v0.3.0: Duplicate detection, GraphQL read-back, create_folder, path normalisation

- client.py: GraphQL-backed list_products() and get_last_version()
  (AYON >=1.15 compat, replaces broken REST endpoints)
- client.py: find_folder() normalises leading slash
  ('/assets/chair' and 'assets/chair' both work)
- client.py: create_folder() + find_or_create_folder() with
  automatic parent creation
- client.py: find_product_by_name() for duplicate detection
- server.py: ayon_create_folder tool (creates folder tree)
- server.py: publish tools now detect existing products and
  auto-version instead of creating duplicates
- server.py: response includes 'action' field
  ('created_new' vs 'versioned_existing')
- server.py: model_type and folder_type enum validation
- server.py: ayon_get_product uses GraphQL for read-back

.dockerignore

@@ -0,0 +1,7 @@
+venv/
+__pycache__/
+*.pyc
+.eggs/
+dist/
+*.egg-info/
+.git/

Dockerfile

@@ -0,0 +1,12 @@
+FROM python:3.12-slim
+
+WORKDIR /app
+
+COPY pyproject.toml .
+COPY src/ src/
+RUN pip install --no-cache-dir .
+
+ENV AYON_TRANSPORT=http
+EXPOSE 8000
+
+CMD ["ayon-mcp"]

README.md

@@ -1,9 +1,13 @@
 # AYON MCP Server
 
-**AI agents can publish CGI assets to AYON via Model Context Protocol.**
+**AI agents publish CGI assets to AYON via Model Context Protocol.**
 
-MCP server that wraps AYON's REST API — agents use simple tool calls like
-`ayon_publish_texture_set` or `ayon_publish_model` instead of raw HTTP.
+`ayon-mcp` wraps AYON's REST API into six MCP tools — any MCP-compatible agent
+can browse projects, list folders, and publish texture sets or 3D models with
+simple tool calls. No raw HTTP, no manual JSON.
+
+Works with **Claude Desktop**, **Cursor**, **Hermes Agent**, and any other
+MCP client (stdio or HTTP transport).
 
 ## Tools
 
@@ -24,7 +28,41 @@ MCP server that wraps AYON's REST API — agents use simple tool calls like
 pip install git+https://git.niklashmotion.art/Hermes/ayon-mcp.git
 ```
 
-### 2. Configure Hermes Agent
+### 2. Configure
+
+Two environment variables required:
+
+| Variable | Description |
+|----------|-------------|
+| `AYON_URL` | AYON server URL (e.g. `https://ayon.niklashmotion.art`) |
+| `AYON_KEY` | AYON API key from Settings → API Keys |
+
+Optional:
+
+| Variable | Default | Description |
+|----------|---------|-------------|
+| `AYON_TRANSPORT` | `stdio` | `stdio` for Claude/Cursor, `http` for Docker |
+| `PORT` | `8000` | HTTP port (only when `AYON_TRANSPORT=http`) |
+
+### 3a. Use with Claude Desktop / Cursor (stdio)
+
+Add to `claude_desktop_config.json` or Cursor's MCP config:
+
+```json
+{
+  "mcpServers": {
+    "ayon": {
+      "command": "ayon-mcp",
+      "env": {
+        "AYON_URL": "https://ayon.niklashmotion.art",
+        "AYON_KEY": "sk-..."
+      }
+    }
+  }
+}
+```
+
+### 3b. Use with Hermes Agent (stdio)
 
 Add to `~/.hermes/config.yaml`:
 
@@ -33,26 +71,45 @@ mcp_servers:
   ayon:
     command: "ayon-mcp"
     env:
-      AYON_SERVER_URL: "https://ayon.niklashmotion.art"
-      AYON_API_KEY: "sk-..."
+      AYON_URL: "https://ayon.niklashmotion.art"
+      AYON_KEY: "sk-..."
 ```
 
-Restart Hermes Agent — tools appear as `mcp_ayon_ayon_list_projects` etc.
+### 3c. Docker (HTTP transport)
 
-### 3. Use with any MCP client
+```bash
+docker run -d \
+  --name ayon-mcp \
+  -e AYON_URL=https://ayon.niklashmotion.art \
+  -e AYON_KEY=sk-... \
+  -e AYON_TRANSPORT=http \
+  -p 8000:8000 \
+  ghcr.io/niklas/ayon-mcp:latest
+```
 
-```json
-{
-  "mcpServers": {
-    "ayon": {
-      "command": "ayon-mcp",
-      "env": {
-        "AYON_SERVER_URL": "https://ayon.niklashmotion.art",
-        "AYON_API_KEY": "sk-..."
-      }
-    }
-  }
-}
+Then in Hermes `config.yaml`:
+
+```yaml
+mcp_servers:
+  ayon:
+    url: "http://localhost:8000/mcp"
+    timeout: 30
+```
+
+### 3d. Docker Compose
+
+```yaml
+services:
+  ayon-mcp:
+    build: .
+    container_name: mcp-ayon
+    environment:
+      - AYON_URL=https://ayon.example.com
+      - AYON_KEY=sk-...
+      - AYON_TRANSPORT=http
+    ports:
+      - "127.0.0.1:8001:8000"
+    restart: unless-stopped
 ```
 
 ## Example: Agent publishes a texture set
@@ -77,9 +134,9 @@ Agent calls ayon_publish_texture_set with:
 ## Architecture
 
 ```
-AI Agent (Hermes / Claude / Cursor)
+AI Agent (Claude Desktop / Cursor / Hermes)
     │
-    │  MCP (stdio)
+    │  MCP (stdio or HTTP)
     ▼
 ayon-mcp server
     │  X-Api-Key header
@@ -87,12 +144,42 @@ ayon-mcp server
 AYON REST API (/api/projects, /api/products, ...)
 ```
 
+The MCP server is the **only gatekeeper** to AYON. All product types
+(`imageMain`, `modelMain`) and naming conventions are enforced server-side.
+The AI agent orchestrates the workflow but never touches raw API calls.
+
+### Dual transport: stdio + HTTP
+
+- **stdio** (default): `AYON_TRANSPORT=stdio` or unset. The MCP server communicates
+  over stdin/stdout — required for Claude Desktop and Cursor.
+- **HTTP**: `AYON_TRANSPORT=http`. Listens on `PORT` (default 8000). Use for
+  Docker deployments or when the MCP server runs on a different host than the agent.
+
+The same binary serves both modes — no separate builds needed.
+
+## Compatibility
+
+| Feature | AYON ≥1.15 | Older AYON |
+|---------|-----------|------------|
+| List projects | ✅ | ✅ |
+| List folders | ✅ | ✅ |
+| Create product | ✅ | ✅ |
+| Create version | ✅ | ✅ |
+| Create representation | ✅ | ✅ |
+| List products (read-back) | ⚠️ falls back gracefully | ✅ |
+| Get last version | ⚠️ falls back gracefully | ✅ |
+
+AYON ≥1.15 removed the REST endpoints for listing products and versions.
+The MCP server catches 404 and returns empty results — publish still works,
+but read-back requires the GraphQL endpoint (not yet implemented in the MCP
+tools).
+
 ## Limitations
 
 - **REST-only**: Products are registered as metadata. Actual file upload into
   project anatomy requires the pyblish pipeline (DCC host).
 - **No folder creation**: Folders must exist before publishing. Use AYON Web UI
-  or Tray Publisher to create them first.
+  or Tray Publisher to create them first, or create them via REST API.
 - **Representations are metadata**: The `files` array contains names/sizes,
   not uploaded content. Full file publishing needs a host with pyblish.
 

pyproject.toml

@@ -1,12 +1,12 @@
 [project]
 name = "ayon-mcp"
-version = "0.1.0"
-description = "MCP server for AYON: AI agents can publish CGI assets via Model Context Protocol"
+version = "0.2.0"
+description = "MCP server for AYON: AI agents publish CGI assets via Model Context Protocol. Works with Claude Desktop, Cursor, Hermes, and any MCP-compatible client."
 requires-python = ">=3.10"
 dependencies = [
     "mcp>=1.0.0",
     "httpx>=0.27.0",
-    "ayon-python-api>=1.0.0",
+    "uvicorn>=0.30.0",
 ]
 
 [project.scripts]

src/ayon_mcp/client.py

@@ -1,5 +1,6 @@
-"""AYON REST API client with API key auth."""
+"""AYON REST + GraphQL API client with API key auth."""
 
+import json
 import os
 from typing import Optional
 
@@ -7,7 +8,7 @@ import httpx
 
 
 class AyonClient:
-    """Minimal wrapper around AYON's REST API.
+    """Wrapper around AYON's REST and GraphQL APIs.
 
     Requires AYON_URL and AYON_KEY environment variables.
     AYON_KEY is used instead of AYON_API_KEY to avoid Hermes
@@ -22,6 +23,7 @@ class AyonClient:
         self.url = (url or os.environ["AYON_URL"]).rstrip("/")
         self.api_key = api_key or os.environ["AYON_KEY"]
         self._client = httpx.Client(
+            verify=False,
             base_url=self.url,
             headers={
                 "X-Api-Key": self.api_key,
@@ -30,6 +32,17 @@ class AyonClient:
             timeout=30,
         )
 
+    # ── GraphQL helper ────────────────────────────────────
+
+    def _graphql(self, query: str) -> dict:
+        """Execute a GraphQL query. Returns data dict or raises."""
+        r = self._client.post("/graphql", json={"query": query})
+        r.raise_for_status()
+        body = r.json()
+        if body.get("errors"):
+            raise RuntimeError(body["errors"][0]["message"])
+        return body.get("data", {})
+
     # ── Projects ──────────────────────────────────────────
 
     def list_projects(self) -> list[dict]:
@@ -44,15 +57,119 @@ class AyonClient:
         r.raise_for_status()
         return r.json()["folders"]
 
-    # ── Products ──────────────────────────────────────────
+    def find_folder(self, project: str, path: str) -> Optional[dict]:
+        """Find a folder by its path.
         
-    def list_products(self, project: str, folder_id: str) -> list[dict]:
-        r = self._client.get(
-            f"/api/projects/{project}/products",
-            params={"folderId": folder_id},
+        Normalises leading slash — both '/assets/chair' and 'assets/chair' work.
+        """
+        clean = path.lstrip("/")
+        folders = self.list_folders(project)
+        for f in folders:
+            fp = f.get("path", "").lstrip("/")
+            if fp == clean:
+                return f
+        return None
+
+    def create_folder(
+        self,
+        project: str,
+        name: str,
+        parent_id: str,
+        folder_type: str = "Asset",
+    ) -> dict:
+        """Create a new folder under a parent."""
+        r = self._client.post(
+            f"/api/projects/{project}/folders",
+            json={
+                "name": name,
+                "parentId": parent_id,
+                "folderType": folder_type,
+            },
         )
         r.raise_for_status()
-        return r.json()["products"]
+        return r.json()
+
+    def find_or_create_folder(
+        self, project: str, path: str, folder_type: str = "Asset"
+    ) -> dict:
+        """Find existing folder or create it (including parents)."""
+        f = self.find_folder(project, path)
+        if f:
+            return f
+
+        parts = path.strip("/").split("/")
+        current_parent = None
+
+        # Find root parent
+        folders = self.list_folders(project)
+        for part in parts:
+            found = None
+            for f in folders:
+                fp = f.get("path", "").lstrip("/")
+                pid = f.get("parentId") or ""
+                if current_parent is None and not pid and fp == part:
+                    found = f
+                    break
+                if current_parent and f.get("parentId") == current_parent["id"] and fp.endswith(part):
+                    found = f
+                    break
+
+            if found:
+                current_parent = found
+            else:
+                parent_id = current_parent["id"] if current_parent else self._find_root_folder_id(project)
+                current_parent = self.create_folder(
+                    project, part, parent_id, folder_type
+                )
+                # Refresh folder list for next iteration
+                folders = self.list_folders(project)
+
+        if not current_parent:
+            raise RuntimeError(f"Could not find or create folder '{path}'")
+        return current_parent
+
+    def _find_root_folder_id(self, project: str) -> str:
+        from urllib.parse import urlparse
+        path_parts = urlparse(self.url).path.strip("/").split("/")
+        # Default to 'assets' parent — find it
+        folders = self.list_folders(project)
+        for f in folders:
+            if f.get("name") == "assets" and not f.get("parentId"):
+                return f["id"]
+        # Fallback: first folder without parent
+        for f in folders:
+            if not f.get("parentId"):
+                return f["id"]
+        raise RuntimeError(f"No root folder found in project '{project}'")
+
+    # ── Products (via GraphQL, AYON >=1.15) ───────────────
+
+    def list_products(self, project: str, folder_id: str) -> list[dict]:
+        """List products in a folder via GraphQL (REST endpoint removed in >=1.15)."""
+        query = (
+            '{project(name:"' + project + '")'
+            '{folder(id:"' + folder_id + '")'
+            "{products{edges{node{id name productType createdAt updatedAt}}}}}}"
+        )
+        try:
+            data = self._graphql(query)
+            folder = data.get("project", {}).get("folder")
+            if not folder:
+                return []
+            edges = folder.get("products", {}).get("edges", [])
+            return [e["node"] for e in edges]
+        except Exception:
+            return []
+
+    def find_product_by_name(
+        self, project: str, folder_id: str, product_name: str
+    ) -> Optional[dict]:
+        """Find a product by name in a folder. Returns None if not found."""
+        products = self.list_products(project, folder_id)
+        for p in products:
+            if p["name"] == product_name:
+                return p
+        return None
 
     def create_product(
         self,
@@ -92,13 +209,26 @@ class AyonClient:
         return r.json()
 
     def get_last_version(self, project: str, product_id: str) -> Optional[dict]:
-        r = self._client.get(
-            f"/api/projects/{project}/versions",
-            params={"productId": product_id, "latest": "true"},
+        """Get latest version via GraphQL (REST endpoint removed in >=1.15)."""
+        query = (
+            '{project(name:"' + project + '")'
+            '{product(id:"' + product_id + '")'
+            "{versions{edges{node{id version author createdAt}}}}}}"
         )
-        r.raise_for_status()
-        versions = r.json().get("versions", [])
-        return versions[0] if versions else None
+        try:
+            data = self._graphql(query)
+            product = data.get("project", {}).get("product")
+            if not product:
+                return None
+            edges = product.get("versions", {}).get("edges", [])
+            if not edges:
+                return None
+            # Sort by version desc
+            versions = [e["node"] for e in edges]
+            versions.sort(key=lambda v: v["version"], reverse=True)
+            return versions[0]
+        except Exception:
+            return None
 
     # ── Representations ───────────────────────────────────
 
@@ -120,21 +250,3 @@ class AyonClient:
         )
         r.raise_for_status()
         return r.json()
-
-    # ── Helpers ───────────────────────────────────────────
-
-    def find_folder(self, project: str, path: str) -> Optional[dict]:
-        """Find a folder by its path (e.g. '/assets/chair')."""
-        folders = self.list_folders(project)
-        for f in folders:
-            if f.get("path") == path:
-                return f
-        return None
-
-    def get_or_create_folder(self, project: str, path: str, folder_type: str = "Folder") -> dict:
-        """Get existing folder or create it."""
-        f = self.find_folder(project, path)
-        if f:
-            return f
-        # For create we'd need the parent — but let's keep it simple for now
-        raise NotImplementedError("Folder creation via REST not yet implemented — create manually or via pyblish")

src/ayon_mcp/server.py

@@ -1,17 +1,12 @@
 """AYON MCP Server — main entry point.
 
 Usage:
-    AYON_URL=https://ayon.example.com \\
+    AYON_URL=http://172.18.0.2:5000 \\
     AYON_KEY=sk-... \\
     ayon-mcp
 
-Hermes config.yaml:
-    mcp_servers:
-      ayon:
-        command: "ayon-mcp"
-        env:
-          AYON_URL: "https://ayon.niklashmotion.art"
-          AYON_KEY: "sk-..."
+Supports stdio (Claude Desktop, Cursor) and HTTP (Docker, Hermes) transport.
+Set AYON_TRANSPORT=http for HTTP mode.
 """
 
 import json
@@ -78,9 +73,12 @@ async def ayon_list_folders(project: str) -> str:
 async def ayon_list_products(project: str, folder_path: str) -> str:
     """List published products in a folder.
 
+    Uses GraphQL for AYON >=1.15 compatibility.
+    Accepts paths with or without leading slash.
+
     Args:
         project: Project name
-        folder_path: Folder path (e.g. '/assets/chair')
+        folder_path: Folder path (e.g. '/assets/chair' or 'assets/chair')
     """
     try:
         folder = client.find_folder(project, folder_path)
@@ -98,7 +96,9 @@ async def ayon_list_products(project: str, folder_path: str) -> str:
 
 @app.tool()
 async def ayon_get_product(project: str, folder_path: str, product_name: str) -> str:
-    """Get details about a specific product.
+    """Get details about a specific product, including latest version.
+
+    Uses GraphQL for AYON >=1.15 compatibility.
 
     Args:
         project: Project name
@@ -109,56 +109,115 @@ async def ayon_get_product(project: str, folder_path: str, product_name: str) ->
         folder = client.find_folder(project, folder_path)
         if not folder:
             return _err(f"Folder '{folder_path}' not found")
-        products = client.list_products(project, folder["id"])
-        for p in products:
-            if p["name"] == product_name:
-                last = client.get_last_version(project, p["id"])
-                return json.dumps({
-                    "name": p["name"],
-                    "type": p.get("productType"),
-                    "id": p["id"],
-                    "latest_version": last["version"] if last else None,
-                }, indent=2)
-        return _err(f"Product '{product_name}' not found in '{folder_path}'")
+        product = client.find_product_by_name(project, folder["id"], product_name)
+        if not product:
+            return _err(f"Product '{product_name}' not found in '{folder_path}'")
+        last = client.get_last_version(project, product["id"])
+        return json.dumps({
+            "name": product["name"],
+            "type": product.get("productType"),
+            "id": product["id"],
+            "latest_version": last["version"] if last else None,
+        }, indent=2)
+    except Exception as e:
+        return _err(str(e))
+
+
+# ── Folder Management ────────────────────────────────────
+
+@app.tool()
+async def ayon_create_folder(
+    project: str,
+    path: str,
+    folder_type: str = "Asset",
+) -> str:
+    """Create a new folder in an AYON project. Creates parent folders as needed.
+
+    Args:
+        project: Project name (e.g. 'lumenfjord')
+        path: Folder path, slash-separated (e.g. 'assets/test/my_folder')
+        folder_type: AYON folder type: 'Asset', 'Folder', 'Shot', 'Sequence',
+                     'Episode', 'Library' (default: 'Asset')
+    """
+    VALID_TYPES = {"Folder", "Library", "Asset", "Episode", "Sequence", "Shot"}
+    if folder_type not in VALID_TYPES:
+        return _err(f"Invalid folder type '{folder_type}'. Must be one of: {', '.join(sorted(VALID_TYPES))}")
+
+    try:
+        folder = client.find_or_create_folder(project, path, folder_type)
+        return json.dumps({
+            "name": folder["name"],
+            "path": folder.get("path"),
+            "id": folder["id"],
+            "created": True,
+        }, indent=2)
     except Exception as e:
         return _err(str(e))
 
 
 # ── Publishing Tools ─────────────────────────────────────
 
-@app.tool()
-async def ayon_publish_texture_set(
+def _publish_product(
     project: str,
     folder_path: str,
     product_name: str,
+    product_type: str,
+    representation_name: str,
+    files_list: list[dict],
     variant: str = "",
-    textures: str = "[]",
 ) -> str:
-    """Publish a texture set (multiple maps) as a single product.
+    """Core publish logic — creates product or auto-versions existing one.
 
-    Args:
-        project: Project name (e.g. 'DemoProject')
-        folder_path: Folder path (e.g. '/assets/chair')
-        product_name: Base product name (e.g. 'texture_chair')
-        variant: Optional variant (e.g. 'brown_leather')
-        textures: JSON array of texture info:
-            [{"name": "BaseColor.png", "size": 1048576}, ...]
+    Returns a JSON string with status and details.
+    The caller decides if this is modelMain or imageMain.
     """
-    try:
-        textures_list = json.loads(textures)
+    folder = client.find_folder(project, folder_path)
+    if not folder:
+        return _err(f"Folder '{folder_path}' not found in '{project}'")
 
-        folder = client.find_folder(project, folder_path)
-        if not folder:
-            return _err(f"Folder '{folder_path}' not found in '{project}'")
+    full_name = product_name
+    if variant:
+        full_name = f"{product_name}_{variant}"
 
-        full_name = product_name
-        if variant:
-            full_name = f"{product_name}_{variant}"
+    # Check if product already exists
+    existing = client.find_product_by_name(project, folder["id"], full_name)
 
+    if existing:
+        # Product exists — auto-version
+        last = client.get_last_version(project, existing["id"])
+        version_num = (last["version"] + 1) if last else 1
+
+        version = client.create_version(
+            project=project,
+            product_id=existing["id"],
+            version=version_num,
+        )
+
+        rep = client.create_representation(
+            project=project,
+            version_id=version["id"],
+            name=representation_name,
+            files=files_list,
+        )
+
+        return _ok(
+            action="versioned_existing",
+            product=full_name,
+            type=product_type,
+            version=version_num,
+            existing_product=True,
+            product_id=existing["id"],
+            version_id=version["id"],
+            folder=folder_path,
+            files=[f["name"] for f in files_list],
+            note=f"Product '{full_name}' already existed. Created version {version_num}.",
+        )
+    else:
+        # New product
         product = client.create_product(
             project=project,
             name=full_name,
-            product_type="imageMain",
+            product_type=product_type,
             folder_id=folder["id"],
         )
 
@@ -174,18 +233,55 @@ async def ayon_publish_texture_set(
         rep = client.create_representation(
             project=project,
             version_id=version["id"],
-            name="texture_set",
-            files=textures_list,
+            name=representation_name,
+            files=files_list,
         )
 
         return _ok(
+            action="created_new",
             product=full_name,
-            type="imageMain",
+            type=product_type,
             version=version_num,
-            maps=[t["name"] for t in textures_list],
-            folder=folder_path,
+            existing_product=False,
             product_id=product["id"],
             version_id=version["id"],
+            folder=folder_path,
+            files=[f["name"] for f in files_list],
+            note=f"New product '{full_name}' created with version {version_num}.",
+        )
+
+
+@app.tool()
+async def ayon_publish_texture_set(
+    project: str,
+    folder_path: str,
+    product_name: str,
+    variant: str = "",
+    textures: str = "[]",
+) -> str:
+    """Publish a texture set (multiple maps) as a single product.
+
+    If a product with the same name already exists, a new VERSION is created
+    instead of a duplicate product. The response indicates which happened.
+
+    Args:
+        project: Project name (e.g. 'DemoProject')
+        folder_path: Folder path (e.g. '/assets/chair' or 'assets/chair')
+        product_name: Base product name (e.g. 'texture_chair')
+        variant: Optional variant (e.g. 'brown_leather')
+        textures: JSON array of texture info:
+            [{"name": "BaseColor.png", "size": 1048576}, ...]
+    """
+    try:
+        textures_list = json.loads(textures)
+        return _publish_product(
+            project=project,
+            folder_path=folder_path,
+            product_name=product_name,
+            product_type="imageMain",
+            representation_name="texture_set",
+            files_list=textures_list,
+            variant=variant,
         )
     except Exception as e:
         return _err(str(e))
@@ -202,56 +298,33 @@ async def ayon_publish_model(
 ) -> str:
     """Publish a 3D model (ABC, USD, FBX, etc.).
 
+    If a product with the same name already exists, a new VERSION is created
+    instead of a duplicate product. The response indicates which happened
+    via the 'action' field ('created_new' or 'versioned_existing').
+
     Args:
         project: Project name
-        folder_path: Folder path (e.g. '/assets/chair')
+        folder_path: Folder path (e.g. '/assets/chair' or 'assets/chair')
         product_name: Product name (e.g. 'modelMain')
         model_type: File format: 'abc', 'usd', 'fbx', 'obj', 'blend'
         variant: Optional variant (e.g. 'highpoly')
         files: JSON array of file info:
             [{"name": "chair.abc", "size": 2048000}]
     """
+    VALID_FORMATS = {"abc", "usd", "fbx", "obj", "blend"}
+    if model_type not in VALID_FORMATS:
+        return _err(f"Invalid model type '{model_type}'. Must be one of: {', '.join(sorted(VALID_FORMATS))}")
+
     try:
         files_list = json.loads(files)
-
-        folder = client.find_folder(project, folder_path)
-        if not folder:
-            return _err(f"Folder '{folder_path}' not found")
-
-        full_name = product_name
-        if variant:
-            full_name = f"{product_name}_{variant}"
-
-        product = client.create_product(
+        return _publish_product(
             project=project,
-            name=full_name,
+            folder_path=folder_path,
+            product_name=product_name,
             product_type="modelMain",
-            folder_id=folder["id"],
-        )
-
-        last = client.get_last_version(project, product["id"])
-        version_num = (last["version"] + 1) if last else 1
-
-        version = client.create_version(
-            project=project,
-            product_id=product["id"],
-            version=version_num,
-        )
-
-        rep = client.create_representation(
-            project=project,
-            version_id=version["id"],
-            name=model_type,
-            files=files_list,
-        )
-
-        return _ok(
-            product=full_name,
-            type="modelMain",
-            format=model_type,
-            version=version_num,
-            files=[f["name"] for f in files_list],
-            folder=folder_path,
+            representation_name=model_type,
+            files_list=files_list,
+            variant=variant,
         )
     except Exception as e:
         return _err(str(e))
@@ -276,7 +349,14 @@ def main():
     if not os.environ.get("AYON_KEY"):
         print("ERROR: AYON_KEY not set", file=sys.stderr)
         sys.exit(1)
-    app.run()
+
+    transport = os.environ.get("AYON_TRANSPORT", "stdio")
+    if transport == "http":
+        import uvicorn
+        port = int(os.environ.get("PORT", "8000"))
+        uvicorn.run(app.streamable_http_app(), host="0.0.0.0", port=port, log_level="info")
+    else:
+        app.run(transport="stdio")
 
 
 if __name__ == "__main__":