Expose all profiles through llama.cpp discovery

router/ai_profile_router.py

@@ -1859,6 +1859,13 @@ class Handler(BaseHTTPRequestHandler):
                 self._send_auth_required()
             elif path == "/v1/models" and self.command == "GET":
                 self._send_json(200, self._models_payload())
+            elif path == "/models" and self.command == "GET":
+                # llama.cpp clients (notably OpenClaw's existing-server
+                # provider) probe the native catalog before /v1/models.  Do
+                # not proxy this request to the one currently active profile,
+                # otherwise the remaining switchable profiles disappear from
+                # discovery.
+                self._send_json(200, self._llamacpp_models_payload())
             elif path == "/status" and self.command == "GET":
                 self._send_json(200, self._status_payload())
             elif path == "/mode" and self.command == "GET":
@@ -2076,6 +2083,31 @@ class Handler(BaseHTTPRequestHandler):
             "data": models,
         }
 
+    @staticmethod
+    def _llamacpp_models_payload() -> dict:
+        """Return every switchable profile in llama.cpp's native catalog."""
+        active = current_profile()
+        models = []
+        for name, ctx in PROFILES.items():
+            model_id = EXPECTED_MODELS.get(name) or f"qwen-{name}"
+            models.append({
+                "id": model_id,
+                "object": "model",
+                "created": 0,
+                "owned_by": "ai-profile-router",
+                "context_length": ctx,
+                "context_window": ctx,
+                "meta": {"n_ctx_train": ctx},
+                "status": {
+                    "value": "loaded" if name == active else "unloaded",
+                },
+                "architecture": {
+                    "input_modalities": ["text", "image"],
+                    "output_modalities": ["text"],
+                },
+            })
+        return {"data": models}
+
     def _status_payload(self) -> dict:
         up = upstream_status()
         img = STATE.image