litellm/tests/e2e/mcp/mcp_client.py

442 lines
16 KiB
Python

"""Client for the MCP e2e suite: admin server registration plus the api_key tool
surface.
An admin registers an upstream MCP server through the management API
(`/v1/mcp/server`, persisted in the DB) and grants a virtual key access to it via
`object_permission.mcp_servers`. Keys then reach the server through the REST bridge
the proxy exposes for api_key auth (`/mcp-rest/tools/list`, `/mcp-rest/tools/call`),
which `user_api_key_auth` gates the same way the JSON-RPC `/mcp` surface does. The
request/response bodies are co-located here because only this suite speaks MCP.
"""
from __future__ import annotations
import re
import time
from collections.abc import Mapping
from dataclasses import dataclass
from typing import Literal
from pydantic import BaseModel, ConfigDict, Field, RootModel
from e2e_config import settle_propagation
from e2e_http import Headers, NoBody, Result, Success, UnknownApiError, unwrap
from models import KeyGenerateBody, McpServerListResponse, McpServerRow, ObjectPermission
from proxy_client import ProxyClient
McpToolArg = str | int | float | bool | list[str] | dict[str, str]
McpToolArguments = Mapping[str, McpToolArg]
class ApiKeyHeaders(Headers):
x_litellm_api_key: str = Field(serialization_alias="x-litellm-api-key")
class McpServerNewBody(BaseModel):
server_name: str
alias: str
url: str
transport: str = "http"
auth_type: str | None = None
static_headers: dict[str, str] | None = None
allowed_tools: list[str] | None = None
mcp_access_groups: list[str] | None = None
class McpServerNewResponse(BaseModel):
server_id: str
class McpHealthParams(BaseModel):
server_ids: list[str] | None = None
class McpHealthRow(BaseModel):
server_id: str
status: Literal["healthy", "unhealthy", "unknown"] | None
class McpHealthResponse(RootModel[list[McpHealthRow]]):
pass
class McpToolMcpInfo(BaseModel):
server_id: str | None = None
alias: str | None = None
class McpToolEntry(BaseModel):
name: str
description: str | None = None
mcp_info: McpToolMcpInfo | None = None
class McpToolsListResponse(BaseModel):
tools: list[McpToolEntry] = []
error: str | None = None
message: str | None = None
def tool_names_for_server(self, server_id: str) -> frozenset[str]:
return frozenset(
tool.name
for tool in self.tools
if tool.mcp_info is not None and tool.mcp_info.server_id == server_id
)
def tool_name_containing(self, server_id: str, needle: str) -> str | None:
needle_l = needle.lower()
for tool in self.tools:
if tool.mcp_info is None or tool.mcp_info.server_id != server_id:
continue
if needle_l in tool.name.lower() or tool.name.lower().endswith(needle_l):
return tool.name
return None
class BlockedWordSpec(BaseModel):
keyword: str
action: str = "BLOCK"
class ContentFilterMcpParams(BaseModel):
"""litellm_content_filter params scoped to the MCP tool-call hook. mode is
pre_mcp_call because a pre_call config silently no-ops on the tools/call path
(the event type is rewritten to pre_mcp_call for call_mcp_tool), and default_on
is required there because per-key/request guardrail selection is dropped from
the synthetic MCP request the hook sees."""
guardrail: str = "litellm_content_filter"
mode: str = "pre_mcp_call"
default_on: bool = True
blocked_words: list[BlockedWordSpec]
class GuardrailSpecBody(BaseModel):
guardrail_name: str
litellm_params: ContentFilterMcpParams
class GuardrailCreateBody(BaseModel):
guardrail: GuardrailSpecBody
class GuardrailCreateResponse(BaseModel):
guardrail_id: str
class McpCallToolBody(BaseModel):
name: str
arguments: dict[str, McpToolArg]
server_id: str
class McpCallContent(BaseModel):
type: str | None = None
text: str | None = None
class McpCallToolResponse(BaseModel):
model_config = ConfigDict(populate_by_name=True)
content: list[McpCallContent] = []
is_error: bool | None = Field(default=None, alias="isError")
@property
def first_text(self) -> str | None:
return self.content[0].text if self.content else None
@property
def all_text(self) -> str:
return "\n".join(part.text for part in self.content if part.text)
@dataclass(frozen=True, slots=True)
class McpClient:
proxy: ProxyClient
def register_server(
self,
*,
server_name: str,
alias: str,
url: str,
transport: str = "http",
auth_type: str | None = None,
static_headers: dict[str, str] | None = None,
allowed_tools: list[str] | None = None,
mcp_access_groups: list[str] | None = None,
) -> str:
return unwrap(
self.proxy.transport.post(
"/v1/mcp/server",
headers=self.proxy.transport.master,
json=McpServerNewBody(
server_name=server_name,
alias=alias,
url=url,
transport=transport,
auth_type=auth_type,
static_headers=static_headers,
allowed_tools=allowed_tools,
mcp_access_groups=mcp_access_groups,
),
response_type=McpServerNewResponse,
)
).server_id
def delete_server(self, server_id: str) -> None:
_ = self.proxy.transport.delete(
f"/v1/mcp/server/{server_id}",
headers=self.proxy.transport.master,
json=NoBody(),
response_type=NoBody,
)
def registered_servers(self) -> list[McpServerRow]:
return unwrap(
self.proxy.transport.get(
"/v1/mcp/server",
headers=self.proxy.transport.master,
params=NoBody(),
response_type=McpServerListResponse,
)
).root
def list_servers(self, key: str) -> Result[McpServerListResponse]:
return self.proxy.transport.get(
"/v1/mcp/server",
headers=ApiKeyHeaders(x_litellm_api_key=key),
params=NoBody(),
response_type=McpServerListResponse,
)
def server_health(self, key: str, server_ids: list[str] | None = None) -> Result[McpHealthResponse]:
return self.proxy.transport.get(
"/v1/mcp/server/health",
headers=ApiKeyHeaders(x_litellm_api_key=key),
params=McpHealthParams(server_ids=server_ids),
response_type=McpHealthResponse,
)
def await_registered(self, server_id: str) -> McpServerRow:
"""Wait for every configured replica to list the server and return its row."""
registered = self.proxy.read_body_back_everywhere(
"/v1/mcp/server",
McpServerListResponse,
settled=lambda response: any(row.server_id == server_id for row in response.root),
)
return next(
row for response in registered.values() for row in response.root if row.server_id == server_id
)
def generate_key(
self,
*,
user_id: str,
mcp_servers: list[str] | None,
mcp_access_groups: list[str] | None = None,
mcp_toolsets: list[str] | None = None,
models: list[str] | None = None,
) -> str:
object_permission = (
ObjectPermission(
mcp_servers=mcp_servers,
mcp_access_groups=mcp_access_groups,
mcp_toolsets=mcp_toolsets,
)
if mcp_servers is not None or mcp_access_groups is not None or mcp_toolsets is not None
else None
)
return self.proxy.generate_key(
KeyGenerateBody(
models=models if models is not None else [],
user_id=user_id,
object_permission=object_permission,
)
)
def list_tools(self, key: str) -> Result[McpToolsListResponse]:
return self.proxy.transport.get(
"/mcp-rest/tools/list",
headers=ApiKeyHeaders(x_litellm_api_key=key),
params=NoBody(),
response_type=McpToolsListResponse,
)
def await_tool(self, key: str, server_id: str, needle: str) -> str:
"""Poll tools/list until `server_id` serves a tool matching `needle`, and
return its fully-qualified name. Fails at poll_timeout.
/v1/mcp/server returns as soon as the DB row is written, but the gateway
runs the initialize + tools/list handshake against the upstream lazily on
the first request that needs it, and reports a server it has not
discovered yet exactly like a dead one: an empty tool list. Waiting is
what separates the two.
"""
deadline = time.monotonic() + self.proxy.poll_timeout
while True:
result = self.list_tools(key)
if isinstance(result, Success):
tool_name = result.data.tool_name_containing(server_id, needle)
if tool_name is not None:
return tool_name
if time.monotonic() >= deadline:
raise AssertionError(
f"server {server_id} never served a tool matching {needle!r} within "
f"{self.proxy.poll_timeout}s of registration (upstream unreachable, or "
f"the key's grant was not applied); last tools/list: {result}"
)
time.sleep(self.proxy.poll_interval)
def await_tools(self, key: str, server_id: str, *, expected: frozenset[str]) -> frozenset[str]:
"""Poll tools/list until `server_id`'s tools as `key` sees them are exactly
`expected`, and return the last listing either way, so the caller's equality
assertion names the difference. Fails at poll_timeout only when the read
itself never succeeded."""
deadline = time.monotonic() + self.proxy.poll_timeout
while True:
result = self.list_tools(key)
if isinstance(result, Success) and result.data.tool_names_for_server(server_id) == expected:
return expected
if time.monotonic() >= deadline:
return unwrap(result).tool_names_for_server(server_id)
time.sleep(self.proxy.poll_interval)
def await_call_tool(
self,
key: str,
*,
server_id: str,
name: str,
arguments: McpToolArguments,
) -> McpCallToolResponse:
"""Poll tools/call until the result is not a multi-worker registry miss.
Retries only on the gateway's own cold-worker 500 shapes (Tool <name>
not found / server_not_found). Upstream tool errors and other 500s fail
immediately so non-idempotent calls are not repeated.
"""
deadline = time.monotonic() + self.proxy.poll_timeout
last: Result[McpCallToolResponse] | None = None
while True:
last = self.call_tool(key, server_id=server_id, name=name, arguments=arguments)
if not _is_mcp_not_synced(last, tool_name=name):
return unwrap(last)
if time.monotonic() >= deadline:
raise AssertionError(
f"tools/call for {name!r} on server {server_id} still missing on the "
f"data plane after {self.proxy.poll_timeout}s (multi-worker registry lag); "
f"last result: {last}"
)
time.sleep(self.proxy.poll_interval)
def await_call_tool_denied(
self,
key: str,
*,
server_id: str,
name: str,
arguments: McpToolArguments,
) -> UnknownApiError:
"""Poll tools/call until a cold-worker miss clears and the call is 403 access_denied."""
deadline = time.monotonic() + self.proxy.poll_timeout
last: Result[McpCallToolResponse] | None = None
while True:
last = self.call_tool(key, server_id=server_id, name=name, arguments=arguments)
if isinstance(last, UnknownApiError) and last.status_code == 403:
return last
if not _is_mcp_not_synced(last, tool_name=name):
raise AssertionError(
f"ungranted key's tools/call was not 403 access_denied: {last}"
)
if time.monotonic() >= deadline:
raise AssertionError(
f"ungranted key never got 403 for {name!r} within {self.proxy.poll_timeout}s; "
f"last result: {last}"
)
time.sleep(self.proxy.poll_interval)
def register_mcp_content_filter(self, *, name: str, blocked_keyword: str) -> str:
"""Register a default-on content-filter guardrail that runs on the MCP
tool-call hook (pre_mcp_call) and blocks a single keyword. The keyword is
unique per test, so default_on only ever intercepts this test's own
banned tool call on the shared proxy."""
guardrail_id = unwrap(
self.proxy.transport.post(
"/guardrails",
headers=self.proxy.transport.master,
json=GuardrailCreateBody(
guardrail=GuardrailSpecBody(
guardrail_name=name,
litellm_params=ContentFilterMcpParams(
blocked_words=[BlockedWordSpec(keyword=blocked_keyword)],
),
)
),
response_type=GuardrailCreateResponse,
)
).guardrail_id
settle_propagation(time.monotonic())
return guardrail_id
def delete_guardrail(self, guardrail_id: str) -> None:
_ = self.proxy.transport.delete(
f"/guardrails/{guardrail_id}",
headers=self.proxy.transport.master,
json=NoBody(),
response_type=NoBody,
)
def call_tool(
self,
key: str,
*,
server_id: str,
name: str,
arguments: McpToolArguments,
) -> Result[McpCallToolResponse]:
return self.proxy.transport.post(
"/mcp-rest/tools/call",
headers=ApiKeyHeaders(x_litellm_api_key=key),
json=McpCallToolBody(
name=name, arguments=dict(arguments), server_id=server_id
),
response_type=McpCallToolResponse,
)
def _is_mcp_not_synced(
result: Result[McpCallToolResponse],
*,
tool_name: str | None = None,
) -> bool:
"""True only for gateway multi-worker registry misses, not upstream errors.
Matches the proxy's own shapes:
- ValueError ``Tool <name> not found`` wrapped as HTTP 500 (cold tool map /
unresolved server on this process)
- REST ``server_not_found`` when this worker has not loaded the MCP server row
Does not treat arbitrary 500 bodies that merely mention "tool" and "not found"
(e.g. upstream MCP payload text) as lag, so await_call_tool does not retry
real failures or non-idempotent calls.
"""
if not isinstance(result, UnknownApiError) or result.status_code != 500:
return False
body = result.body
body_l = body.lower()
if "server_not_found" in body_l:
return True
if re.search(r"mcp server ['\"][^'\"]+['\"] was not found", body_l):
return True
# Gateway: "Tool search_datadog_logs not found" (optionally inside a longer message)
if tool_name is not None:
return (
re.search(rf"\btool\s+{re.escape(tool_name)}\s+not found\b", body_l) is not None
)
return re.search(r"\btool\s+\S+\s+not found\b", body_l) is not None
def build_client(proxy: ProxyClient) -> McpClient:
return McpClient(proxy=proxy)