instruction stringclasses 100
values | code stringlengths 78 193k | response stringlengths 259 170k | file stringlengths 59 203 |
|---|---|---|---|
Fully document this Python code with docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -42,6 +42,7 @@
def _iter_artifact_dirs(root: Path) -> list[Path]:
+ """Returns artifact directory paths beneath a root."""
if not root.exists():
return []
artifact_dirs: list[Path] = []
@@ -54,6 +55,7 @@
def _file_uri_to_path(uri: str) -> Optional[Path]:
+ """Converts a file:// URI to a ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/artifacts/file_artifact_service.py |
Generate docstrings with examples | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -185,6 +185,7 @@
class LlmAgent(BaseAgent):
+ """LLM-based Agent."""
DEFAULT_MODEL: ClassVar[str] = 'gemini-2.5-flash'
"""System default model used when no model is set on an agent."""
@@ -507,6 +508,10 @@
@property
def canonical_model(self) -> BaseLlm:
+ """The resolved self.model fie... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/llm_agent.py |
Write docstrings that follow conventions | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -27,6 +27,13 @@
def _stable_model_digest(model: BaseModel) -> str:
+ """Returns a stable digest for a pydantic model.
+
+ The digest is stable across:
+ - Python hash seeds (does not use `hash()`).
+ - Dict insertion ordering differences (canonicalizes via `sort_keys=True`).
+ - Pydantic `model_extr... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/auth_tool.py |
Write docstrings describing each step | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -32,6 +32,7 @@
class ArtifactVersion(BaseModel):
+ """Metadata describing a specific version of an artifact."""
model_config = ConfigDict(
alias_generator=alias_generators.to_camel,
@@ -65,6 +66,19 @@
def ensure_part(artifact: Union[types.Part, dict[str, Any]]) -> types.Part:
+ """Norma... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/artifacts/base_artifact_service.py |
Add docstrings that explain purpose and usage | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Common configuration classes for agent YAML configs."""
from __future__ import annotations
@@ -29,6 +30,7 @@
@experimental(FeatureName.AGENT_CONFIG)
class ArgumentConfig(BaseMo... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/common_configs.py |
Include argument descriptions in docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -18,6 +18,14 @@
def roll_die(sides: int, tool_context: ToolContext) -> int:
+ """Roll a die and return the rolled result.
+
+ Args:
+ sides: The integer number of sides the die has.
+
+ Returns:
+ An integer of the result of rolling the die.
+ """
result = random.randint(1, sides)
if not ... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/tool_functions_config/tools.py |
Document classes and their methods | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -35,16 +35,36 @@
@dataclasses.dataclass
class _ArtifactEntry:
+ """Represents a single version of an artifact stored in memory.
+
+ Attributes:
+ data: The actual data of the artifact.
+ artifact_version: Metadata about this specific version of the artifact.
+ """
data: types.Part
artifac... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/artifacts/in_memory_artifact_service.py |
Write documentation strings for class attributes | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -26,6 +26,8 @@
@experimental
class BaseCredentialService(ABC):
+ """Abstract class for Service that loads / saves tool credentials from / to
+ the backend credential store."""
@abstractmethod
async def load_credential(
@@ -33,10 +35,41 @@ auth_config: AuthConfig,
callback_context: C... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/credential_service/base_credential_service.py |
Add professional docstrings to my codebase | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Base credential exchanger interface."""
from __future__ import annotations
@@ -25,6 +26,7 @@
class CredentialExchangeError(Exception):
+ """Base exception for credential exch... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/exchanger/base_credential_exchanger.py |
Document classes and their methods | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""OAuth2 credential exchanger implementation."""
from __future__ import annotations
@@ -44,6 +45,7 @@
@experimental
class OAuth2CredentialExchanger(BaseCredentialExchanger):
+ "... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/exchanger/oauth2_credential_exchanger.py |
Add standardized docstrings across the file | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Credential refresher registry."""
from __future__ import annotations
@@ -26,6 +27,7 @@
@experimental
class CredentialRefresherRegistry:
+ """Registry for credential refresher ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/refresher/credential_refresher_registry.py |
Write beginner-friendly docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -34,6 +34,11 @@
class ToolThreadPoolConfig(BaseModel):
+ """Configuration for the tool thread pool executor.
+
+ Attributes:
+ max_workers: Maximum number of worker threads in the pool. Defaults to 4.
+ """
model_config = ConfigDict(
extra='forbid',
@@ -47,6 +52,11 @@
class Streamin... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/run_config.py |
Generate consistent documentation across files | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -88,6 +88,14 @@
def _serialize_metadata_value(value: Any) -> str:
+ """Safely serializes metadata values to string format.
+
+ Args:
+ value: The value to serialize.
+
+ Returns:
+ String representation of the value.
+ """
if hasattr(value, "model_dump"):
try:
return value.model_... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/converters/event_converter.py |
Document my Python code with docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Base credential refresher interface."""
from __future__ import annotations
@@ -24,10 +25,16 @@
class CredentialRefresherError(Exception):
+ """Base exception for credential r... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/refresher/base_credential_refresher.py |
Add docstrings for better understanding | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""OAuth2 credential refresher implementation."""
from __future__ import annotations
@@ -42,6 +43,7 @@
@experimental
class OAuth2CredentialRefresher(BaseCredentialRefresher):
+ "... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/refresher/oauth2_credential_refresher.py |
Add docstrings for production code | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Sequential agent implementation."""
from __future__ import annotations
@@ -38,12 +39,14 @@
@experimental(FeatureName.AGENT_STATE)
class SequentialAgentState(BaseAgentState):
+ ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/sequential_agent.py |
Generate helpful docstrings for debugging | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -27,6 +27,10 @@
@experimental
class SessionStateCredentialService(BaseCredentialService):
+ """Class for implementation of credential service using session state as the
+ store.
+ Note: store credential in session may not be secure, use at your own risk.
+ """
@override
async def load_credenti... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/credential_service/session_state_credential_service.py |
Generate docstrings with examples | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -57,6 +57,10 @@
@a2a_experimental
class _A2aAgentExecutor(AgentExecutor):
+ """An AgentExecutor that runs an ADK Agent against an A2A request and
+
+ publishes updates to an event queue.
+ """
def __init__(
self,
@@ -70,6 +74,7 @@
@override
async def cancel(self, context: RequestCont... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/executor/a2a_agent_executor_impl.py |
Add docstrings that explain purpose and usage | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -35,6 +35,15 @@ auth_scheme: AuthScheme,
auth_credential: AuthCredential,
) -> Tuple[Optional[OAuth2Session], Optional[str]]:
+ """Create an OAuth2 session for token operations.
+
+ Args:
+ auth_scheme: The authentication scheme configuration.
+ auth_credential: The authentication crede... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/oauth2_credential_util.py |
Add docstrings to incomplete code | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -32,6 +32,14 @@
def _get_last_human_messages(events: list[Event]) -> list[HumanMessage]:
+ """Extracts last human messages from given list of events.
+
+ Args:
+ events: the list of events
+
+ Returns:
+ list of last human messages
+ """
messages = []
for event in reversed(events):
i... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/langgraph_agent.py |
Document all public functions with docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -18,6 +18,7 @@
def reimburse(purpose: str, amount: float) -> str:
+ """Reimburse the amount of money to the employee."""
return {
'status': 'ok',
}
@@ -26,8 +27,9 @@ def ask_for_approval(
purpose: str, amount: float, tool_context: ToolContext
) -> dict[str, Any]:
+ """Ask for approva... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/tool_human_in_the_loop_config/tools.py |
Add docstrings to my Python code | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -40,6 +40,7 @@
class Context(ReadonlyContext):
+ """The context within an agent run."""
def __init__(
self,
@@ -49,6 +50,16 @@ function_call_id: str | None = None,
tool_confirmation: ToolConfirmation | None = None,
) -> None:
+ """Initializes the Context.
+
+ Args:
+ ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/context.py |
Help me write clear docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -73,6 +73,7 @@
@experimental(FeatureName.AGENT_STATE)
class BaseAgentState(BaseModel):
+ """Base class for all agent states."""
model_config = ConfigDict(
extra='forbid',
@@ -83,6 +84,7 @@
class BaseAgent(BaseModel):
+ """Base class for all agents in Agent Development Kit."""
model_... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/base_agent.py |
Add professional docstrings to my codebase | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -38,6 +38,7 @@
class HttpCredentials(BaseModelWithConfig):
+ """Represents the secret token value for HTTP authentication, like user name, password, oauth token, etc."""
username: Optional[str] = None
password: Optional[str] = None
@@ -53,6 +54,7 @@
class HttpAuth(BaseModelWithConfig):
+ ""... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/auth_credential.py |
Add missing documentation to my Python functions | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -45,9 +45,11 @@
class LlmCallsLimitExceededError(Exception):
+ """Error thrown when the number of LLM calls exceed the limit."""
class RealtimeCacheEntry(BaseModel):
+ """Store audio data chunks for caching before flushing."""
model_config = ConfigDict(
arbitrary_types_allowed=True,
@@... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/invocation_context.py |
Document this module using docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -31,6 +31,7 @@
@experimental
class AuthorizationServerMetadata(BaseModel):
+ """Represents the OAuth2 authorization server metadata per RFC8414."""
issuer: str
authorization_endpoint: str
@@ -41,6 +42,7 @@
@experimental
class ProtectedResourceMetadata(BaseModel):
+ """Represents the OAuth2 pr... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/oauth2_discovery.py |
Create structured documentation for my script | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -113,6 +113,17 @@ def _parse_cors_origins(
allow_origins: list[str],
) -> tuple[list[str], Optional[str]]:
+ """Parse allow_origins into literal origins and a combined regex pattern.
+
+ Args:
+ allow_origins: List of origin strings. Entries prefixed with 'regex:' are
+ treated as regex patte... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/adk_web_server.py |
Add standardized docstrings across the file | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Agent factory for creating Agent Builder Assistant with embedded schema."""
from __future__ import annotations
@@ -44,6 +45,7 @@
class AgentBuilderAssistant:
+ """Agent Build... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/adk_agent_builder_assistant.py |
Add return value explanations in docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Sub-agent for Google Search functionality."""
from __future__ import annotations
@@ -20,6 +21,7 @@
def create_google_search_agent() -> LlmAgent:
+ """Create a sub-agent that ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/sub_agents/google_search_agent.py |
Generate NumPy-style docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Sub-agent for URL context fetching functionality."""
from __future__ import annotations
@@ -20,6 +21,7 @@
def create_url_context_agent() -> LlmAgent:
+ """Create a sub-agent ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/sub_agents/url_context_agent.py |
Add docstrings to my Python code | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""ADK AgentConfig schema query tool for dynamic schema information access."""
from __future__ import annotations
@@ -27,6 +28,52 @@ component: Optional[str] = None,
field_p... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/tools/query_schema.py |
Annotate my code with docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Project explorer tool for analyzing structure and suggesting file paths."""
from __future__ import annotations
@@ -26,6 +27,76 @@
async def explore_project(tool_context: ToolC... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/tools/explore_project.py |
Add docstrings including usage examples | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""File deletion tool for Agent Builder Assistant."""
from __future__ import annotations
@@ -33,6 +34,32 @@ create_backup: bool = False,
confirm_deletion: bool = True,
) ->... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/tools/delete_files.py |
Create documentation for each function signature | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Cleanup unused files tool for Agent Builder Assistant."""
from __future__ import annotations
@@ -29,6 +30,27 @@ file_patterns: list[str] | None = None,
exclude_patterns: ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/tools/cleanup_unused_files.py |
Document my Python code with docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""File reading tool for Agent Builder Assistant."""
from __future__ import annotations
@@ -28,6 +29,27 @@ async def read_files(
file_paths: List[str], tool_context: ToolContext... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/tools/read_files.py |
Document this script properly | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Configuration file reader tool for existing YAML configs."""
from __future__ import annotations
@@ -29,6 +30,29 @@ async def read_config_files(
file_paths: List[str], tool_co... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/tools/read_config_files.py |
Add clean documentation to messy code | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Configuration file writer tool with validation-before-write."""
from __future__ import annotations
@@ -58,6 +59,98 @@ backup_existing: bool = False, # Changed default to Fals... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/tools/write_config_files.py |
Add docstrings to improve readability | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -20,12 +20,36 @@
def _get_adk_metadata_key(key: str) -> str:
+ """Gets the A2A event metadata key for the given key.
+
+ Args:
+ key: The metadata key to prefix.
+
+ Returns:
+ The prefixed metadata key.
+
+ Raises:
+ ValueError: If key is empty or None.
+ """
if not key:
raise Valu... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/converters/utils.py |
Add docstrings that explain logic | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -77,6 +77,7 @@
def _get_gcp_project_from_gcloud() -> str:
+ """Uses gcloud to get default project."""
try:
result = subprocess.run(
["gcloud", "config", "get-value", "project"],
@@ -90,6 +91,7 @@
def _get_gcp_region_from_gcloud() -> str:
+ """Uses gcloud to get default region."""
... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/cli_create.py |
Add verbose docstrings with examples | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Working directory helper tool to resolve path context issues."""
from __future__ import annotations
@@ -30,6 +31,19 @@ session_state: Optional[Dict[str, Any]] = None,
wor... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/utils/resolve_root_directory.py |
Add docstrings to improve readability | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,9 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""
+module containing utilities for conversion between A2A Part and Google GenAI Part
+"""
from __future__ import annotations
@@ -55,6 +58,7 @@ def convert_a2a_part_to_genai_part(
... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/converters/part_converter.py |
Document this script properly |
# Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, ... | --- +++ @@ -1,3 +1,4 @@+"""HTTP client for interacting with the ADK web server."""
# Copyright 2026 Google LLC
#
@@ -35,16 +36,45 @@
class AdkWebServerClient:
+ """HTTP client for interacting with the ADK web server for conformance tests.
+
+ Usage patterns:
+
+ # Pattern 1: Manual lifecycle management
+ ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/conformance/adk_web_server_client.py |
Write docstrings for this repository | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utilities for generating Markdown reports for conformance tests."""
from __future__ import annotations
@@ -31,6 +32,7 @@ summaries: list[_ConformanceTestSummary],
report_... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/conformance/_generate_markdown_utils.py |
Document this module using docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Helpers for normalizing file path strings produced by the model."""
from __future__ import annotations
@@ -22,6 +23,20 @@
def sanitize_generated_file_path(file_path: str) -> s... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/utils/path_normalizer.py |
Document helper functions with docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -43,6 +43,7 @@
class LongRunningFunctions:
+ """Keeps track of long running function calls and related responses."""
def __init__(
self, part_converter: A2APartToGenAIPartConverter | None = None
@@ -53,9 +54,18 @@ self._task_state: TaskState = TaskState.input_required
def has_long_r... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/converters/long_running_functions.py |
Expand my code with proper documentation strings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Pydantic models for ADK recordings."""
from __future__ import annotations
@@ -27,6 +28,7 @@
class LlmRecording(BaseModel):
+ """Paired LLM request and response."""
model... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/plugins/recordings_schema.py |
Add standardized docstrings across the file | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""CLI commands for ADK conformance testing."""
from __future__ import annotations
@@ -33,6 +34,7 @@ user_id: str = "adk_conformance_test_user",
streaming_mode: StreamingMod... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/conformance/cli_record.py |
Generate helpful docstrings for debugging | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""File writing tool for Agent Builder Assistant."""
from __future__ import annotations
@@ -34,6 +35,29 @@ create_backup: bool = False,
create_directories: bool = True,
) -... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/tools/write_files.py |
Insert docstrings into my code | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -30,6 +30,7 @@
@a2a_experimental
class AgentRunRequest(BaseModel):
+ """Data model for arguments passed to the ADK runner."""
user_id: Optional[str] = None
session_id: Optional[str] = None
@@ -78,6 +79,18 @@ request: RequestContext,
part_converter: A2APartToGenAIPartConverter = convert_a... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/converters/request_converter.py |
Provide docstrings following PEP 257 | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -43,6 +43,7 @@
@dataclasses.dataclass
class ExecuteInterceptor:
+ """Interceptor for the A2aAgentExecutor."""
before_agent: Optional[
Callable[[RequestContext], Awaitable[RequestContext]]
@@ -82,6 +83,7 @@
@a2a_experimental
class A2aAgentExecutorConfig(BaseModel):
+ """Configuration for t... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/executor/config.py |
Create Google-style docstrings for my code | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Recording plugin for ADK conformance testing."""
from __future__ import annotations
@@ -46,6 +47,7 @@
class _InvocationRecordingState(BaseModel):
+ """Per-invocation recordin... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/plugins/recordings_plugin.py |
Add docstrings to improve collaboration | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -60,6 +60,7 @@
def __getattr__(name: str):
+ """Lazily import defaults so patching in tests keeps working."""
if name not in _LAZY_SERVICE_IMPORTS:
raise AttributeError(f"module {__name__!r} has no attribute {name!r}")
@@ -94,6 +95,52 @@ logo_image_url: Optional[str] = None,
auto_crea... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/fast_api.py |
Write beginner-friendly docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -37,6 +37,7 @@
def _ensure_agent_engine_dependency(requirements_txt_path: str) -> None:
+ """Ensures staged requirements include Agent Engine dependencies."""
if not os.path.exists(requirements_txt_path):
raise FileNotFoundError(
f'requirements.txt not found at: {requirements_txt_path}'... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/cli_deploy.py |
Generate docstrings for exported functions | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Validation logic for conformance test replay mode."""
from __future__ import annotations
@@ -26,6 +27,7 @@
@dataclass
class ComparisonResult:
+ """Result of comparing two obje... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/conformance/_replay_validators.py |
Include argument descriptions in docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -11,6 +11,55 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
+"""
+ADK Service Registry.
+
+This module manages pluggable backend services for sessions, artifacts, and memory... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/service_registry.py |
Document this module using docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Replay plugin for ADK conformance testing."""
from __future__ import annotations
@@ -41,16 +42,19 @@
class ReplayVerificationError(Exception):
+ """Exception raised when repl... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/plugins/replay_plugin.py |
Improve documentation using docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""ADK source code search tool for Agent Builder Assistant."""
from __future__ import annotations
@@ -32,6 +33,38 @@ context_lines: int = 3,
case_sensitive: bool = False,
)... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/tools/search_adk_source.py |
Add structured docstrings to improve clarity | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -45,6 +45,18 @@
class AgentLoader(BaseAgentLoader):
+ """Centralized agent loading with proper isolation, caching, and .env loading.
+ Support loading agents from below folder/file structures:
+ a) {agent_name}.agent as a module name:
+ agents_dir/{agent_name}/agent.py (with root_agent defined i... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/utils/agent_loader.py |
Create simple docstrings for beginners | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -29,6 +29,12 @@
@functools.lru_cache(maxsize=1)
def _get_explicit_env_keys() -> frozenset[str]:
+ """Returns env var keys set before ADK loads any `.env` files.
+
+ This snapshot is used to preserve user-provided environment variables while
+ still allowing later `.env` files to override earlier ones v... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/utils/envs.py |
Include argument descriptions in docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -11,6 +11,7 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
+"""Utilities for local .adk folder persistence."""
from __future__ import annotations
@@ -41,6 +42,14 @@ ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/utils/local_storage.py |
Fill in missing docstrings in my code | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -36,6 +36,11 @@
def _create_symlink(symlink_path: str, target_path: str) -> bool:
+ """Creates a symlink at symlink_path pointing to target_path.
+
+ Returns:
+ True if successful, False otherwise.
+ """
try:
if os.path.islink(symlink_path):
os.unlink(symlink_path)
@@ -54,6 +59,7 @@ ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/utils/logs.py |
Write docstrings for backend logic | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -11,6 +11,7 @@ # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
+"""Helpers for managing an agent's `.adk` folder."""
from __future__ import annotations
@@ -19,6 +20,7 @@
... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/utils/dot_adk_folder.py |
Annotate my code with docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -27,6 +27,11 @@
class BuiltInCodeExecutor(BaseCodeExecutor):
+ """A code executor that uses the Model's built-in code executor.
+
+ Currently only supports Gemini 2.0+ models, but will be expanded to
+ other models.
+ """
@override
def execute_code(
@@ -37,6 +42,7 @@ pass
def process... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/code_executors/built_in_code_executor.py |
Add docstrings to my Python code | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -46,6 +46,10 @@
def _redact_uri_for_log(uri: str) -> str:
+ """Returns a safe-to-log representation of a URI.
+
+ Redacts user info (username/password) and query parameter values.
+ """
if not uri or not uri.strip():
return "<empty>"
sanitized = uri.replace("\r", "\\r").replace("\n", "\\n")... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/utils/service_factory.py |
Add professional docstrings to my codebase | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -24,12 +24,20 @@
@a2a_experimental
class TaskResultAggregator:
+ """Aggregates the task status updates and provides the final task state."""
def __init__(self):
self._task_state = TaskState.working
self._task_status_message = None
def process_event(self, event: Event):
+ """Process... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/executor/task_result_aggregator.py |
Generate docstrings for each module | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -26,6 +26,24 @@
class BaseCodeExecutor(BaseModel):
+ """Abstract base class for all code executors.
+
+ The code executor allows the agent to execute code blocks from model responses
+ and incorporate the execution results into the final response.
+
+ Attributes:
+ optimize_data_file: If true, ext... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/code_executors/base_code_executor.py |
Help me add docstrings to my project | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -40,6 +40,14 @@
def convert_session_to_eval_invocations(session: Session) -> list[Invocation]:
+ """Converts a session data into a list of Invocation.
+
+ Args:
+ session: The session that should be converted.
+
+ Returns:
+ list: A list of invocation.
+ """
events = session.events if se... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/utils/evals.py |
Insert docstrings into my code | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utility functions for code execution."""
from __future__ import annotations
@@ -28,6 +29,7 @@
@dataclasses.dataclass(frozen=True)
class File:
+ """A structure that contains a ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/code_executors/code_execution_utils.py |
Improve my code by adding docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -34,6 +34,16 @@
class AgentEngineSandboxCodeExecutor(BaseCodeExecutor):
+ """A code executor that uses Agent Engine Code Execution Sandbox to execute code.
+
+ Attributes:
+ sandbox_resource_name: If set, load the existing resource name of the code
+ interpreter extension instead of creating a ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/code_executors/agent_engine_sandbox_code_executor.py |
Add well-formatted docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -86,6 +86,7 @@
def _get_code_interpreter_extension(resource_name: str = None):
+ """Returns: Load or create the code interpreter extension."""
from vertexai.preview.extensions import Extension
if not resource_name:
@@ -104,6 +105,13 @@
class VertexAiCodeExecutor(BaseCodeExecutor):
+ """A co... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/code_executors/vertex_ai_code_executor.py |
Write proper docstrings for these functions | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -40,6 +40,17 @@ def _load_agent_card(
agent_card: Optional[Union[AgentCard, str]],
) -> Optional[AgentCard]:
+ """Load agent card from various sources.
+
+ Args:
+ agent_card: AgentCard object, path to JSON file, or None
+
+ Returns:
+ AgentCard object or None if no agent card provided
+
+... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/utils/agent_to_a2a.py |
Add docstrings that explain logic | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utility functions for structured A2A request and response logging."""
from __future__ import annotations
@@ -40,6 +41,7 @@
def _is_a2a_task(obj) -> bool:
+ """Check if an obj... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/logs/log_utils.py |
Create docstrings for each class method | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -83,6 +83,11 @@
class _EvalMetricResultWithInvocation(BaseModel):
+ """EvalMetricResult along with both actual and expected invocation.
+
+ This is class is intentionally marked as private and is created for
+ convenience.
+ """
actual_invocation: Invocation
expected_invocation: Invocation
@@... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/agent_evaluator.py |
Create documentation for each function signature | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -39,6 +39,7 @@
def agent_config_discriminator(v: Any) -> str:
+ """Discriminator function that returns the tag name for Pydantic."""
if isinstance(v, dict):
agent_class: str = v.get("agent_class", "LlmAgent")
@@ -68,4 +69,5 @@ # Use a RootModel to represent the agent directly at the top level.... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/agent_config.py |
Help me comply with documentation standards | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -46,6 +46,48 @@
class GkeCodeExecutor(BaseCodeExecutor):
+ """Executes Python code in a secure gVisor-sandboxed Pod on GKE.
+
+ This executor supports two modes of execution: 'job' and 'sandbox'.
+
+ Job Mode (default):
+ Securely runs code by dynamically creating a Kubernetes Job for each execution
... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/code_executors/gke_code_executor.py |
Add docstrings for internal functions | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -31,6 +31,7 @@
class EvaluateConfig(BaseModel):
+ """Contains configurations needed to run evaluations."""
model_config = ConfigDict(
alias_generator=alias_generators.to_camel,
@@ -54,6 +55,7 @@
class InferenceConfig(BaseModel):
+ """Contains configurations need to run inferences."""
... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/base_eval_service.py |
Document this code for team use | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -39,6 +39,12 @@
@a2a_experimental
class AgentCardBuilder:
+ """Builder class for creating agent cards from ADK agents.
+
+ This class provides functionality to convert ADK agents into A2A agent cards,
+ including extracting skills, capabilities, and metadata from various agent
+ types.
+ """
def... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/utils/agent_card_builder.py |
Document this script properly | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -18,6 +18,7 @@
class ToolErrorType(str, enum.Enum):
+ """HTTP error types conforming to OpenTelemetry semantics."""
BAD_REQUEST = 'BAD_REQUEST'
UNAUTHORIZED = 'UNAUTHORIZED'
@@ -31,13 +32,22 @@
class ToolExecutionError(Exception):
+ """Represents an error that occurs during the execution of... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/errors/tool_execution_error.py |
Add inline docstrings for readability | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -42,6 +42,11 @@
def add_default_retry_options_if_not_present(llm_request: LlmRequest):
+ """Adds default HTTP Retry Options, if they are not present on the llm_request.
+
+ NOTE: This implementation is intended for eval systems internal usage. Do not
+ take direct dependency on it.
+ """
llm_reque... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/_retry_options_utils.py |
Write docstrings for utility functions | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utilities for finding ADK source folder dynamically and loading schema."""
from __future__ import annotations
@@ -31,6 +32,24 @@
def find_adk_source_folder(start_path: Optiona... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/built_in_agents/utils/adk_source_utils.py |
Include argument descriptions in docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -37,6 +37,7 @@ def _execute_in_process(
code: str, globals_: dict[str, Any], result_queue: multiprocessing.Queue
) -> None:
+ """Executes code in a separate process and puts result in queue."""
stdout = io.StringIO()
error = None
try:
@@ -48,11 +49,13 @@
def _prepare_globals(code: str, gl... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/code_executors/unsafe_local_code_executor.py |
Add docstrings explaining edge cases | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,14 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""An artifact service implementation using Google Cloud Storage (GCS).
+
+The blob name format used depends on whether the filename has a user namespace:
+ - For files with user namesp... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/artifacts/gcs_artifact_service.py |
Add docstrings to incomplete code | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -23,6 +23,10 @@
class AgentDetails(EvalBaseModel):
+ """Details about the individual agent in the App.
+
+ This could be a root agent or the sub-agents in the Agent Tree.
+ """
name: str
"""The name of the Agent that uniquely identifies it in the App."""
@@ -39,6 +43,11 @@
class AppDetails... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/app_details.py |
Include argument descriptions in docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -33,6 +33,19 @@
@experimental(FeatureName.AGENT_CONFIG)
def from_config(config_path: str) -> BaseAgent:
+ """Build agent from a configfile path.
+
+ Args:
+ config: the path to a YAML config file.
+
+ Returns:
+ The created agent instance.
+
+ Raises:
+ FileNotFoundError: If config file doesn... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/config_agent_utils.py |
Generate NumPy-style docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -28,6 +28,23 @@
class LlmEventSummarizer(BaseEventsSummarizer):
+ """An LLM-based event summarizer for sliding window compaction.
+
+ This class is responsible for summarizing a provided list of events into a
+ single compacted event. It is designed to be used as part of a sliding window
+ compaction... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/apps/llm_event_summarizer.py |
Can you add docstrings to this Python file? | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -28,6 +28,7 @@ def get_eval_set_from_app_and_id(
eval_sets_manager: EvalSetsManager, app_name: str, eval_set_id: str
) -> EvalSet:
+ """Returns an EvalSet if found; otherwise, raises NotFoundError."""
eval_set = eval_sets_manager.get_eval_set(app_name, eval_set_id)
if not eval_set:
raise No... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/_eval_sets_manager_utils.py |
Fully document this Python code with docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -57,12 +57,17 @@
class EvalCaseResponses(BaseModel):
+ """Contains multiple responses associated with an EvalCase.
+
+ Multiple responses are a result of repeated requests to generate inferences.
+ """
eval_case: EvalCase
responses: list[list[Invocation]]
class EvaluationGenerator:
+ """... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/evaluation_generator.py |
Document this code for team use | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -35,36 +35,72 @@
class CodeExecutorContext:
+ """The persistent context used to configure the code executor."""
_context: dict[str, Any]
def __init__(self, session_state: State):
+ """Initializes the code executor context.
+
+ Args:
+ session_state: The session state to get the code... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/code_executors/code_executor_context.py |
Expand my code with proper documentation strings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -24,6 +24,7 @@
def _sanitize_eval_set_result_name(eval_set_result_name: str) -> str:
+ """Sanitizes the eval set result name."""
return eval_set_result_name.replace("/", "_")
@@ -32,6 +33,7 @@ eval_set_id: str,
eval_case_results: list[EvalCaseResult],
) -> EvalSetResult:
+ """Creates a... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/_eval_set_results_manager_utils.py |
Generate docstrings for exported functions | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -23,30 +23,63 @@
class EvalSetsManager(ABC):
+ """An interface to manage Eval Sets."""
@abstractmethod
def get_eval_set(self, app_name: str, eval_set_id: str) -> Optional[EvalSet]:
+ """Returns an EvalSet identified by an app_name and eval_set_id."""
@abstractmethod
def create_eval_se... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/eval_sets_manager.py |
Create docstrings for reusable components | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -16,7 +16,13 @@
class InputValidationError(ValueError):
+ """Represents an error raised when user input fails validation."""
def __init__(self, message="Invalid input."):
+ """Initializes the InputValidationError exception.
+
+ Args:
+ message (str): A message describing why the input ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/errors/input_validation_error.py |
Document this script properly | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -30,6 +30,10 @@
class RougeEvaluator(Evaluator):
+ """Evaluates if agent's final response matches a golden/expected final response using Rouge_1 metric.
+
+ Value range for this metric is [0,1], with values closer to 1 more desirable.
+ """
def __init__(self, eval_metric: EvalMetric):
self._... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/final_response_match_v1.py |
Auto-generate documentation strings for this file | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -35,6 +35,16 @@
class ContainerCodeExecutor(BaseCodeExecutor):
+ """A code executor that uses a custom container to execute code.
+
+ Attributes:
+ base_url: Optional. The base url of the user hosted Docker client.
+ image: The tag of the predefined image or custom image to run on the
+ cont... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/code_executors/container_code_executor.py |
Expand my code with proper documentation strings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Config definition for SequentialAgent."""
from __future__ import annotations
@@ -25,6 +26,7 @@
@experimental(FeatureName.AGENT_CONFIG)
class SequentialAgentConfig(BaseAgentConf... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/sequential_agent_config.py |
Generate docstrings with parameter types | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -33,6 +33,7 @@
class LocalEvalSetResultsManager(EvalSetResultsManager):
+ """An EvalSetResult manager that stores eval set results locally on disk."""
def __init__(self, agents_dir: str):
self._agents_dir = agents_dir
@@ -44,6 +45,7 @@ eval_set_id: str,
eval_case_results: list[Eva... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/local_eval_set_results_manager.py |
Add detailed documentation for each class | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -16,7 +16,13 @@
class NotFoundError(Exception):
+ """Represents an error that occurs when an entity is not found."""
def __init__(self, message="The requested item was not found."):
+ """Initializes the NotFoundError exception.
+
+ Args:
+ message (str): An optional custom message to d... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/errors/not_found_error.py |
Add docstrings for production code | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -76,6 +76,7 @@ def get_default_metric_info(
metric_name: str, description: str = ""
) -> MetricInfo:
+ """Returns a default MetricInfo for a metric."""
return MetricInfo(
metric_name=metric_name,
description=description,
@@ -86,12 +87,14 @@
def get_root_agent(agent_module_file_pat... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/cli_eval.py |
Document all public functions with docstrings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Loading utilities for conformance testing."""
from __future__ import annotations
@@ -28,6 +29,7 @@
def load_test_case(test_case_dir: Path) -> TestSpec:
+ """Load TestSpec fro... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/conformance/_generated_file_utils.py |
Generate missing documentation strings | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -71,6 +71,7 @@ def _add_rubrics_to_invocation(
invocation: Invocation, rubrics_to_add: list[Rubric]
):
+ """Adds rubrics to invocation, throwing ValueError on duplicate rubric_id."""
if not invocation.rubrics:
invocation.rubrics = []
existing_ids = {r.rubric_id for r in invocation.rubrics}
... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/local_eval_service.py |
Generate helpful docstrings for debugging | # Copyright 2026 Google LLC
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, s... | --- +++ @@ -56,6 +56,12 @@ enable_features: tuple[str, ...] = (),
disable_features: tuple[str, ...] = (),
) -> None:
+ """Apply feature overrides from CLI flags.
+
+ Args:
+ enable_features: Tuple of feature names to enable.
+ disable_features: Tuple of feature names to disable.
+ """
feature_over... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/cli_tools_click.py |
Subsets and Splits
No community queries yet
The top public SQL queries from the community will appear here once available.