Spaces:
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Initial Implementation
Browse files
src/contrib/bulk_tool_caller/README.md
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# Bulk Tool Caller
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This module provides the `BulkToolCaller` class, which extends the `MCPMixin` to offer tools for performing multiple tool calls in a single request to a FastMCP server. This can be useful for optimizing interactions with the server by reducing the overhead of individual tool calls.
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## Usage
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To use the `BulkToolCaller`, see the example [example.py](./example.py) file. The `BulkToolCaller` can be instantiated and then registered with a FastMCP server URL. It provides methods to call multiple tools in bulk, either different tools or the same tool with different arguments.
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## Provided Tools
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The `BulkToolCaller` provides the following tools:
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### `call_tools_bulk`
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Calls multiple different tools registered on the MCP server in a single request.
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- **Arguments:**
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- `tool_calls` (list of `CallToolRequest`): A list of objects, where each object specifies the `tool` name and `arguments` for an individual tool call.
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- `continue_on_error` (bool, optional): If `True`, continue executing subsequent tool calls even if a previous one resulted in an error. Defaults to `True`.
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- **Returns:**
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A list of `CallToolRequestResult` objects, each containing the result (`isError`, `content`) and the original `tool` name and `arguments` for each call.
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### `call_tool_bulk`
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Calls a single tool registered on the MCP server multiple times with different arguments in a single request.
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- **Arguments:**
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- `tool` (str): The name of the tool to call.
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- `tool_arguments` (list of dict): A list of dictionaries, where each dictionary contains the arguments for an individual run of the tool.
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- `continue_on_error` (bool, optional): If `True`, continue executing subsequent tool calls even if a previous one resulted in an error. Defaults to `True`.
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- **Returns:**
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A list of `CallToolRequestResult` objects, each containing the result (`isError`, `content`) and the original `tool` name and `arguments` for each call.
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src/contrib/bulk_tool_caller/__init__.py
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from .bulk_tool_caller import BulkToolCaller
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__all__ = ["BulkToolCaller"]
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src/contrib/bulk_tool_caller/bulk_tool_caller.py
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from typing import Any
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from mcp.types import CallToolResult
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from pydantic import BaseModel, Field
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from contrib.mcp_mixin.mcp_mixin import _DEFAULT_SEPARATOR_TOOL, MCPMixin, mcp_tool
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from fastmcp import FastMCP
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from fastmcp.client import Client
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from fastmcp.client.transports import FastMCPTransport
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class CallToolRequest(BaseModel):
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"""A class to represent a request to call a tool with specific arguments."""
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tool: str = Field(description="The name of the tool to call.")
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arguments: dict[str, Any] = Field(
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description="A dictionary containing the arguments for the tool call."
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)
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class CallToolRequestResult(CallToolResult):
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"""
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A class to represent the result of a bulk tool call.
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It extends CallToolResult to include information about the requested tool call.
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"""
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tool: str = Field(description="The name of the tool that was called.")
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arguments: dict[str, Any] = Field(
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description="The arguments used for the tool call."
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)
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@classmethod
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def from_call_tool_result(
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cls, result: CallToolResult, tool: str, arguments: dict[str, Any]
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) -> "CallToolRequestResult":
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"""
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Create a CallToolRequestResult from a CallToolResult.
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"""
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return cls(
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tool=tool,
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arguments=arguments,
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isError=result.isError,
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content=result.content,
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)
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class BulkToolCaller(MCPMixin):
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"""
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A class to provide a "bulk tool call" tool for a FastMCP server
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"""
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def register_tools(
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self,
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mcp_server: "FastMCP",
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prefix: str | None = None,
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separator: str = _DEFAULT_SEPARATOR_TOOL,
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) -> None:
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"""
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Register the tools provided by this class with the given MCP server.
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"""
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self.connection = FastMCPTransport(mcp_server)
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super().register_tools(mcp_server=mcp_server)
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@mcp_tool()
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async def call_tools_bulk(
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self, tool_calls: list[CallToolRequest], continue_on_error: bool = True
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) -> list[CallToolRequestResult]:
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"""
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Call multiple tools registered on this MCP server in a single request. Each call can
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be for a different tool and can include different arguments. Useful for speeding up
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what would otherwise take several individual tool calls.
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"""
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results = []
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for tool_call in tool_calls:
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result = await self._call_tool(tool_call.tool, tool_call.arguments)
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results.append(result)
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if result.isError and not continue_on_error:
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return results
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return results
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@mcp_tool()
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async def call_tool_bulk(
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self,
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tool: str,
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tool_arguments: list[dict[str, str | int | float | bool | None]],
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continue_on_error: bool = True,
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) -> list[CallToolRequestResult]:
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"""
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Call a single tool registered on this MCP server multiple times with a single request.
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Each call can include different arguments. Useful for speeding up what would otherwise
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take several individual tool calls.
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Args:
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tool: The name of the tool to call.
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tool_arguments: A list of dictionaries, where each dictionary contains the arguments for an individual run of the tool.
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"""
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results = []
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for tool_call_arguments in tool_arguments:
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result = await self._call_tool(tool, tool_call_arguments)
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results.append(result)
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if result.isError and not continue_on_error:
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return results
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return results
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async def _call_tool(
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self, tool: str, arguments: dict[str, Any]
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) -> CallToolRequestResult:
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"""
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Helper method to call a tool with the provided arguments.
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"""
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async with Client(self.connection) as client:
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result = await client.call_tool(
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name=tool, arguments=arguments, _return_raw_result=True
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)
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return CallToolRequestResult(
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tool=tool,
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arguments=arguments,
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isError=result.isError,
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content=result.content,
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)
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src/contrib/bulk_tool_caller/example.py
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"""Sample code for FastMCP using MCPMixin."""
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from contrib.bulk_tool_caller import BulkToolCaller
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from fastmcp import FastMCP
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mcp = FastMCP()
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@mcp.tool()
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def echo_tool(text: str) -> str:
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"""Echo the input text"""
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return text
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bulk_tool_caller = BulkToolCaller()
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bulk_tool_caller.register_tools(mcp)
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tests/contrib/test_bulk_tool_caller.py
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from typing import Any
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import pytest
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from mcp.types import EmbeddedResource, ImageContent, TextContent
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from contrib.bulk_tool_caller.bulk_tool_caller import (
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BulkToolCaller,
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CallToolRequest,
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CallToolRequestResult,
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)
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from fastmcp import FastMCP
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ContentType = TextContent | ImageContent | EmbeddedResource
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class ToolException(Exception):
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"""Custom exception for tool errors."""
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pass
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async def error_tool(arg1: str) -> dict[str, Any]:
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"""A tool that raises an error for testing purposes."""
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raise ToolException(f"Error in tool with arg1: {arg1}")
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| 27 |
+
def error_tool_result_factory(arg1: str) -> CallToolRequestResult:
|
| 28 |
+
"""Generates the expected error result for error_tool."""
|
| 29 |
+
# Mimic the error message format generated by BulkToolCaller when catching ToolException
|
| 30 |
+
exception_message = f"Error in tool with arg1: {arg1}"
|
| 31 |
+
formatted_error_text = f"Error executing tool error_tool: {exception_message}"
|
| 32 |
+
return CallToolRequestResult(
|
| 33 |
+
isError=True,
|
| 34 |
+
content=[TextContent(text=formatted_error_text, type="text")],
|
| 35 |
+
tool="error_tool",
|
| 36 |
+
arguments={"arg1": arg1},
|
| 37 |
+
)
|
| 38 |
+
|
| 39 |
+
|
| 40 |
+
async def echo_tool(arg1: str) -> str:
|
| 41 |
+
"""A simple tool that echoes arguments or raises an error."""
|
| 42 |
+
return arg1
|
| 43 |
+
|
| 44 |
+
|
| 45 |
+
def echo_tool_result_factory(arg1: str) -> CallToolRequestResult:
|
| 46 |
+
"""A tool that returns a result based on the input arguments."""
|
| 47 |
+
return CallToolRequestResult(
|
| 48 |
+
isError=False,
|
| 49 |
+
content=[TextContent(text=f"{arg1}", type="text")],
|
| 50 |
+
tool="echo_tool",
|
| 51 |
+
arguments={"arg1": arg1},
|
| 52 |
+
)
|
| 53 |
+
|
| 54 |
+
|
| 55 |
+
async def no_return_tool(arg1: str) -> None:
|
| 56 |
+
"""A simple tool that echoes arguments or raises an error."""
|
| 57 |
+
|
| 58 |
+
|
| 59 |
+
def no_return_tool_result_factory(arg1: str) -> CallToolRequestResult:
|
| 60 |
+
"""A tool that returns a result based on the input arguments."""
|
| 61 |
+
return CallToolRequestResult(
|
| 62 |
+
isError=False, content=[], tool="no_return_tool", arguments={"arg1": arg1}
|
| 63 |
+
)
|
| 64 |
+
|
| 65 |
+
|
| 66 |
+
@pytest.fixture(scope="module")
|
| 67 |
+
def live_server_with_tool() -> FastMCP:
|
| 68 |
+
"""Fixture to create a FastMCP server instance with the echo_tool registered."""
|
| 69 |
+
server = FastMCP()
|
| 70 |
+
server.add_tool(echo_tool)
|
| 71 |
+
server.add_tool(error_tool)
|
| 72 |
+
server.add_tool(no_return_tool)
|
| 73 |
+
return server
|
| 74 |
+
|
| 75 |
+
|
| 76 |
+
@pytest.fixture
|
| 77 |
+
def bulk_caller_live(live_server_with_tool: FastMCP) -> BulkToolCaller:
|
| 78 |
+
"""Fixture to create a BulkToolCaller instance connected to the live server."""
|
| 79 |
+
bulk_tool_caller = BulkToolCaller()
|
| 80 |
+
bulk_tool_caller.register_tools(live_server_with_tool)
|
| 81 |
+
return bulk_tool_caller
|
| 82 |
+
|
| 83 |
+
|
| 84 |
+
ECHO_TOOL_NAME = "echo_tool"
|
| 85 |
+
ERROR_TOOL_NAME = "error_tool"
|
| 86 |
+
NO_RETURN_TOOL_NAME = "no_return_tool"
|
| 87 |
+
|
| 88 |
+
|
| 89 |
+
@pytest.mark.asyncio
|
| 90 |
+
async def test_call_tool_bulk_single_success(bulk_caller_live: BulkToolCaller):
|
| 91 |
+
"""Test single successful call via call_tool_bulk using echo_tool."""
|
| 92 |
+
tool_arguments = [{"arg1": "value1"}]
|
| 93 |
+
expected_result = echo_tool_result_factory(**tool_arguments[0])
|
| 94 |
+
|
| 95 |
+
results = await bulk_caller_live.call_tool_bulk(ECHO_TOOL_NAME, tool_arguments)
|
| 96 |
+
|
| 97 |
+
assert len(results) == 1
|
| 98 |
+
result = results[0]
|
| 99 |
+
assert result == expected_result
|
| 100 |
+
|
| 101 |
+
|
| 102 |
+
@pytest.mark.asyncio
|
| 103 |
+
async def test_call_tool_bulk_multiple_success(bulk_caller_live: BulkToolCaller):
|
| 104 |
+
"""Test multiple successful calls via call_tool_bulk using echo_tool."""
|
| 105 |
+
tool_arguments = [{"arg1": "value1"}, {"arg1": "value2"}]
|
| 106 |
+
expected_results = [echo_tool_result_factory(**args) for args in tool_arguments]
|
| 107 |
+
|
| 108 |
+
results = await bulk_caller_live.call_tool_bulk(ECHO_TOOL_NAME, tool_arguments)
|
| 109 |
+
|
| 110 |
+
assert len(results) == 2
|
| 111 |
+
assert results == expected_results
|
| 112 |
+
|
| 113 |
+
|
| 114 |
+
@pytest.mark.asyncio
|
| 115 |
+
async def test_call_tool_bulk_error_stops(bulk_caller_live: BulkToolCaller):
|
| 116 |
+
"""Test call_tool_bulk stops on first error using error_tool."""
|
| 117 |
+
tool_arguments = [{"arg1": "error_value"}, {"arg1": "value2"}]
|
| 118 |
+
expected_result = error_tool_result_factory(**tool_arguments[0])
|
| 119 |
+
|
| 120 |
+
results = await bulk_caller_live.call_tool_bulk(
|
| 121 |
+
ERROR_TOOL_NAME, tool_arguments, continue_on_error=False
|
| 122 |
+
)
|
| 123 |
+
|
| 124 |
+
assert len(results) == 1
|
| 125 |
+
result = results[0]
|
| 126 |
+
assert result == expected_result
|
| 127 |
+
|
| 128 |
+
|
| 129 |
+
@pytest.mark.asyncio
|
| 130 |
+
async def test_call_tool_bulk_error_continues(bulk_caller_live: BulkToolCaller):
|
| 131 |
+
"""Test call_tool_bulk continues on error using error_tool and echo_tool."""
|
| 132 |
+
tool_arguments = [{"arg1": "error_value"}, {"arg1": "success_value"}]
|
| 133 |
+
expected_error_result = error_tool_result_factory(**tool_arguments[0])
|
| 134 |
+
expected_success_result = echo_tool_result_factory(**tool_arguments[1])
|
| 135 |
+
|
| 136 |
+
tool_calls = [
|
| 137 |
+
CallToolRequest(tool=ERROR_TOOL_NAME, arguments=tool_arguments[0]),
|
| 138 |
+
CallToolRequest(tool=ECHO_TOOL_NAME, arguments=tool_arguments[1]),
|
| 139 |
+
]
|
| 140 |
+
|
| 141 |
+
results = await bulk_caller_live.call_tools_bulk(tool_calls, continue_on_error=True)
|
| 142 |
+
|
| 143 |
+
assert len(results) == 2
|
| 144 |
+
|
| 145 |
+
error_result = results[0]
|
| 146 |
+
assert error_result == expected_error_result
|
| 147 |
+
|
| 148 |
+
success_result = results[1]
|
| 149 |
+
assert success_result == expected_success_result
|
| 150 |
+
|
| 151 |
+
|
| 152 |
+
@pytest.mark.asyncio
|
| 153 |
+
async def test_call_tools_bulk_single_success(bulk_caller_live: BulkToolCaller):
|
| 154 |
+
"""Test single successful call via call_tools_bulk using echo_tool."""
|
| 155 |
+
tool_calls = [CallToolRequest(tool=ECHO_TOOL_NAME, arguments={"arg1": "value1"})]
|
| 156 |
+
expected_result = echo_tool_result_factory(**tool_calls[0].arguments)
|
| 157 |
+
|
| 158 |
+
results = await bulk_caller_live.call_tools_bulk(tool_calls)
|
| 159 |
+
|
| 160 |
+
assert len(results) == 1
|
| 161 |
+
result = results[0]
|
| 162 |
+
assert result == expected_result
|
| 163 |
+
|
| 164 |
+
|
| 165 |
+
@pytest.mark.asyncio
|
| 166 |
+
async def test_call_tools_bulk_multiple_success(bulk_caller_live: BulkToolCaller):
|
| 167 |
+
"""Test multiple successful calls via call_tools_bulk with different tools."""
|
| 168 |
+
tool_calls = [
|
| 169 |
+
CallToolRequest(tool=ECHO_TOOL_NAME, arguments={"arg1": "echo_value"}),
|
| 170 |
+
CallToolRequest(
|
| 171 |
+
tool=NO_RETURN_TOOL_NAME, arguments={"arg1": "no_return_value"}
|
| 172 |
+
),
|
| 173 |
+
]
|
| 174 |
+
expected_results = [
|
| 175 |
+
echo_tool_result_factory(**tool_calls[0].arguments),
|
| 176 |
+
no_return_tool_result_factory(**tool_calls[1].arguments),
|
| 177 |
+
]
|
| 178 |
+
|
| 179 |
+
results = await bulk_caller_live.call_tools_bulk(tool_calls)
|
| 180 |
+
|
| 181 |
+
assert len(results) == 2
|
| 182 |
+
assert results == expected_results
|
| 183 |
+
|
| 184 |
+
|
| 185 |
+
@pytest.mark.asyncio
|
| 186 |
+
async def test_call_tools_bulk_error_stops(bulk_caller_live: BulkToolCaller):
|
| 187 |
+
"""Test call_tools_bulk stops on first error using error_tool."""
|
| 188 |
+
tool_calls = [
|
| 189 |
+
CallToolRequest(tool=ERROR_TOOL_NAME, arguments={"arg1": "error_value"}),
|
| 190 |
+
CallToolRequest(tool=ECHO_TOOL_NAME, arguments={"arg1": "skipped_value"}),
|
| 191 |
+
]
|
| 192 |
+
expected_result = error_tool_result_factory(**tool_calls[0].arguments)
|
| 193 |
+
|
| 194 |
+
results = await bulk_caller_live.call_tools_bulk(
|
| 195 |
+
tool_calls, continue_on_error=False
|
| 196 |
+
)
|
| 197 |
+
|
| 198 |
+
assert len(results) == 1
|
| 199 |
+
result = results[0]
|
| 200 |
+
assert result == expected_result
|
| 201 |
+
|
| 202 |
+
|
| 203 |
+
@pytest.mark.asyncio
|
| 204 |
+
async def test_call_tools_bulk_error_continues(bulk_caller_live: BulkToolCaller):
|
| 205 |
+
"""Test call_tools_bulk continues on error using error_tool and echo_tool."""
|
| 206 |
+
tool_calls = [
|
| 207 |
+
CallToolRequest(tool=ERROR_TOOL_NAME, arguments={"arg1": "error_value"}),
|
| 208 |
+
CallToolRequest(tool=ECHO_TOOL_NAME, arguments={"arg1": "success_value"}),
|
| 209 |
+
]
|
| 210 |
+
expected_error_result = error_tool_result_factory(**tool_calls[0].arguments)
|
| 211 |
+
expected_success_result = echo_tool_result_factory(**tool_calls[1].arguments)
|
| 212 |
+
|
| 213 |
+
results = await bulk_caller_live.call_tools_bulk(tool_calls, continue_on_error=True)
|
| 214 |
+
|
| 215 |
+
assert len(results) == 2
|
| 216 |
+
|
| 217 |
+
error_result = results[0]
|
| 218 |
+
assert error_result == expected_error_result
|
| 219 |
+
|
| 220 |
+
success_result = results[1]
|
| 221 |
+
assert success_result == expected_success_result
|