE tokens [chars/4: 2,226] (detailed ✓), 18 sections, 13 code blocks
{Ansi.Red}Skill spec conformance failures — fix the errors above.{Ansi.Reset}
�[31m❌ Duplicate skill name 'azure-resource-health-diagnose' found in 'plugins/devops-oncall/skills/azure-resource-health-diagnose' (first seen in 'plugins/azure-cloud-development/skills/azure-resource-health-diagnose')�[0m
�[31m❌ Duplicate skill name 'openapi-to-application-code' found in 'plugins/openapi-to-application-go/skills/openapi-to-application-code' (first seen in 'plugins/openapi-to-application-csharp-dotnet/skills/openapi-to-application-code')�[0m
�[31m❌ Duplicate skill name 'openapi-to-application-code' found in 'plugins/openapi-to-application-java-spring-boot/skills/openapi-to-application-code' (first seen in 'plugins/openapi-to-application-csharp-dotnet/skills/openapi-to-application-code')�[0m
�[31m❌ Duplicate skill name 'openapi-to-application-code' found in 'plugins/openapi-to-application-nodejs-nestjs/skills/openapi-to-application-code' (first seen in 'plugins/openapi-to-application-csharp-dotnet/skills/openapi-to-application-code')�[0m
�[31m❌ Duplicate skill name 'openapi-to-application-code' found in 'plugins/openapi-to-application-python-fastapi/skills/openapi-to-application-code' (first seen in 'plugins/openapi-to-application-csharp-dotnet/skills/openapi-to-application-code')�[0m
�[31m❌ Duplicate skill name 'create-technical-spike' found in 'plugins/technical-spike/skills/create-technical-spike' (first seen in 'plugins/project-planning/skills/create-technical-spike')�[0m
�[31m❌ Duplicate skill name 'ai-prompt-engineering-safety-review' found in 'plugins/testing-automation/skills/ai-prompt-engineering-safety-review' (first seen in 'plugins/security-best-practices/skills/ai-prompt-engineering-safety-review')�[0m
�[31m❌ Duplicate skill name 'csharp-nunit' found in 'plugins/testing-automation/skills/csharp-nunit' (first seen in 'plugins/csharp-dotnet-development/skills/csharp-nunit')�[0m
�[31m❌ Duplicate skill name 'java-junit' found in 'plugins/testing-automation/skills/java-junit' (first seen in 'plugins/java-development/skills/java-junit')�[0m
�[31m❌ Duplicate skill name 'playwright-explore-website' found in 'plugins/testing-automation/skills/playwright-explore-website' (first seen in 'plugins/frontend-web-dev/skills/playwright-explore-website')�[0m
�[31m❌ Duplicate skill name 'playwright-generate-test' found in 'plugins/testing-automation/skills/playwright-generate-test' (first seen in 'plugins/frontend-web-dev/skills/playwright-generate-test')�[0m

Note: Errors were found. These are currently reported as warnings and do not block merge. Please review and address when possible.