microsoft-foundry v1

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, managed harness agent, Copilot harness, voice agent, create/update/invoke/evaluate agent, add tool to agent, agent insights, batch/continuous eval, continuous monitoring, agent CI/CD, optimize/improve prompt, optimize agent instructions, Agent Optimizer, 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).

• .gitignore0 bytes
• SKILL.md30,910 bytes
• finetuning/SKILL.md5,509 bytes
• finetuning/references/agentic-rft.md3,234 bytes
• finetuning/references/dataset-formats.md3,740 bytes
• finetuning/references/deployment.md3,503 bytes
• finetuning/references/evaluation.md5,924 bytes
• finetuning/references/grader-design.md3,437 bytes
• finetuning/references/hyperparameters.md3,233 bytes
• finetuning/references/large-file-uploads.md927 bytes
• finetuning/references/platform-gotchas.md2,069 bytes
• finetuning/references/reward-hacking.md2,945 bytes
• finetuning/references/training-curves.md4,183 bytes
• finetuning/references/training-types.md3,161 bytes
• finetuning/references/vision-fine-tuning.md4,205 bytes
• finetuning/scripts/calibrate_grader.py9,493 bytes
• finetuning/scripts/check_training.py7,987 bytes
• finetuning/scripts/cleanup.py9,687 bytes
• finetuning/scripts/common.py7,808 bytes
• finetuning/scripts/convert_dataset.py10,936 bytes
• finetuning/scripts/deploy_model.py9,618 bytes
• finetuning/scripts/evaluate_model.py11,690 bytes
• finetuning/scripts/generate_distillation_data.py10,299 bytes
• finetuning/scripts/monitor_training.py5,866 bytes
• finetuning/scripts/score_dataset.py7,873 bytes
• finetuning/scripts/submit_training.py11,070 bytes
• finetuning/scripts/validate/__init__.py305 bytes
• finetuning/scripts/validate/data_stats.py6,331 bytes
• finetuning/scripts/validate/validate_dpo.py3,807 bytes
• finetuning/scripts/validate/validate_rft.py8,799 bytes
• finetuning/scripts/validate/validate_sft.py4,573 bytes
• finetuning/workflows/dataset-creation.md3,161 bytes
• finetuning/workflows/diagnose-poor-results.md2,401 bytes
• finetuning/workflows/full-pipeline.md3,167 bytes
• finetuning/workflows/iterative-training.md3,178 bytes
• finetuning/workflows/quickstart.md4,600 bytes
• foundry-agent/agent-optimizer/agent-optimizer.md3,372 bytes
• foundry-agent/agent-optimizer/references/azd-setup.md1,221 bytes
• foundry-agent/agent-optimizer/references/eval-yaml.md3,311 bytes
• foundry-agent/agent-optimizer/references/optimize-workflow.md2,187 bytes
• foundry-agent/agent-optimizer/references/python-patterns.md4,096 bytes
• foundry-agent/agent-optimizer/references/scaffold.md3,415 bytes
• foundry-agent/azd-guidance/azd-guidance.md1,230 bytes
• foundry-agent/azd-guidance/references/azd-ai-cli.md10,335 bytes
• foundry-agent/cicd/cicd.md301 bytes
• foundry-agent/create/create-hosted.md34,618 bytes
• foundry-agent/create/create-managed-harness.md6,763 bytes
• foundry-agent/create/create-prompt.md4,656 bytes
• foundry-agent/create/create-voice.md13,430 bytes
• foundry-agent/create/quick-start-hosted.md24,132 bytes
• foundry-agent/create/references/enable-incoming-a2a.md3,740 bytes
• foundry-agent/create/references/foundry-model.md1,598 bytes
• foundry-agent/create/references/foundry-tool-catalog.md43,918 bytes
• foundry-agent/create/references/guardrails/guardrail-api-create.md3,860 bytes
• foundry-agent/create/references/guardrails/guardrail-attach.md3,855 bytes
• foundry-agent/create/references/guardrails/guardrail-manage.md2,197 bytes
• foundry-agent/create/references/hosted-voice-yaml.md1,737 bytes
• foundry-agent/create/references/langchain-langgraph-hosting.md2,257 bytes
• foundry-agent/create/references/local-run.md11,754 bytes
• foundry-agent/create/references/managed-harness-agent.md3,172 bytes
• foundry-agent/create/references/re-host.md2,683 bytes
• foundry-agent/create/references/sdk-operations.md2,216 bytes
• foundry-agent/create/references/skills/managed-harness-agent-skill-attach.md1,319 bytes
• foundry-agent/create/references/skills/skill-attach.md7,176 bytes
• foundry-agent/create/references/skills/skill-manage.md5,490 bytes
• foundry-agent/create/references/skills/skill-toolbox-attach.md5,226 bytes
• foundry-agent/create/references/tools/managed-harness-agent/agent-tools.md1,558 bytes
• foundry-agent/create/references/tools/managed-harness-agent/tool-a2a.md1,171 bytes
• foundry-agent/create/references/tools/managed-harness-agent/tool-azure-ai-search.md1,271 bytes
• foundry-agent/create/references/tools/managed-harness-agent/tool-code-interpreter.md391 bytes
• foundry-agent/create/references/tools/managed-harness-agent/tool-fabric-iq.md1,142 bytes
• foundry-agent/create/references/tools/managed-harness-agent/tool-file-search.md526 bytes
• foundry-agent/create/references/tools/managed-harness-agent/tool-github-copilot-toolset.md857 bytes
• foundry-agent/create/references/tools/managed-harness-agent/tool-mcp.md1,421 bytes
• foundry-agent/create/references/tools/managed-harness-agent/tool-openapi.md1,190 bytes
• foundry-agent/create/references/tools/managed-harness-agent/tool-web-search.md286 bytes
• foundry-agent/create/references/tools/managed-harness-agent/tool-work-iq.md1,329 bytes
• foundry-agent/create/references/tools/prompt-agent/agent-tools.md4,573 bytes
• foundry-agent/create/references/tools/prompt-agent/tool-a2a.md675 bytes
• foundry-agent/create/references/tools/prompt-agent/tool-azure-ai-search.md3,423 bytes
• foundry-agent/create/references/tools/prompt-agent/tool-bing-grounding.md2,869 bytes
• foundry-agent/create/references/tools/prompt-agent/tool-code-interpreter.md1,075 bytes
• foundry-agent/create/references/tools/prompt-agent/tool-fabric-iq.md1,933 bytes
• foundry-agent/create/references/tools/prompt-agent/tool-file-search.md2,699 bytes
• foundry-agent/create/references/tools/prompt-agent/tool-function-calling.md842 bytes
• foundry-agent/create/references/tools/prompt-agent/tool-mcp.md3,452 bytes
• foundry-agent/create/references/tools/prompt-agent/tool-memory.md4,888 bytes
• foundry-agent/create/references/tools/prompt-agent/tool-openapi.md1,528 bytes
• foundry-agent/create/references/tools/prompt-agent/tool-web-search.md3,703 bytes
• foundry-agent/create/references/tools/prompt-agent/tool-work-iq.md1,745 bytes
• foundry-agent/create/references/use-toolbox-in-hosted-agent.md10,630 bytes
• foundry-agent/create/references/voice-agent-common.md1,618 bytes
• foundry-agent/create/references/voice-agent-hosted-bridge.md8,345 bytes
• foundry-agent/create/references/voice-agent-prompt-yaml.md3,951 bytes
• foundry-agent/create/references/voice-agent-settings.md5,978 bytes
• foundry-agent/create/references/voice-agent-smoke-test.md8,010 bytes
• foundry-agent/create/scripts/check-copilot-app-entry.ps15,586 bytes
• foundry-agent/create/scripts/check-copilot-app-entry.sh4,295 bytes
• foundry-agent/create/scripts/resolve-project-id.ps15,952 bytes
• foundry-agent/create/scripts/resolve-project-id.sh9,243 bytes
• foundry-agent/create/scripts/smoke-test-voice.ps12,713 bytes
• foundry-agent/create/scripts/smoke-test-voice.sh966 bytes
• foundry-agent/create/scripts/smoke_test_voice.py14,876 bytes
• foundry-agent/create/scripts/verify-environment.ps18,397 bytes
• foundry-agent/create/scripts/verify-environment.sh6,630 bytes
• foundry-agent/deploy/deploy.md25,552 bytes
• foundry-agent/deploy/references/container-deploy.md2,140 bytes
• foundry-agent/deploy/references/voice-deploy.md2,261 bytes
• foundry-agent/eval-datasets/eval-datasets.md11,462 bytes
• foundry-agent/eval-datasets/references/dataset-comparison.md4,836 bytes
• foundry-agent/eval-datasets/references/dataset-curation.md4,167 bytes
• foundry-agent/eval-datasets/references/dataset-organization.md4,777 bytes
• foundry-agent/eval-datasets/references/dataset-versioning.md7,490 bytes
• foundry-agent/eval-datasets/references/eval-lineage.md4,090 bytes
• foundry-agent/eval-datasets/references/eval-regression.md7,023 bytes
• foundry-agent/eval-datasets/references/eval-trending.md4,921 bytes
• foundry-agent/eval-datasets/references/generate-seed-dataset.md8,893 bytes
• foundry-agent/eval-datasets/references/trace-to-dataset.md17,416 bytes
• foundry-agent/insights/insights.md4,655 bytes
• foundry-agent/insights/references/tool-contract.md3,479 bytes
• foundry-agent/invocations-ws/invocations-ws.md10,649 bytes
• foundry-agent/invocations-ws/references/invocations-ws-protocol.md7,943 bytes
• foundry-agent/invoke/invoke.md11,995 bytes
• foundry-agent/invoke/references/file-operations.md2,883 bytes
• foundry-agent/invoke/references/invocations-protocol.md3,516 bytes
• foundry-agent/invoke/references/session-management.md3,660 bytes
• foundry-agent/observe/observe.md15,636 bytes
• foundry-agent/observe/references/analyze-results.md6,462 bytes
• foundry-agent/observe/references/cicd-monitoring.md3,701 bytes
• foundry-agent/observe/references/compare-iterate.md3,351 bytes
• foundry-agent/observe/references/continuous-eval.md15,492 bytes
• foundry-agent/observe/references/deploy-and-setup.md5,662 bytes
• foundry-agent/observe/references/evaluate-step.md8,745 bytes
• foundry-agent/observe/references/evaluation-suite-generation.md12,582 bytes
• foundry-agent/observe/references/optimize-deploy.md1,579 bytes
• foundry-agent/routine/references/azure-yaml.md2,661 bytes
• foundry-agent/routine/references/cli-crud.md6,149 bytes
• foundry-agent/routine/routine.md8,151 bytes
• foundry-agent/toolbox/references/mcp-protocol.md3,326 bytes
• foundry-agent/toolbox/references/test-endpoint.md6,592 bytes
• foundry-agent/toolbox/references/tool-a2a.md2,263 bytes
• foundry-agent/toolbox/references/tool-azure-ai-search.md7,147 bytes
• foundry-agent/toolbox/references/tool-browser-automation.md3,548 bytes
• foundry-agent/toolbox/references/tool-code-interpreter.md3,582 bytes
• foundry-agent/toolbox/references/tool-fabric-iq.md4,475 bytes
• foundry-agent/toolbox/references/tool-file-search.md4,176 bytes
• foundry-agent/toolbox/references/tool-mcp-agent-identity.md8,030 bytes
• foundry-agent/toolbox/references/tool-mcp-custom-oauth-azure-starter.md4,126 bytes
• foundry-agent/toolbox/references/tool-mcp-custom-oauth.md8,058 bytes
• foundry-agent/toolbox/references/tool-mcp-key-auth.md4,338 bytes
• foundry-agent/toolbox/references/tool-mcp-managed-oauth.md6,473 bytes
• foundry-agent/toolbox/references/tool-mcp-noauth.md3,947 bytes
• foundry-agent/toolbox/references/tool-mcp-user-entra-token.md5,275 bytes
• foundry-agent/toolbox/references/tool-openapi.md6,299 bytes
• foundry-agent/toolbox/references/tool-tool-search.md6,015 bytes
• foundry-agent/toolbox/references/tool-web-search.md3,186 bytes
• foundry-agent/toolbox/references/tool-work-iq.md7,754 bytes
• foundry-agent/toolbox/references/toolbox-azd.md6,291 bytes
• foundry-agent/toolbox/scripts/get-catalog-inputs.ps113,030 bytes
• foundry-agent/toolbox/scripts/get-catalog-inputs.sh13,291 bytes
• foundry-agent/toolbox/toolbox.md7,942 bytes
• foundry-agent/trace/references/analyze-failures.md4,013 bytes
• foundry-agent/trace/references/analyze-latency.md3,880 bytes
• foundry-agent/trace/references/conversation-detail.md3,785 bytes
• foundry-agent/trace/references/eval-correlation.md2,555 bytes
• foundry-agent/trace/references/kql-templates.md10,839 bytes
• foundry-agent/trace/references/search-traces.md6,925 bytes
• foundry-agent/trace/trace.md6,696 bytes
• foundry-agent/troubleshoot/troubleshoot.md8,911 bytes
• foundry-agent/validate/references/default-rules.yaml18,540 bytes
• foundry-agent/validate/references/report-schema.json3,406 bytes
• foundry-agent/validate/references/report-template.md.tpl2,876 bytes
• foundry-agent/validate/references/rules-schema.json2,554 bytes
• foundry-agent/validate/validate.md7,536 bytes
• models/deploy-model/SKILL.md7,301 bytes
• models/deploy-model/TEST_PROMPTS.md3,367 bytes
• models/deploy-model/capacity/SKILL.md7,011 bytes
• models/deploy-model/capacity/scripts/discover_and_rank.ps14,677 bytes
• models/deploy-model/capacity/scripts/discover_and_rank.sh4,641 bytes
• models/deploy-model/capacity/scripts/query_capacity.ps13,030 bytes
• models/deploy-model/capacity/scripts/query_capacity.sh2,942 bytes
• models/deploy-model/customize/EXAMPLES.md4,402 bytes
• models/deploy-model/customize/SKILL.md8,988 bytes
• models/deploy-model/customize/references/customize-guides.md3,487 bytes
• models/deploy-model/customize/references/customize-workflow.md13,403 bytes
• models/deploy-model/preset/EXAMPLES.md2,989 bytes
• models/deploy-model/preset/SKILL.md4,960 bytes
• models/deploy-model/preset/references/preset-workflow.md22,492 bytes
• models/deploy-model/preset/references/workflow.md5,763 bytes
• models/deploy-model/scripts/generate_deployment_url.ps12,371 bytes
• models/deploy-model/scripts/generate_deployment_url.sh2,687 bytes
• project/connections.md3,203 bytes
• project/create/create-foundry-project.md8,586 bytes
• quota/quota.md9,189 bytes
• quota/references/capacity-planning.md8,375 bytes
• quota/references/error-resolution.md5,013 bytes
• quota/references/optimization.md7,818 bytes
• quota/references/ptu-guide.md6,332 bytes
• quota/references/troubleshooting.md7,521 bytes
• quota/references/workflows.md7,036 bytes
• rbac/rbac.md7,269 bytes
• references/agent-metadata-contract.md8,866 bytes
• references/auth-best-practices.md6,669 bytes
• references/standard-agent-setup.md4,290 bytes
• resource/create/create-foundry-resource.md6,204 bytes
• resource/create/references/patterns.md4,007 bytes
• resource/create/references/troubleshooting.md2,470 bytes
• resource/create/references/workflows.md6,859 bytes
• resource/private-network/private-network.md6,448 bytes
• resource/private-network/references/custom-template-adaptation.md1,630 bytes
• resource/private-network/references/deploy.md3,759 bytes
• resource/private-network/references/end-to-end-test.md4,197 bytes
• resource/private-network/references/intake.md6,700 bytes
• resource/private-network/references/post-deployment-validation.md3,739 bytes
• resource/private-network/references/scaffold.md1,773 bytes
• resource/private-network/references/template-index.md1,590 bytes
• resource/private-network/references/vpn-dns-setup.bicep4,564 bytes
• resource/private-network/references/vpn-dns-setup.md6,531 bytes
• scripts/check-and-setup-dependencies.ps11,276 bytes
• scripts/check-and-setup-dependencies.sh845 bytes