{microsoft-foundry}
Build, deploy, evaluate, optimize, fine-tune, and manage Microsoft Foundry agents, models, and resources end to end. USE FOR: foundry, azd ai agent, azd provision/deploy, hosted agent scaffold/develop/run/deploy/troubleshoot, prompt agent create, create agent, update agent, add tool to agent, invoke agent, agent.yaml, agent insights, pull agent insights, evaluate agent, batch eval, continuous eval, continuous monitoring, agent CI/CD, optimize prompt, improve prompt, prompt optimizer, optimize agent instructions, Agent Optimizer scaffold, dataset curation from traces, deploy model, model fine-tuning (SFT/DPO/RFT), Foundry project, RBAC, role assignment, permissions, quota, capacity, region, deployment failure, AI Services, create Foundry resource, knowledge index, customize deployment, onboard, availability, training-data, grader, distillation, large file upload. DO NOT USE FOR: Azure Functions, App Service, general Azure deploy (use azure-deploy), general Azure prep (use azure-prepare).
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Skill Stats
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Review Sources
- Directory Scan
- Agent Reviews
- Installer Reports
- Partner Audits
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External Reviews
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At least one partner scan raised something.
- DYNAMIC_EXECUTION
- COMMAND_EXECUTION
- EXTERNAL_DOWNLOADS
| Provider | Status | Level | Summary | Scanned |
|---|---|---|---|---|
| Gen Agent Trust Hub | pass | SAFE | This skill provides a comprehensive suite of tools for end-to-end management of Microsoft Foundry agents, models, and infrastructure. It includes numerous scripts for fine-tuning, deployment automation, and evaluation. A primary security consideration is the use of dynamic code execution in the fine-tuning tools, which load and execute user-provided Python files. This behavior is intended for custom evaluation logic but requires that users only provide trusted files. Other operations involve standard CLI command execution and dependencies on official Microsoft packages and extensions. | 2026-10-03 |
| Socket | warn | — | 2 alerts: gptSecurity, gptAnomaly | 2026-10-03 |
| Snyk | pass | LOW | Risk: LOW · No issues | 2026-10-03 |
| ZeroLeaks | warn | — | Scan incomplete | 2026-04-15 |
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Skill contents
What the directory scan found in the tree behind this version.
Directory Scan- SKILL.md
- finetuning/references/agentic-rft.md
- finetuning/references/dataset-formats.md
- finetuning/references/deployment.md
- finetuning/references/evaluation.md
- finetuning/references/grader-design.md
- finetuning/references/hyperparameters.md
- finetuning/references/large-file-uploads.md
- finetuning/references/platform-gotchas.md
- finetuning/references/reward-hacking.md
- finetuning/references/training-curves.md
- finetuning/references/training-types.md
- finetuning/references/vision-fine-tuning.md
- finetuning/scripts/validate/__init__.py
- finetuning/scripts/validate/data_stats.py
- finetuning/scripts/validate/validate_dpo.py
- finetuning/scripts/validate/validate_rft.py
- finetuning/scripts/validate/validate_sft.py
- finetuning/scripts/calibrate_grader.py
- finetuning/scripts/check_training.py
- finetuning/scripts/cleanup.py
- finetuning/scripts/common.py
- finetuning/scripts/convert_dataset.py
- finetuning/scripts/deploy_model.py
- finetuning/scripts/evaluate_model.py
- finetuning/scripts/generate_distillation_data.py
- finetuning/scripts/monitor_training.py
- finetuning/scripts/score_dataset.py
- finetuning/scripts/submit_training.py
- finetuning/workflows/dataset-creation.md
- finetuning/workflows/diagnose-poor-results.md
- finetuning/workflows/full-pipeline.md
- finetuning/workflows/iterative-training.md
- finetuning/workflows/quickstart.md
- finetuning/SKILL.md
- foundry-agent/agent-optimizer/references/azd-setup.md
- foundry-agent/agent-optimizer/references/eval-yaml.md
- foundry-agent/agent-optimizer/references/optimize-workflow.md
- foundry-agent/agent-optimizer/references/python-patterns.md
- foundry-agent/agent-optimizer/references/scaffold.md
- foundry-agent/agent-optimizer/agent-optimizer.md
- foundry-agent/azd-guidance/references/azd-ai-cli.md
- foundry-agent/azd-guidance/azd-guidance.md
- foundry-agent/cicd/cicd.md
- foundry-agent/create/references/guardrails/guardrail-api-create.md
- foundry-agent/create/references/guardrails/guardrail-attach.md
- foundry-agent/create/references/guardrails/guardrail-manage.md
- foundry-agent/create/references/skills/skill-attach.md
- foundry-agent/create/references/skills/skill-manage.md
- foundry-agent/create/references/skills/skill-toolbox-attach.md
- foundry-agent/create/references/tools/prompt-agent/agent-tools.md
- foundry-agent/create/references/tools/prompt-agent/tool-a2a.md
- foundry-agent/create/references/tools/prompt-agent/tool-azure-ai-search.md
- foundry-agent/create/references/tools/prompt-agent/tool-bing-grounding.md
- foundry-agent/create/references/tools/prompt-agent/tool-code-interpreter.md
- foundry-agent/create/references/tools/prompt-agent/tool-fabric-iq.md
- foundry-agent/create/references/tools/prompt-agent/tool-file-search.md
- foundry-agent/create/references/tools/prompt-agent/tool-function-calling.md
- foundry-agent/create/references/tools/prompt-agent/tool-mcp.md
- foundry-agent/create/references/tools/prompt-agent/tool-memory.md
- foundry-agent/create/references/tools/prompt-agent/tool-openapi.md
- foundry-agent/create/references/tools/prompt-agent/tool-web-search.md
- foundry-agent/create/references/tools/prompt-agent/tool-work-iq.md
- foundry-agent/create/references/enable-incoming-a2a.md
- foundry-agent/create/references/foundry-model.md
- foundry-agent/create/references/foundry-tool-catalog.md
- foundry-agent/create/references/langchain-langgraph-hosting.md
- foundry-agent/create/references/local-run.md
- foundry-agent/create/references/re-host.md
- foundry-agent/create/references/sdk-operations.md
- foundry-agent/create/references/use-toolbox-in-hosted-agent.md
- foundry-agent/create/scripts/check-copilot-app-entry.ps1
- foundry-agent/create/scripts/check-copilot-app-entry.sh
- foundry-agent/create/scripts/resolve-project-id.ps1
- foundry-agent/create/scripts/resolve-project-id.sh
- foundry-agent/create/scripts/verify-environment.ps1
- foundry-agent/create/scripts/verify-environment.sh
- foundry-agent/create/create-hosted.md
- foundry-agent/create/create-prompt.md
- foundry-agent/create/quick-start-hosted.md
- foundry-agent/deploy/references/container-deploy.md
- foundry-agent/deploy/deploy.md
- foundry-agent/eval-datasets/references/dataset-comparison.md
- foundry-agent/eval-datasets/references/dataset-curation.md
- foundry-agent/eval-datasets/references/dataset-organization.md
- foundry-agent/eval-datasets/references/dataset-versioning.md
- foundry-agent/eval-datasets/references/eval-lineage.md
- foundry-agent/eval-datasets/references/eval-regression.md
- foundry-agent/eval-datasets/references/eval-trending.md
- foundry-agent/eval-datasets/references/generate-seed-dataset.md
- foundry-agent/eval-datasets/references/trace-to-dataset.md
- foundry-agent/eval-datasets/eval-datasets.md
- foundry-agent/insights/references/tool-contract.md
- foundry-agent/insights/insights.md
- foundry-agent/invocations-ws/references/invocations-ws-protocol.md
- foundry-agent/invocations-ws/invocations-ws.md
- foundry-agent/invoke/references/file-operations.md
- foundry-agent/invoke/references/invocations-protocol.md
- foundry-agent/invoke/references/session-management.md
- foundry-agent/invoke/invoke.md
- foundry-agent/observe/references/analyze-results.md
- foundry-agent/observe/references/cicd-monitoring.md
- foundry-agent/observe/references/compare-iterate.md
- foundry-agent/observe/references/continuous-eval.md
- foundry-agent/observe/references/deploy-and-setup.md
- foundry-agent/observe/references/evaluate-step.md
- foundry-agent/observe/references/evaluation-suite-generation.md
- foundry-agent/observe/references/optimize-deploy.md
- foundry-agent/observe/observe.md
- foundry-agent/routine/references/azure-yaml.md
- foundry-agent/routine/references/cli-crud.md
- foundry-agent/routine/routine.md
- foundry-agent/toolbox/references/mcp-protocol.md
- foundry-agent/toolbox/references/test-endpoint.md
- foundry-agent/toolbox/references/tool-a2a.md
- foundry-agent/toolbox/references/tool-azure-ai-search.md
- foundry-agent/toolbox/references/tool-browser-automation.md
- foundry-agent/toolbox/references/tool-code-interpreter.md
- foundry-agent/toolbox/references/tool-fabric-iq.md
- foundry-agent/toolbox/references/tool-file-search.md
- foundry-agent/toolbox/references/tool-mcp-agent-identity.md
- foundry-agent/toolbox/references/tool-mcp-custom-oauth-azure-starter.md
- foundry-agent/toolbox/references/tool-mcp-custom-oauth.md
- foundry-agent/toolbox/references/tool-mcp-key-auth.md
- foundry-agent/toolbox/references/tool-mcp-managed-oauth.md
- foundry-agent/toolbox/references/tool-mcp-noauth.md
- foundry-agent/toolbox/references/tool-mcp-user-entra-token.md
- foundry-agent/toolbox/references/tool-openapi.md
- foundry-agent/toolbox/references/tool-tool-search.md
- foundry-agent/toolbox/references/tool-web-search.md
- foundry-agent/toolbox/references/tool-work-iq.md
- foundry-agent/toolbox/references/toolbox-azd.md
- foundry-agent/toolbox/scripts/get-catalog-inputs.ps1
- foundry-agent/toolbox/scripts/get-catalog-inputs.sh
- foundry-agent/toolbox/toolbox.md
- foundry-agent/trace/references/analyze-failures.md
- foundry-agent/trace/references/analyze-latency.md
- foundry-agent/trace/references/conversation-detail.md
- foundry-agent/trace/references/eval-correlation.md
- foundry-agent/trace/references/kql-templates.md
- foundry-agent/trace/references/search-traces.md
- foundry-agent/trace/trace.md
- foundry-agent/troubleshoot/troubleshoot.md
- foundry-agent/validate/references/default-rules.yaml
- foundry-agent/validate/references/report-schema.json
- foundry-agent/validate/references/report-template.md.tpl
- foundry-agent/validate/references/rules-schema.json
- foundry-agent/validate/validate.md
- models/deploy-model/capacity/scripts/discover_and_rank.ps1
- models/deploy-model/capacity/scripts/discover_and_rank.sh
- models/deploy-model/capacity/scripts/query_capacity.ps1
- models/deploy-model/capacity/scripts/query_capacity.sh
- models/deploy-model/capacity/SKILL.md
- models/deploy-model/customize/references/customize-guides.md
- models/deploy-model/customize/references/customize-workflow.md
- models/deploy-model/customize/EXAMPLES.md
- models/deploy-model/customize/SKILL.md
- models/deploy-model/preset/references/preset-workflow.md
- models/deploy-model/preset/references/workflow.md
- models/deploy-model/preset/EXAMPLES.md
- models/deploy-model/preset/SKILL.md
- models/deploy-model/scripts/generate_deployment_url.ps1
- models/deploy-model/scripts/generate_deployment_url.sh
- models/deploy-model/SKILL.md
- models/deploy-model/TEST_PROMPTS.md
- project/create/create-foundry-project.md
- project/connections.md
- quota/references/capacity-planning.md
- quota/references/error-resolution.md
- quota/references/optimization.md
- quota/references/ptu-guide.md
- quota/references/troubleshooting.md
- quota/references/workflows.md
- quota/quota.md
- rbac/rbac.md
- references/agent-metadata-contract.md
- references/auth-best-practices.md
- references/standard-agent-setup.md
- resource/create/references/patterns.md
- resource/create/references/troubleshooting.md
- resource/create/references/workflows.md
- resource/create/create-foundry-resource.md
- resource/private-network/references/custom-template-adaptation.md
- resource/private-network/references/deploy.md
- resource/private-network/references/end-to-end-test.md
- resource/private-network/references/intake.md
- resource/private-network/references/post-deployment-validation.md
- resource/private-network/references/scaffold.md
- resource/private-network/references/template-index.md
- resource/private-network/references/vpn-dns-setup.bicep
- resource/private-network/references/vpn-dns-setup.md
- resource/private-network/private-network.md
- scripts/check-and-setup-dependencies.ps1
- scripts/check-and-setup-dependencies.sh
- .gitignore
This skill contains more than just a SKILL.md file. It likely requires these additional resources.
Nothing beyond the skill's own files was detected.
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Stat Sources
Where our stats came from.
| Dimension | Directory Scan | Agent Reviews | Installer Reports | Partner Audits |
|---|---|---|---|---|
| Safety | no flags | warn | ||
| External Dependencies | none found | none | none | |
| Packaging | 40/100 | none | ||
| License | MIT | none | ||
| Tool Access | unrestricted | none | ||
| Real-World Fit | none | |||
| Writing Quality | none | none |
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