template.pyā¢10.3 kB
"""Resource template functionality."""
from __future__ import annotations
import inspect
import re
from collections.abc import Callable
from typing import Any
from urllib.parse import unquote
from mcp.types import ResourceTemplate as MCPResourceTemplate
from pydantic import (
Field,
field_validator,
validate_call,
)
from fastmcp.resources.resource import Resource
from fastmcp.server.dependencies import get_context
from fastmcp.utilities.components import FastMCPComponent
from fastmcp.utilities.json_schema import compress_schema
from fastmcp.utilities.types import (
find_kwarg_by_type,
get_cached_typeadapter,
)
def build_regex(template: str) -> re.Pattern:
parts = re.split(r"(\{[^}]+\})", template)
pattern = ""
for part in parts:
if part.startswith("{") and part.endswith("}"):
name = part[1:-1]
if name.endswith("*"):
name = name[:-1]
pattern += f"(?P<{name}>.+)"
else:
pattern += f"(?P<{name}>[^/]+)"
else:
pattern += re.escape(part)
return re.compile(f"^{pattern}$")
def match_uri_template(uri: str, uri_template: str) -> dict[str, str] | None:
regex = build_regex(uri_template)
match = regex.match(uri)
if match:
return {k: unquote(v) for k, v in match.groupdict().items()}
return None
class ResourceTemplate(FastMCPComponent):
"""A template for dynamically creating resources."""
uri_template: str = Field(
description="URI template with parameters (e.g. weather://{city}/current)"
)
mime_type: str = Field(
default="text/plain", description="MIME type of the resource content"
)
parameters: dict[str, Any] = Field(
description="JSON schema for function parameters"
)
def __repr__(self) -> str:
return f"{self.__class__.__name__}(uri_template={self.uri_template!r}, name={self.name!r}, description={self.description!r}, tags={self.tags})"
def enable(self) -> None:
super().enable()
try:
context = get_context()
context._queue_resource_list_changed() # type: ignore[private-use]
except RuntimeError:
pass # No context available
def disable(self) -> None:
super().disable()
try:
context = get_context()
context._queue_resource_list_changed() # type: ignore[private-use]
except RuntimeError:
pass # No context available
@staticmethod
def from_function(
fn: Callable[..., Any],
uri_template: str,
name: str | None = None,
title: str | None = None,
description: str | None = None,
mime_type: str | None = None,
tags: set[str] | None = None,
enabled: bool | None = None,
) -> FunctionResourceTemplate:
return FunctionResourceTemplate.from_function(
fn=fn,
uri_template=uri_template,
name=name,
title=title,
description=description,
mime_type=mime_type,
tags=tags,
enabled=enabled,
)
@field_validator("mime_type", mode="before")
@classmethod
def set_default_mime_type(cls, mime_type: str | None) -> str:
"""Set default MIME type if not provided."""
if mime_type:
return mime_type
return "text/plain"
def matches(self, uri: str) -> dict[str, Any] | None:
"""Check if URI matches template and extract parameters."""
return match_uri_template(uri, self.uri_template)
async def read(self, arguments: dict[str, Any]) -> str | bytes:
"""Read the resource content."""
raise NotImplementedError(
"Subclasses must implement read() or override create_resource()"
)
async def create_resource(self, uri: str, params: dict[str, Any]) -> Resource:
"""Create a resource from the template with the given parameters."""
async def resource_read_fn() -> str | bytes:
# Call function and check if result is a coroutine
result = await self.read(arguments=params)
return result
return Resource.from_function(
fn=resource_read_fn,
uri=uri,
name=self.name,
description=self.description,
mime_type=self.mime_type,
tags=self.tags,
enabled=self.enabled,
)
def to_mcp_template(self, **overrides: Any) -> MCPResourceTemplate:
"""Convert the resource template to an MCPResourceTemplate."""
kwargs = {
"uriTemplate": self.uri_template,
"name": self.name,
"description": self.description,
"mimeType": self.mime_type,
"title": self.title,
}
return MCPResourceTemplate(**kwargs | overrides)
@classmethod
def from_mcp_template(cls, mcp_template: MCPResourceTemplate) -> ResourceTemplate:
"""Creates a FastMCP ResourceTemplate from a raw MCP ResourceTemplate object."""
# Note: This creates a simple ResourceTemplate instance. For function-based templates,
# the original function is lost, which is expected for remote templates.
return cls(
uri_template=mcp_template.uriTemplate,
name=mcp_template.name,
description=mcp_template.description,
mime_type=mcp_template.mimeType or "text/plain",
parameters={}, # Remote templates don't have local parameters
)
@property
def key(self) -> str:
"""
The key of the component. This is used for internal bookkeeping
and may reflect e.g. prefixes or other identifiers. You should not depend on
keys having a certain value, as the same tool loaded from different
hierarchies of servers may have different keys.
"""
return self._key or self.uri_template
class FunctionResourceTemplate(ResourceTemplate):
"""A template for dynamically creating resources."""
fn: Callable[..., Any]
async def read(self, arguments: dict[str, Any]) -> str | bytes:
"""Read the resource content."""
from fastmcp.server.context import Context
# Add context to parameters if needed
kwargs = arguments.copy()
context_kwarg = find_kwarg_by_type(self.fn, kwarg_type=Context)
if context_kwarg and context_kwarg not in kwargs:
kwargs[context_kwarg] = get_context()
result = self.fn(**kwargs)
if inspect.isawaitable(result):
result = await result
return result
@classmethod
def from_function(
cls,
fn: Callable[..., Any],
uri_template: str,
name: str | None = None,
title: str | None = None,
description: str | None = None,
mime_type: str | None = None,
tags: set[str] | None = None,
enabled: bool | None = None,
) -> FunctionResourceTemplate:
"""Create a template from a function."""
from fastmcp.server.context import Context
func_name = name or getattr(fn, "__name__", None) or fn.__class__.__name__
if func_name == "<lambda>":
raise ValueError("You must provide a name for lambda functions")
# Reject functions with *args
# (**kwargs is allowed because the URI will define the parameter names)
sig = inspect.signature(fn)
for param in sig.parameters.values():
if param.kind == inspect.Parameter.VAR_POSITIONAL:
raise ValueError(
"Functions with *args are not supported as resource templates"
)
# Auto-detect context parameter if not provided
context_kwarg = find_kwarg_by_type(fn, kwarg_type=Context)
# Validate that URI params match function params
uri_params = set(re.findall(r"{(\w+)(?:\*)?}", uri_template))
if not uri_params:
raise ValueError("URI template must contain at least one parameter")
func_params = set(sig.parameters.keys())
if context_kwarg:
func_params.discard(context_kwarg)
# get the parameters that are required
required_params = {
p
for p in func_params
if sig.parameters[p].default is inspect.Parameter.empty
and sig.parameters[p].kind != inspect.Parameter.VAR_KEYWORD
and p != context_kwarg
}
# Check if required parameters are a subset of the URI parameters
if not required_params.issubset(uri_params):
raise ValueError(
f"Required function arguments {required_params} must be a subset of the URI parameters {uri_params}"
)
# Check if the URI parameters are a subset of the function parameters (skip if **kwargs present)
if not any(
param.kind == inspect.Parameter.VAR_KEYWORD
for param in sig.parameters.values()
):
if not uri_params.issubset(func_params):
raise ValueError(
f"URI parameters {uri_params} must be a subset of the function arguments: {func_params}"
)
description = description or inspect.getdoc(fn)
# if the fn is a callable class, we need to get the __call__ method from here out
if not inspect.isroutine(fn):
fn = fn.__call__
# if the fn is a staticmethod, we need to work with the underlying function
if isinstance(fn, staticmethod):
fn = fn.__func__
type_adapter = get_cached_typeadapter(fn)
parameters = type_adapter.json_schema()
# compress the schema
prune_params = [context_kwarg] if context_kwarg else None
parameters = compress_schema(parameters, prune_params=prune_params)
# ensure the arguments are properly cast
fn = validate_call(fn)
return cls(
uri_template=uri_template,
name=func_name,
title=title,
description=description,
mime_type=mime_type or "text/plain",
fn=fn,
parameters=parameters,
tags=tags or set(),
enabled=enabled if enabled is not None else True,
)