diff --git a/docs/openapi.json b/docs/openapi.json
new file mode 100644
index 000000000..694bd3e3e
--- /dev/null
+++ b/docs/openapi.json
@@ -0,0 +1,882 @@
+{
+  "openapi": "3.1.0",
+  "info": {
+    "title": "foo bar baz service - OpenAPI",
+    "description": "foo bar baz service API specification.",
+    "license": {
+      "name": "Apache 2.0",
+      "url": "https://www.apache.org/licenses/LICENSE-2.0.html"
+    },
+    "version": "0.0.1"
+  },
+  "paths": {
+    "/": {
+      "get": {
+        "tags": [
+          "root"
+        ],
+        "summary": "Root Endpoint Handler",
+        "description": "Handle request to the / endpoint.",
+        "operationId": "root_endpoint_handler__get",
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "text/html": {
+                "schema": {
+                  "type": "string"
+                }
+              }
+            }
+          }
+        }
+      }
+    },
+    "/v1/info": {
+      "get": {
+        "tags": [
+          "info"
+        ],
+        "summary": "Info Endpoint Handler",
+        "description": "Handle request to the /info endpoint.",
+        "operationId": "info_endpoint_handler_v1_info_get",
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/InfoResponse"
+                }
+              }
+            },
+            "name": "Service name",
+            "version": "Service version"
+          }
+        }
+      }
+    },
+    "/v1/models": {
+      "get": {
+        "tags": [
+          "models"
+        ],
+        "summary": "Models Endpoint Handler",
+        "description": "Handle requests to the /models endpoint.",
+        "operationId": "models_endpoint_handler_v1_models_get",
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/ModelsResponse"
+                }
+              }
+            },
+            "models": [
+              {
+                "identifier": "all-MiniLM-L6-v2",
+                "metadata": {
+                  "embedding_dimension": 384
+                },
+                "api_model_type": "embedding",
+                "provider_id": "ollama",
+                "provider_resource_id": "all-minilm:latest",
+                "type": "model",
+                "model_type": "embedding"
+              },
+              {
+                "identifier": "llama3.2:3b-instruct-fp16",
+                "metadata": {},
+                "api_model_type": "llm",
+                "provider_id": "ollama",
+                "provider_resource_id": "llama3.2:3b-instruct-fp16",
+                "type": "model",
+                "model_type": "llm"
+              }
+            ]
+          }
+        }
+      }
+    },
+    "/v1/query": {
+      "post": {
+        "tags": [
+          "query"
+        ],
+        "summary": "Query Endpoint Handler",
+        "description": "Handle request to the /query endpoint.",
+        "operationId": "query_endpoint_handler_v1_query_post",
+        "requestBody": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/QueryRequest"
+              }
+            }
+          },
+          "required": true
+        },
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/QueryResponse"
+                }
+              }
+            },
+            "conversation_id": "123e4567-e89b-12d3-a456-426614174000",
+            "response": "LLM ansert"
+          },
+          "422": {
+            "description": "Validation Error",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/HTTPValidationError"
+                }
+              }
+            }
+          }
+        }
+      }
+    },
+    "/v1/readiness": {
+      "get": {
+        "tags": [
+          "health"
+        ],
+        "summary": "Readiness Probe Get Method",
+        "description": "Ready status of service.",
+        "operationId": "readiness_probe_get_method_v1_readiness_get",
+        "responses": {
+          "200": {
+            "description": "Service is ready",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/ReadinessResponse"
+                }
+              }
+            }
+          },
+          "503": {
+            "description": "Service is not ready",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/NotAvailableResponse"
+                }
+              }
+            }
+          }
+        }
+      }
+    },
+    "/v1/liveness": {
+      "get": {
+        "tags": [
+          "health"
+        ],
+        "summary": "Liveness Probe Get Method",
+        "description": "Live status of service.",
+        "operationId": "liveness_probe_get_method_v1_liveness_get",
+        "responses": {
+          "200": {
+            "description": "Service is alive",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/LivenessResponse"
+                }
+              }
+            }
+          },
+          "503": {
+            "description": "Service is not alive",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/LivenessResponse"
+                }
+              }
+            }
+          }
+        }
+      }
+    },
+    "/v1/config": {
+      "get": {
+        "tags": [
+          "config"
+        ],
+        "summary": "Config Endpoint Handler",
+        "description": "Handle requests to the /config endpoint.",
+        "operationId": "config_endpoint_handler_v1_config_get",
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/Configuration"
+                }
+              }
+            },
+            "name": "foo bar baz",
+            "llama_stack": {
+              "url": "http://localhost:8321",
+              "api_key": "xyzzy"
+            }
+          }
+        }
+      }
+    },
+    "/v1/feedback": {
+      "post": {
+        "tags": [
+          "feedback"
+        ],
+        "summary": "Feedback Endpoint Handler",
+        "description": "Handle feedback requests.\n\nArgs:\n    feedback_request: The request containing feedback information.\n    ensure_feedback_enabled: The feedback handler (FastAPI Depends) that\n        will handle feedback status checks.\n    auth: The Authentication handler (FastAPI Depends) that will\n        handle authentication Logic.\n\nReturns:\n    Response indicating the status of the feedback storage request.",
+        "operationId": "feedback_endpoint_handler_v1_feedback_post",
+        "requestBody": {
+          "content": {
+            "application/json": {
+              "schema": {
+                "$ref": "#/components/schemas/FeedbackRequest"
+              }
+            }
+          },
+          "required": true
+        },
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/FeedbackResponse"
+                }
+              }
+            },
+            "response": "Feedback received and stored"
+          },
+          "422": {
+            "description": "Validation Error",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/HTTPValidationError"
+                }
+              }
+            }
+          }
+        }
+      }
+    },
+    "/v1/feedback/status": {
+      "get": {
+        "tags": [
+          "feedback"
+        ],
+        "summary": "Feedback Status",
+        "description": "Handle feedback status requests.\n\nReturns:\n    Response indicating the status of the feedback.",
+        "operationId": "feedback_status_v1_feedback_status_get",
+        "responses": {
+          "200": {
+            "description": "Successful Response",
+            "content": {
+              "application/json": {
+                "schema": {
+                  "$ref": "#/components/schemas/StatusResponse"
+                }
+              }
+            }
+          }
+        }
+      }
+    }
+  },
+  "components": {
+    "schemas": {
+      "Attachment": {
+        "properties": {
+          "attachment_type": {
+            "type": "string",
+            "title": "Attachment Type"
+          },
+          "content_type": {
+            "type": "string",
+            "title": "Content Type"
+          },
+          "content": {
+            "type": "string",
+            "title": "Content"
+          }
+        },
+        "type": "object",
+        "required": [
+          "attachment_type",
+          "content_type",
+          "content"
+        ],
+        "title": "Attachment",
+        "description": "Model representing an attachment that can be send from UI as part of query.\n\nList of attachments can be optional part of 'query' request.\n\nAttributes:\n    attachment_type: The attachment type, like \"log\", \"configuration\" etc.\n    content_type: The content type as defined in MIME standard\n    content: The actual attachment content\n\nYAML attachments with **kind** and **metadata/name** attributes will\nbe handled as resources with specified name:\n```\nkind: Pod\nmetadata:\n    name: private-reg\n```",
+        "examples": [
+          {
+            "attachment_type": "log",
+            "content": "this is attachment",
+            "content_type": "text/plain"
+          },
+          {
+            "attachment_type": "configuration",
+            "content": "kind: Pod\n metadata:\n name:    private-reg",
+            "content_type": "application/yaml"
+          },
+          {
+            "attachment_type": "configuration",
+            "content": "foo: bar",
+            "content_type": "application/yaml"
+          }
+        ]
+      },
+      "Configuration": {
+        "properties": {
+          "name": {
+            "type": "string",
+            "title": "Name"
+          },
+          "service": {
+            "$ref": "#/components/schemas/ServiceConfiguration"
+          },
+          "llama_stack": {
+            "$ref": "#/components/schemas/LLamaStackConfiguration"
+          },
+          "user_data_collection": {
+            "$ref": "#/components/schemas/UserDataCollection"
+          }
+        },
+        "type": "object",
+        "required": [
+          "name",
+          "service",
+          "llama_stack",
+          "user_data_collection"
+        ],
+        "title": "Configuration",
+        "description": "Global service configuration."
+      },
+      "FeedbackRequest": {
+        "properties": {
+          "conversation_id": {
+            "type": "string",
+            "title": "Conversation Id"
+          },
+          "user_question": {
+            "type": "string",
+            "title": "User Question"
+          },
+          "llm_response": {
+            "type": "string",
+            "title": "Llm Response"
+          },
+          "sentiment": {
+            "anyOf": [
+              {
+                "type": "integer"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Sentiment"
+          },
+          "user_feedback": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "User Feedback"
+          }
+        },
+        "type": "object",
+        "required": [
+          "conversation_id",
+          "user_question",
+          "llm_response"
+        ],
+        "title": "FeedbackRequest",
+        "description": "Model representing a feedback request.\n\nAttributes:\n    conversation_id: The required conversation ID (UUID).\n    user_question: The required user question.\n    llm_response: The required LLM response.\n    sentiment: The optional sentiment.\n    user_feedback: The optional user feedback.\n\nExample:\n    ```python\n    feedback_request = FeedbackRequest(\n        conversation_id=\"12345678-abcd-0000-0123-456789abcdef\",\n        user_question=\"what are you doing?\",\n        user_feedback=\"Great service!\",\n        llm_response=\"I don't know\",\n        sentiment=-1,\n    )\n    ```",
+        "examples": [
+          {
+            "conversation_id": "12345678-abcd-0000-0123-456789abcdef",
+            "llm_response": "bar",
+            "sentiment": 1,
+            "user_feedback": "Great service!",
+            "user_question": "foo"
+          }
+        ]
+      },
+      "FeedbackResponse": {
+        "properties": {
+          "response": {
+            "type": "string",
+            "title": "Response"
+          }
+        },
+        "type": "object",
+        "required": [
+          "response"
+        ],
+        "title": "FeedbackResponse",
+        "description": "Model representing a response to a feedback request.\n\nAttributes:\n    response: The response of the feedback request.\n\nExample:\n    ```python\n    feedback_response = FeedbackResponse(response=\"feedback received\")\n    ```",
+        "examples": [
+          {
+            "response": "feedback received"
+          }
+        ]
+      },
+      "HTTPValidationError": {
+        "properties": {
+          "detail": {
+            "items": {
+              "$ref": "#/components/schemas/ValidationError"
+            },
+            "type": "array",
+            "title": "Detail"
+          }
+        },
+        "type": "object",
+        "title": "HTTPValidationError"
+      },
+      "InfoResponse": {
+        "properties": {
+          "name": {
+            "type": "string",
+            "title": "Name"
+          },
+          "version": {
+            "type": "string",
+            "title": "Version"
+          }
+        },
+        "type": "object",
+        "required": [
+          "name",
+          "version"
+        ],
+        "title": "InfoResponse",
+        "description": "Model representing a response to a info request.\n\nAttributes:\n    name: Service name.\n    version: Service version.\n\nExample:\n    ```python\n    info_response = InfoResponse(\n        name=\"Lightspeed Stack\",\n        version=\"1.0.0\",\n    )\n    ```",
+        "examples": [
+          {
+            "name": "Lightspeed Stack",
+            "version": "1.0.0"
+          }
+        ]
+      },
+      "LLamaStackConfiguration": {
+        "properties": {
+          "url": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Url"
+          },
+          "api_key": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Api Key"
+          },
+          "use_as_library_client": {
+            "anyOf": [
+              {
+                "type": "boolean"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Use As Library Client"
+          },
+          "library_client_config_path": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Library Client Config Path"
+          }
+        },
+        "type": "object",
+        "title": "LLamaStackConfiguration",
+        "description": "Llama stack configuration."
+      },
+      "LivenessResponse": {
+        "properties": {
+          "alive": {
+            "type": "boolean",
+            "title": "Alive"
+          }
+        },
+        "type": "object",
+        "required": [
+          "alive"
+        ],
+        "title": "LivenessResponse",
+        "description": "Model representing a response to a liveness request.\n\nAttributes:\n    alive: If app is alive.\n\nExample:\n    ```python\n    liveness_response = LivenessResponse(alive=True)\n    ```",
+        "examples": [
+          {
+            "alive": true
+          }
+        ]
+      },
+      "ModelsResponse": {
+        "properties": {
+          "models": {
+            "items": {
+              "additionalProperties": true,
+              "type": "object"
+            },
+            "type": "array",
+            "title": "Models"
+          }
+        },
+        "type": "object",
+        "required": [
+          "models"
+        ],
+        "title": "ModelsResponse",
+        "description": "Model representing a response to models request."
+      },
+      "NotAvailableResponse": {
+        "properties": {
+          "detail": {
+            "additionalProperties": {
+              "type": "string"
+            },
+            "type": "object",
+            "title": "Detail"
+          }
+        },
+        "type": "object",
+        "required": [
+          "detail"
+        ],
+        "title": "NotAvailableResponse",
+        "description": "Model representing error response for readiness endpoint.",
+        "examples": [
+          {
+            "detail": {
+              "cause": "Index is not ready",
+              "response": "Service is not ready"
+            }
+          },
+          {
+            "detail": {
+              "cause": "LLM is not ready",
+              "response": "Service is not ready"
+            }
+          }
+        ]
+      },
+      "QueryRequest": {
+        "properties": {
+          "query": {
+            "type": "string",
+            "title": "Query"
+          },
+          "conversation_id": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Conversation Id"
+          },
+          "provider": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Provider"
+          },
+          "model": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Model"
+          },
+          "system_prompt": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "System Prompt"
+          },
+          "attachments": {
+            "anyOf": [
+              {
+                "items": {
+                  "$ref": "#/components/schemas/Attachment"
+                },
+                "type": "array"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Attachments"
+          }
+        },
+        "additionalProperties": false,
+        "type": "object",
+        "required": [
+          "query"
+        ],
+        "title": "QueryRequest",
+        "description": "Model representing a request for the LLM (Language Model).\n\nAttributes:\n    query: The query string.\n    conversation_id: The optional conversation ID (UUID).\n    provider: The optional provider.\n    model: The optional model.\n    system_prompt: The optional system prompt.\n    attachments: The optional attachments.\n\nExample:\n    ```python\n    query_request = QueryRequest(query=\"Tell me about Kubernetes\")\n    ```",
+        "examples": [
+          {
+            "attachments": [
+              {
+                "attachment_type": "log",
+                "content": "this is attachment",
+                "content_type": "text/plain"
+              },
+              {
+                "attachment_type": "configuration",
+                "content": "kind: Pod\n metadata:\n    name: private-reg",
+                "content_type": "application/yaml"
+              },
+              {
+                "attachment_type": "configuration",
+                "content": "foo: bar",
+                "content_type": "application/yaml"
+              }
+            ],
+            "conversation_id": "123e4567-e89b-12d3-a456-426614174000",
+            "model": "model-name",
+            "provider": "openai",
+            "query": "write a deployment yaml for the mongodb image",
+            "system_prompt": "You are a helpful assistant"
+          }
+        ]
+      },
+      "QueryResponse": {
+        "properties": {
+          "conversation_id": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Conversation Id"
+          },
+          "response": {
+            "type": "string",
+            "title": "Response"
+          }
+        },
+        "type": "object",
+        "required": [
+          "response"
+        ],
+        "title": "QueryResponse",
+        "description": "Model representing LLM response to a query.\n\nAttributes:\n    conversation_id: The optional conversation ID (UUID).\n    response: The response.",
+        "examples": [
+          {
+            "conversation_id": "123e4567-e89b-12d3-a456-426614174000",
+            "response": "Operator Lifecycle Manager (OLM) helps users install..."
+          }
+        ]
+      },
+      "ReadinessResponse": {
+        "properties": {
+          "ready": {
+            "type": "boolean",
+            "title": "Ready"
+          },
+          "reason": {
+            "type": "string",
+            "title": "Reason"
+          }
+        },
+        "type": "object",
+        "required": [
+          "ready",
+          "reason"
+        ],
+        "title": "ReadinessResponse",
+        "description": "Model representing a response to a readiness request.\n\nAttributes:\n    ready: The readiness of the service.\n    reason: The reason for the readiness.\n\nExample:\n    ```python\n    readiness_response = ReadinessResponse(ready=True, reason=\"service is ready\")\n    ```",
+        "examples": [
+          {
+            "ready": true,
+            "reason": "service is ready"
+          }
+        ]
+      },
+      "ServiceConfiguration": {
+        "properties": {
+          "host": {
+            "type": "string",
+            "title": "Host",
+            "default": "localhost"
+          },
+          "port": {
+            "type": "integer",
+            "title": "Port",
+            "default": 8080
+          },
+          "auth_enabled": {
+            "type": "boolean",
+            "title": "Auth Enabled",
+            "default": false
+          },
+          "workers": {
+            "type": "integer",
+            "title": "Workers",
+            "default": 1
+          },
+          "color_log": {
+            "type": "boolean",
+            "title": "Color Log",
+            "default": true
+          },
+          "access_log": {
+            "type": "boolean",
+            "title": "Access Log",
+            "default": true
+          }
+        },
+        "type": "object",
+        "title": "ServiceConfiguration",
+        "description": "Service configuration."
+      },
+      "StatusResponse": {
+        "properties": {
+          "functionality": {
+            "type": "string",
+            "title": "Functionality"
+          },
+          "status": {
+            "additionalProperties": true,
+            "type": "object",
+            "title": "Status"
+          }
+        },
+        "type": "object",
+        "required": [
+          "functionality",
+          "status"
+        ],
+        "title": "StatusResponse",
+        "description": "Model representing a response to a status request.\n\nAttributes:\n    functionality: The functionality of the service.\n    status: The status of the service.\n\nExample:\n    ```python\n    status_response = StatusResponse(\n        functionality=\"feedback\",\n        status={\"enabled\": True},\n    )\n    ```",
+        "examples": [
+          {
+            "functionality": "feedback",
+            "status": {
+              "enabled": true
+            }
+          }
+        ]
+      },
+      "UserDataCollection": {
+        "properties": {
+          "feedback_disabled": {
+            "type": "boolean",
+            "title": "Feedback Disabled",
+            "default": true
+          },
+          "feedback_storage": {
+            "anyOf": [
+              {
+                "type": "string"
+              },
+              {
+                "type": "null"
+              }
+            ],
+            "title": "Feedback Storage"
+          }
+        },
+        "type": "object",
+        "title": "UserDataCollection",
+        "description": "User data collection configuration."
+      },
+      "ValidationError": {
+        "properties": {
+          "loc": {
+            "items": {
+              "anyOf": [
+                {
+                  "type": "string"
+                },
+                {
+                  "type": "integer"
+                }
+              ]
+            },
+            "type": "array",
+            "title": "Location"
+          },
+          "msg": {
+            "type": "string",
+            "title": "Message"
+          },
+          "type": {
+            "type": "string",
+            "title": "Error Type"
+          }
+        },
+        "type": "object",
+        "required": [
+          "loc",
+          "msg",
+          "type"
+        ],
+        "title": "ValidationError"
+      }
+    }
+  }
+}