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).
- Version
- 1.2.26
- License
- MIT
Pinned to revision 0d8eafaf607a, so it is the text this page describes rather than whatever the author pushed since.
Files
- skills/microsoft-foundry/SKILL.md
- skills/microsoft-foundry/.gitignore
- skills/microsoft-foundry/finetuning/SKILL.md
- skills/microsoft-foundry/finetuning/references/agentic-rft.md
- skills/microsoft-foundry/finetuning/references/dataset-formats.md
- skills/microsoft-foundry/finetuning/references/deployment.md
- skills/microsoft-foundry/finetuning/references/evaluation.md
- skills/microsoft-foundry/finetuning/references/grader-design.md
- skills/microsoft-foundry/finetuning/references/hyperparameters.md
- skills/microsoft-foundry/finetuning/references/large-file-uploads.md
- skills/microsoft-foundry/finetuning/references/platform-gotchas.md
- skills/microsoft-foundry/finetuning/references/reward-hacking.md
- skills/microsoft-foundry/finetuning/references/training-curves.md
- skills/microsoft-foundry/finetuning/references/training-types.md
- skills/microsoft-foundry/finetuning/references/vision-fine-tuning.md
- skills/microsoft-foundry/finetuning/scripts/calibrate_grader.py
- skills/microsoft-foundry/finetuning/scripts/check_training.py
- skills/microsoft-foundry/finetuning/scripts/cleanup.py
- skills/microsoft-foundry/finetuning/scripts/common.py
- skills/microsoft-foundry/finetuning/scripts/convert_dataset.py
- skills/microsoft-foundry/finetuning/scripts/deploy_model.py
- skills/microsoft-foundry/finetuning/scripts/evaluate_model.py
- skills/microsoft-foundry/finetuning/scripts/generate_distillation_data.py
- skills/microsoft-foundry/finetuning/scripts/monitor_training.py
- skills/microsoft-foundry/finetuning/scripts/score_dataset.py
- skills/microsoft-foundry/finetuning/scripts/submit_training.py
- skills/microsoft-foundry/finetuning/scripts/validate/__init__.py
- skills/microsoft-foundry/finetuning/scripts/validate/data_stats.py
- skills/microsoft-foundry/finetuning/scripts/validate/validate_dpo.py
- skills/microsoft-foundry/finetuning/scripts/validate/validate_rft.py
- skills/microsoft-foundry/finetuning/scripts/validate/validate_sft.py
- skills/microsoft-foundry/finetuning/workflows/dataset-creation.md
- skills/microsoft-foundry/finetuning/workflows/diagnose-poor-results.md
- skills/microsoft-foundry/finetuning/workflows/full-pipeline.md
- skills/microsoft-foundry/finetuning/workflows/iterative-training.md
- skills/microsoft-foundry/finetuning/workflows/quickstart.md
- skills/microsoft-foundry/foundry-agent/agent-optimizer/agent-optimizer.md
- skills/microsoft-foundry/foundry-agent/agent-optimizer/references/azd-setup.md
- skills/microsoft-foundry/foundry-agent/agent-optimizer/references/eval-yaml.md
- skills/microsoft-foundry/foundry-agent/agent-optimizer/references/optimize-workflow.md
- skills/microsoft-foundry/foundry-agent/agent-optimizer/references/python-patterns.md
- skills/microsoft-foundry/foundry-agent/agent-optimizer/references/scaffold.md
- skills/microsoft-foundry/foundry-agent/azd-guidance/azd-guidance.md
- skills/microsoft-foundry/foundry-agent/azd-guidance/references/azd-ai-cli.md
- skills/microsoft-foundry/foundry-agent/cicd/cicd.md
- skills/microsoft-foundry/foundry-agent/create/create-hosted.md
- skills/microsoft-foundry/foundry-agent/create/create-prompt.md
- skills/microsoft-foundry/foundry-agent/create/quick-start-hosted.md
- skills/microsoft-foundry/foundry-agent/create/references/enable-incoming-a2a.md
- skills/microsoft-foundry/foundry-agent/create/references/foundry-model.md
- skills/microsoft-foundry/foundry-agent/create/references/foundry-tool-catalog.md
- skills/microsoft-foundry/foundry-agent/create/references/guardrails/guardrail-api-create.md
- skills/microsoft-foundry/foundry-agent/create/references/guardrails/guardrail-attach.md
- skills/microsoft-foundry/foundry-agent/create/references/guardrails/guardrail-manage.md
- skills/microsoft-foundry/foundry-agent/create/references/langchain-langgraph-hosting.md
- skills/microsoft-foundry/foundry-agent/create/references/local-run.md
- skills/microsoft-foundry/foundry-agent/create/references/re-host.md
- skills/microsoft-foundry/foundry-agent/create/references/sdk-operations.md
- skills/microsoft-foundry/foundry-agent/create/references/skills/skill-attach.md
- skills/microsoft-foundry/foundry-agent/create/references/skills/skill-manage.md
- skills/microsoft-foundry/foundry-agent/create/references/skills/skill-toolbox-attach.md
- skills/microsoft-foundry/foundry-agent/create/references/tools/prompt-agent/agent-tools.md
- skills/microsoft-foundry/foundry-agent/create/references/tools/prompt-agent/tool-a2a.md
- skills/microsoft-foundry/foundry-agent/create/references/tools/prompt-agent/tool-azure-ai-search.md
- skills/microsoft-foundry/foundry-agent/create/references/tools/prompt-agent/tool-bing-grounding.md
- skills/microsoft-foundry/foundry-agent/create/references/tools/prompt-agent/tool-code-interpreter.md
- skills/microsoft-foundry/foundry-agent/create/references/tools/prompt-agent/tool-fabric-iq.md
- skills/microsoft-foundry/foundry-agent/create/references/tools/prompt-agent/tool-file-search.md
- skills/microsoft-foundry/foundry-agent/create/references/tools/prompt-agent/tool-function-calling.md
- skills/microsoft-foundry/foundry-agent/create/references/tools/prompt-agent/tool-mcp.md
- skills/microsoft-foundry/foundry-agent/create/references/tools/prompt-agent/tool-memory.md
- skills/microsoft-foundry/foundry-agent/create/references/tools/prompt-agent/tool-openapi.md
- skills/microsoft-foundry/foundry-agent/create/references/tools/prompt-agent/tool-web-search.md
- skills/microsoft-foundry/foundry-agent/create/references/tools/prompt-agent/tool-work-iq.md
- skills/microsoft-foundry/foundry-agent/create/references/use-toolbox-in-hosted-agent.md
- skills/microsoft-foundry/foundry-agent/create/scripts/check-copilot-app-entry.ps1
- skills/microsoft-foundry/foundry-agent/create/scripts/check-copilot-app-entry.sh
- skills/microsoft-foundry/foundry-agent/create/scripts/resolve-project-id.ps1
- skills/microsoft-foundry/foundry-agent/create/scripts/resolve-project-id.sh
- skills/microsoft-foundry/foundry-agent/create/scripts/verify-environment.ps1
- skills/microsoft-foundry/foundry-agent/create/scripts/verify-environment.sh
- skills/microsoft-foundry/foundry-agent/deploy/deploy.md
- skills/microsoft-foundry/foundry-agent/deploy/references/container-deploy.md
- skills/microsoft-foundry/foundry-agent/eval-datasets/eval-datasets.md
- skills/microsoft-foundry/foundry-agent/eval-datasets/references/dataset-comparison.md
- skills/microsoft-foundry/foundry-agent/eval-datasets/references/dataset-curation.md
- skills/microsoft-foundry/foundry-agent/eval-datasets/references/dataset-organization.md
- skills/microsoft-foundry/foundry-agent/eval-datasets/references/dataset-versioning.md
- skills/microsoft-foundry/foundry-agent/eval-datasets/references/eval-lineage.md
- skills/microsoft-foundry/foundry-agent/eval-datasets/references/eval-regression.md
- skills/microsoft-foundry/foundry-agent/eval-datasets/references/eval-trending.md
- skills/microsoft-foundry/foundry-agent/eval-datasets/references/generate-seed-dataset.md
- skills/microsoft-foundry/foundry-agent/eval-datasets/references/trace-to-dataset.md
- skills/microsoft-foundry/foundry-agent/insights/insights.md
- skills/microsoft-foundry/foundry-agent/insights/references/tool-contract.md
- skills/microsoft-foundry/foundry-agent/invocations-ws/invocations-ws.md
- skills/microsoft-foundry/foundry-agent/invocations-ws/references/invocations-ws-protocol.md
- skills/microsoft-foundry/foundry-agent/invoke/invoke.md
- skills/microsoft-foundry/foundry-agent/invoke/references/file-operations.md
- skills/microsoft-foundry/foundry-agent/invoke/references/invocations-protocol.md
- skills/microsoft-foundry/foundry-agent/invoke/references/session-management.md
- skills/microsoft-foundry/foundry-agent/observe/observe.md
- skills/microsoft-foundry/foundry-agent/observe/references/analyze-results.md
- skills/microsoft-foundry/foundry-agent/observe/references/cicd-monitoring.md
- skills/microsoft-foundry/foundry-agent/observe/references/compare-iterate.md
- skills/microsoft-foundry/foundry-agent/observe/references/continuous-eval.md
- skills/microsoft-foundry/foundry-agent/observe/references/deploy-and-setup.md
- skills/microsoft-foundry/foundry-agent/observe/references/evaluate-step.md
- skills/microsoft-foundry/foundry-agent/observe/references/evaluation-suite-generation.md
- skills/microsoft-foundry/foundry-agent/observe/references/optimize-deploy.md
- skills/microsoft-foundry/foundry-agent/routine/references/azure-yaml.md
- skills/microsoft-foundry/foundry-agent/routine/references/cli-crud.md
- skills/microsoft-foundry/foundry-agent/routine/routine.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/mcp-protocol.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/test-endpoint.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-a2a.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-azure-ai-search.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-browser-automation.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-code-interpreter.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-fabric-iq.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-file-search.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-mcp-agent-identity.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-mcp-custom-oauth-azure-starter.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-mcp-custom-oauth.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-mcp-key-auth.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-mcp-managed-oauth.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-mcp-noauth.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-mcp-user-entra-token.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-openapi.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-tool-search.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-web-search.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/tool-work-iq.md
- skills/microsoft-foundry/foundry-agent/toolbox/references/toolbox-azd.md
- skills/microsoft-foundry/foundry-agent/toolbox/scripts/get-catalog-inputs.ps1
- skills/microsoft-foundry/foundry-agent/toolbox/scripts/get-catalog-inputs.sh
- skills/microsoft-foundry/foundry-agent/toolbox/toolbox.md
- skills/microsoft-foundry/foundry-agent/trace/references/analyze-failures.md
- skills/microsoft-foundry/foundry-agent/trace/references/analyze-latency.md
- skills/microsoft-foundry/foundry-agent/trace/references/conversation-detail.md
- skills/microsoft-foundry/foundry-agent/trace/references/eval-correlation.md
- skills/microsoft-foundry/foundry-agent/trace/references/kql-templates.md
- skills/microsoft-foundry/foundry-agent/trace/references/search-traces.md
- skills/microsoft-foundry/foundry-agent/trace/trace.md
- skills/microsoft-foundry/foundry-agent/troubleshoot/troubleshoot.md
- skills/microsoft-foundry/foundry-agent/validate/references/default-rules.yaml
- skills/microsoft-foundry/foundry-agent/validate/references/report-schema.json
- skills/microsoft-foundry/foundry-agent/validate/references/report-template.md.tpl
- skills/microsoft-foundry/foundry-agent/validate/references/rules-schema.json
- skills/microsoft-foundry/foundry-agent/validate/validate.md
- skills/microsoft-foundry/models/deploy-model/SKILL.md
- skills/microsoft-foundry/models/deploy-model/TEST_PROMPTS.md
- skills/microsoft-foundry/models/deploy-model/capacity/SKILL.md
- skills/microsoft-foundry/models/deploy-model/capacity/scripts/discover_and_rank.ps1
- skills/microsoft-foundry/models/deploy-model/capacity/scripts/discover_and_rank.sh
- skills/microsoft-foundry/models/deploy-model/capacity/scripts/query_capacity.ps1
- skills/microsoft-foundry/models/deploy-model/capacity/scripts/query_capacity.sh
- skills/microsoft-foundry/models/deploy-model/customize/EXAMPLES.md
- skills/microsoft-foundry/models/deploy-model/customize/SKILL.md
- skills/microsoft-foundry/models/deploy-model/customize/references/customize-guides.md
- skills/microsoft-foundry/models/deploy-model/customize/references/customize-workflow.md
- skills/microsoft-foundry/models/deploy-model/preset/EXAMPLES.md
- skills/microsoft-foundry/models/deploy-model/preset/SKILL.md
- skills/microsoft-foundry/models/deploy-model/preset/references/preset-workflow.md
- skills/microsoft-foundry/models/deploy-model/preset/references/workflow.md
- skills/microsoft-foundry/models/deploy-model/scripts/generate_deployment_url.ps1
- skills/microsoft-foundry/models/deploy-model/scripts/generate_deployment_url.sh
- skills/microsoft-foundry/project/connections.md
- skills/microsoft-foundry/project/create/create-foundry-project.md
- skills/microsoft-foundry/quota/quota.md
- skills/microsoft-foundry/quota/references/capacity-planning.md
- skills/microsoft-foundry/quota/references/error-resolution.md
- skills/microsoft-foundry/quota/references/optimization.md
- skills/microsoft-foundry/quota/references/ptu-guide.md
- skills/microsoft-foundry/quota/references/troubleshooting.md
- skills/microsoft-foundry/quota/references/workflows.md
- skills/microsoft-foundry/rbac/rbac.md
- skills/microsoft-foundry/references/agent-metadata-contract.md
- skills/microsoft-foundry/references/auth-best-practices.md
- skills/microsoft-foundry/references/standard-agent-setup.md
- skills/microsoft-foundry/resource/create/create-foundry-resource.md
- skills/microsoft-foundry/resource/create/references/patterns.md
- skills/microsoft-foundry/resource/create/references/troubleshooting.md
- skills/microsoft-foundry/resource/create/references/workflows.md
- skills/microsoft-foundry/resource/private-network/private-network.md
- skills/microsoft-foundry/resource/private-network/references/custom-template-adaptation.md
- skills/microsoft-foundry/resource/private-network/references/deploy.md
- skills/microsoft-foundry/resource/private-network/references/end-to-end-test.md
- skills/microsoft-foundry/resource/private-network/references/intake.md
- skills/microsoft-foundry/resource/private-network/references/post-deployment-validation.md
- skills/microsoft-foundry/resource/private-network/references/scaffold.md
- skills/microsoft-foundry/resource/private-network/references/template-index.md
- skills/microsoft-foundry/resource/private-network/references/vpn-dns-setup.bicep
- skills/microsoft-foundry/resource/private-network/references/vpn-dns-setup.md
- skills/microsoft-foundry/scripts/check-and-setup-dependencies.ps1
- skills/microsoft-foundry/scripts/check-and-setup-dependencies.sh
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