Feature/contentpacks tas27

.devcontainer/devcontainer-lock.json

@@ -0,0 +1,29 @@
+{
+  "features": {
+    "ghcr.io/azure/azure-dev/azd:latest": {
+      "version": "0.2.0",
+      "resolved": "ghcr.io/azure/azure-dev/azd@sha256:01bbec064fcb34f7c8730b3e3c2cc210699e213419664524982268b2910c4f73",
+      "integrity": "sha256:01bbec064fcb34f7c8730b3e3c2cc210699e213419664524982268b2910c4f73"
+    },
+    "ghcr.io/devcontainers/features/azure-cli:1": {
+      "version": "1.2.9",
+      "resolved": "ghcr.io/devcontainers/features/azure-cli@sha256:4549175fbfd3475d1d62e82f6e5425d03954a6ae06027b2515b0ba41a8206417",
+      "integrity": "sha256:4549175fbfd3475d1d62e82f6e5425d03954a6ae06027b2515b0ba41a8206417"
+    },
+    "ghcr.io/devcontainers/features/docker-in-docker:2": {
+      "version": "2.16.1",
+      "resolved": "ghcr.io/devcontainers/features/docker-in-docker@sha256:ce078b7bf7d9ef3bcb9813b32103795d8d72172446890b64772cbe1dec6baafd",
+      "integrity": "sha256:ce078b7bf7d9ef3bcb9813b32103795d8d72172446890b64772cbe1dec6baafd"
+    },
+    "ghcr.io/devcontainers/features/node:1": {
+      "version": "1.7.1",
+      "resolved": "ghcr.io/devcontainers/features/node@sha256:8c0de46939b61958041700ee89e3493f3b2e4131a06dc46b4d9423427d06e5f6",
+      "integrity": "sha256:8c0de46939b61958041700ee89e3493f3b2e4131a06dc46b4d9423427d06e5f6"
+    },
+    "ghcr.io/jsburckhardt/devcontainer-features/uv:1": {
+      "version": "1.0.0",
+      "resolved": "ghcr.io/jsburckhardt/devcontainer-features/uv@sha256:542a0bc2203205b3c696de650ba862f280b20af3543493cc232edd9ac35791f7",
+      "integrity": "sha256:542a0bc2203205b3c696de650ba862f280b20af3543493cc232edd9ac35791f7"
+    }
+  }
+}

.gitignore

@@ -472,4 +472,16 @@ data/sample_code/
 *.local*.bicepparam
 *.local*.parameters.json
 # Local debug/ops scripts (not for repo)
-scripts/
+scripts/
+# Local debug/log dumps (terminal output captures, plan inspections, image scratch)
+be*.json
+be*.txt
+backend_logs*.txt
+mcp*.json
+mcp*.txt
+mcp_logs*.txt
+plan_*.json
+plan_*.txt
+plan.json
+upload_resp.json
+generated_image.png

.last_backend_tag

@@ -0,0 +1 @@
+rev-20260507113558

azure.yaml

@@ -4,7 +4,31 @@ metadata:
   template: multi-agent-custom-automation-engine-solution-accelerator@1.0
 requiredVersions:
   azd: '>= 1.18.0'
+services:
+  backend:
+    project: ./src/backend
+    language: docker
+    host: containerapp
+    docker:
+      remoteBuild: true
+  mcp:
+    project: ./src/mcp_server
+    language: docker
+    host: containerapp
+    docker:
+      remoteBuild: true
 hooks:
+  postprovision:
+    windows:
+      run: ./infra/scripts/Deploy-AI-Models.ps1
+      shell: pwsh
+      interactive: true
+      continueOnError: false
+    posix:
+      run: ./infra/scripts/deploy-ai-models.sh
+      shell: sh
+      interactive: true
+      continueOnError: false
   postdeploy:
     windows:
       run: |

body.json

@@ -0,0 +1 @@
+{"model":"gpt-4.1","input":"hi"}

content_packs/README.md

@@ -0,0 +1,78 @@
+# Content Packs
+
+Optional, drop-in extensions to the Multi-Agent Custom Automation Engine. A pack
+ships everything needed to add a domain-specific agent team **without touching
+core code**.
+
+The core solution works fine when this folder is empty or absent.
+
+> 💡 **Looking for a starting point?** See [example_pack/](example_pack/README.md)
+> — a minimal, fully-working pack that demonstrates the team config, AI Search
+> index, and blob upload features. Copy that folder and edit it.
+
+## Convention
+
+```
+content_packs/
+└── <pack_name>/
+    ├── pack.json               # optional — declares pack-level Azure resources
+    ├── agent_teams/
+    │   └── <pack_name>.json    # required — uploaded automatically on deploy
+    ├── datasets/               # optional — sample data your tools/scripts use
+    │   ├── data/*.csv
+    │   └── images/*.png
+    ├── scripts/                # optional — pack-local one-off utilities
+    └── mcp_tools/              # optional — pack-specific MCP services (manual wiring today)
+```
+
+`<pack_name>` should be lowercase snake_case (e.g. `content_gen`, `legal_review`).
+
+## How packs are picked up
+
+During deployment, [Selecting-Team-Config-And-Data.ps1](../infra/scripts/Selecting-Team-Config-And-Data.ps1)
+discovers packs and provisions everything they declare:
+
+1. **Team configs** — [upload_team_config.py](../infra/scripts/upload_team_config.py)
+   globs `content_packs/*/agent_teams/*.json`, picks a deterministic UUID
+   (`team_id` in the JSON if it's a UUID, otherwise `uuid5("…aaaa", "<pack>")`),
+   and POSTs each to `/api/v4/upload_team_config`.
+2. **Pack-level resources** — [provision_content_pack.py](../infra/scripts/provision_content_pack.py)
+   reads each `pack.json` and provisions Azure resources it declares
+   (currently: AI Search indexes built from CSVs, and raw-file blob uploads).
+
+This means uploading a new pack is just: drop the folder in, redeploy.
+
+## Manifest schema (`pack.json`)
+
+```jsonc
+{
+  "name": "<pack>",
+  "description": "...",
+  "search_indexes": [          // optional
+    {
+      "index_name":  "<index>",
+      "csv_path":    "datasets/data/<file>.csv",
+      "key_field":   "id",          // optional, default "id"
+      "title_field": "<column>"     // optional, default first non-key column
+    }
+  ],
+  "blob_uploads": [            // optional
+    {
+      "container": "<container>",
+      "source":    "datasets/data",  // file or directory inside the pack
+      "pattern":   "*.csv"           // optional, default "*"
+    }
+  ]
+}
+```
+
+Both lists are optional. A pack with no `pack.json` will still have its team
+configs uploaded — the manifest only adds Azure-side provisioning.
+
+## Removing a pack
+
+Delete the pack folder. The team configs it previously uploaded remain in
+Cosmos until you delete them via `DELETE /api/v4/team_configs/{team_id}` (the
+deterministic UUID is `uuid5("00000000-0000-0000-0000-00000000aaaa", "<pack_name>")`).
+Search indexes and blob containers created from the manifest are also left in
+place — clean them up with `az search` / `az storage` if no longer needed.