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https://github.com/open-webui/mcpo
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Support Custom basemode and output schema
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parent
e392df0763
commit
464d886673
@ -1,12 +1,19 @@
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from typing import Any, Dict, List, Type, Union, ForwardRef
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from pydantic import create_model, Field
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from pydantic.fields import FieldInfo
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from mcp import ClientSession, types
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from fastapi import HTTPException
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from mcp.types import CallToolResult, PARSE_ERROR, INVALID_REQUEST, METHOD_NOT_FOUND, INVALID_PARAMS, INTERNAL_ERROR
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from mcp.shared.exceptions import McpError
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import json
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from typing import Any, Dict, ForwardRef, List, Optional, Type, Union
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from fastapi import HTTPException
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from mcp import ClientSession, types
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from mcp.shared.exceptions import McpError
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from mcp.types import (
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INTERNAL_ERROR,
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INVALID_PARAMS,
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INVALID_REQUEST,
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METHOD_NOT_FOUND,
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PARSE_ERROR,
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CallToolResult,
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)
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from pydantic import Field, create_model
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from pydantic.fields import FieldInfo
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MCP_ERROR_TO_HTTP_STATUS = {
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PARSE_ERROR: 400,
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@ -44,6 +51,7 @@ def _process_schema_property(
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model_name_prefix: str,
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prop_name: str,
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is_required: bool,
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custom_fields: Optional[Dict] = None,
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) -> tuple[Union[Type, List, ForwardRef, Any], FieldInfo]:
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"""
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Recursively processes a schema property to determine its Python type hint
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@ -53,6 +61,12 @@ def _process_schema_property(
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A tuple containing (python_type_hint, pydantic_field).
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The pydantic_field contains default value and description.
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"""
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if "$ref" in prop_schema:
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ref = prop_schema["$ref"]
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ref = ref.split("/")[-1]
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assert ref in custom_fields, "Custom field not found"
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prop_schema = custom_fields[ref]
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prop_type = prop_schema.get("type")
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prop_desc = prop_schema.get("description", "")
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default_value = ... if is_required else prop_schema.get("default", None)
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@ -73,7 +87,12 @@ def _process_schema_property(
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for name, schema in nested_properties.items():
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is_nested_required = name in nested_required
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nested_type_hint, nested_pydantic_field = _process_schema_property(
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_model_cache, schema, nested_model_name, name, is_nested_required
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_model_cache,
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schema,
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nested_model_name,
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name,
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is_nested_required,
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custom_fields,
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)
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nested_fields[name] = (nested_type_hint, nested_pydantic_field)
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@ -98,7 +117,8 @@ def _process_schema_property(
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items_schema,
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f"{model_name_prefix}_{prop_name}",
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"item",
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False, # Items aren't required at this level
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False, # Items aren't required at this level,
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custom_fields,
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)
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list_type_hint = List[item_type_hint]
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return list_type_hint, pydantic_field
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@ -115,7 +135,7 @@ def _process_schema_property(
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return Any, pydantic_field
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def get_model_fields(form_model_name, properties, required_fields):
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def get_model_fields(form_model_name, properties, required_fields, custom_fields=None):
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model_fields = {}
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_model_cache: Dict[str, Type] = {}
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@ -123,21 +143,33 @@ def get_model_fields(form_model_name, properties, required_fields):
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for param_name, param_schema in properties.items():
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is_required = param_name in required_fields
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python_type_hint, pydantic_field_info = _process_schema_property(
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_model_cache, param_schema, form_model_name, param_name, is_required
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_model_cache,
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param_schema,
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form_model_name,
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param_name,
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is_required,
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custom_fields,
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)
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# Use the generated type hint and Field info
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model_fields[param_name] = (python_type_hint, pydantic_field_info)
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return model_fields
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def get_tool_handler(session, endpoint_name, form_model_name, model_fields):
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def get_tool_handler(
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session, endpoint_name, form_model_name, model_fields, output_model_fileds=None
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):
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if model_fields:
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FormModel = create_model(form_model_name, **model_fields)
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OutputModel = (
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create_model(f"{endpoint_name}_output_model", **output_model_fileds)
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if output_model_fileds
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else Any
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)
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def make_endpoint_func(
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endpoint_name: str, FormModel, session: ClientSession
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): # Parameterized endpoint
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async def tool(form_data: FormModel):
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async def tool(form_data: FormModel) -> OutputModel:
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args = form_data.model_dump(exclude_none=True)
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print(f"Calling endpoint: {endpoint_name}, with args: {args}")
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try:
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@ -158,7 +190,9 @@ def get_tool_handler(session, endpoint_name, form_model_name, model_fields):
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)
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response_data = process_tool_response(result)
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final_response = response_data[0] if len(response_data) == 1 else response_data
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final_response = (
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response_data[0] if len(response_data) == 1 else response_data
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)
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return final_response
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except McpError as e:
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@ -206,7 +240,9 @@ def get_tool_handler(session, endpoint_name, form_model_name, model_fields):
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)
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response_data = process_tool_response(result)
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final_response = response_data[0] if len(response_data) == 1 else response_data
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final_response = (
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response_data[0] if len(response_data) == 1 else response_data
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)
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return final_response
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except McpError as e:
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