instruction stringclasses 100
values | code stringlengths 78 193k | response stringlengths 259 170k | file stringlengths 59 203 |
|---|---|---|---|
Add docstrings to clarify complex 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... | --- +++ @@ -16,7 +16,13 @@
class AlreadyExistsError(Exception):
+ """Represents an error that occurs when an entity already exists."""
def __init__(self, message="The resource already exists."):
+ """Initializes the AlreadyExistsError exception.
+
+ Args:
+ message (str): An optional custom messa... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/errors/already_exists_error.py |
Generate documentation strings for 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... | --- +++ @@ -25,6 +25,7 @@
class ConversationScenario(EvalBaseModel):
+ """Scenario for a conversation between a simulated user and the Agent under test."""
starting_prompt: str
"""Starting prompt for the conversation.
@@ -66,7 +67,11 @@
class ConversationScenarios(EvalBaseModel):
+ """A simple contain... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/conversation_scenarios.py |
Add docstrings with type hints explained | # 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, softw... | --- +++ @@ -36,6 +36,7 @@
class CustomMetricConfig(BaseModel):
+ """Configuration for a custom metric."""
model_config = ConfigDict(
alias_generator=alias_generators.to_camel,
@@ -59,6 +60,7 @@
@model_validator(mode="after")
def check_code_config_args(self) -> "CustomMetricConfig":
+ """Check... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/eval_config.py |
Add detailed docstrings explaining each function | # 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 +26,7 @@
class UserBehavior(BaseModel):
+ """Container for the behavior of a persona."""
name: str = Field(description="Name of the UserBehavior")
@@ -53,13 +54,16 @@ )
def get_behavior_instructions_str(self):
+ """Returns a string version of the violation rubrics."""
return ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/simulation/user_simulator_personas.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... | --- +++ @@ -31,6 +31,7 @@
class PerInvocationResult(BaseModel):
+ """Metric evaluation score per invocation."""
actual_invocation: Invocation
expected_invocation: Optional[Invocation] = None
@@ -54,6 +55,7 @@
class Evaluator(ABC):
+ """A metrics evaluator interface."""
criterion_type: ClassVar[ty... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/evaluator.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, softw... | --- +++ @@ -73,6 +73,7 @@
class JudgeModelOptions(EvalBaseModel):
+ """Options for an eval metric's judge model."""
judge_model: str = Field(
default="gemini-2.5-flash",
@@ -102,6 +103,7 @@
class BaseCriterion(BaseModel):
+ """Base criterion to use for an Eval Metric."""
model_config = Config... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/eval_metrics.py |
Add docstrings to existing 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... | --- +++ @@ -30,6 +30,7 @@
class IntermediateData(EvalBaseModel):
+ """Container for intermediate data that an agent would generate as it responds with a final answer."""
tool_uses: list[genai_types.FunctionCall] = []
"""Tool use trajectory in chronological order."""
@@ -50,6 +51,14 @@
class InvocationE... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/eval_case.py |
Add docstrings to existing 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, softw... | --- +++ @@ -22,6 +22,7 @@
class RubricContent(EvalBaseModel):
+ """The content of a rubric."""
text_property: Optional[str] = Field(
description=(
@@ -32,6 +33,7 @@
class Rubric(EvalBaseModel):
+ """This class represents a single Rubric."""
rubric_id: str = Field(
description="Unique i... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/eval_rubrics.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... | --- +++ @@ -47,6 +47,19 @@
@experimental
class LlmAsJudge(Evaluator):
+ """Evaluator based on a LLM.
+
+ It is meant to be extended by specific auto-raters for different evaluation
+ tasks:
+ - Provide the prompt template, and implement format_auto_rater_prompt to
+ format the auto-rater prompt for a give... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/llm_as_judge.py |
Generate consistent 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 class for agent loaders."""
from __future__ import annotations
@@ -25,12 +26,15 @@
class BaseAgentLoader(ABC):
+ """Abstract base class for agent loaders."""
@abstr... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/cli/utils/base_agent_loader.py |
Help me document legacy 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... | --- +++ @@ -33,6 +33,7 @@
class BaseUserSimulatorConfig(BaseModel):
+ """Base class for configurations pertaining to user simulator."""
model_config = ConfigDict(
alias_generator=alias_generators.to_camel,
@@ -42,6 +43,7 @@
class Status(enum.Enum):
+ """The resulting status of get_next_user_messag... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/simulation/user_simulator.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... | --- +++ @@ -40,8 +40,15 @@
class GcsEvalSetsManager(EvalSetsManager):
+ """An EvalSetsManager that stores eval sets in a GCS bucket."""
def __init__(self, bucket_name: str, **kwargs):
+ """Initializes the GcsEvalSetsManager.
+
+ Args:
+ bucket_name: The name of the bucket to use.
+ **kwargs: K... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/gcs_eval_sets_manager.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... | --- +++ @@ -80,6 +80,14 @@
def _parse_critique(response: str) -> Label:
+ """Parses the judge model critique and extracts the final label.
+
+ Args:
+ response: model response
+
+ Returns:
+ The extracted label, either VALID, INVALID, or NOT_FOUND.
+ """
# Regex matching the label field in the response... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/final_response_match_v2.py |
Add concise docstrings to each 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... | --- +++ @@ -33,6 +33,7 @@
@experimental
class StaticUserSimulator(UserSimulator):
+ """A UserSimulator that returns a static list of user messages."""
def __init__(self, *, static_conversation: StaticConversation):
super().__init__(
@@ -46,6 +47,16 @@ self,
events: list[Event],
) -> NextUs... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/simulation/static_user_simulator.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... | --- +++ @@ -214,18 +214,21 @@
@dataclasses.dataclass(frozen=True)
class EvaluationStep:
+ """The context and natural language response to be evaluated at a step."""
context: str
nl_response: str
def _parse_sentences(response_text: str) -> list[str]:
+ """Parses sentences from LLM response."""
retur... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/hallucinations_v1.py |
Create documentation strings for testing 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... | --- +++ @@ -29,6 +29,11 @@
class Event(LlmResponse):
+ """Represents an event in a conversation between agents and users.
+
+ It is used to store the content of the conversation, as well as the actions
+ taken by the agents like function calls, etc.
+ """
model_config = ConfigDict(
extra='forbid',
@... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/events/event.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 +45,7 @@
class LlmBackedUserSimulatorConfig(BaseUserSimulatorConfig):
+ """Contains configurations required by an LLM backed user simulator."""
model: str = Field(
default="gemini-2.5-flash",
@@ -108,6 +109,7 @@
@experimental
class LlmBackedUserSimulator(UserSimulator):
+ """A User... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/simulation/llm_backed_user_simulator.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... | --- +++ @@ -22,6 +22,7 @@
class TrajectoryEvaluatorMetricInfoProvider(MetricInfoProvider):
+ """Metric info provider for TrajectoryEvaluator."""
def get_metric_info(self) -> MetricInfo:
return MetricInfo(
@@ -40,11 +41,13 @@
class ResponseEvaluatorMetricInfoProvider(MetricInfoProvider):
+ """Metric ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/metric_info_providers.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... | --- +++ @@ -48,6 +48,7 @@ def _convert_invocation_to_pydantic_schema(
invocation_in_json_format: dict[str, Any],
) -> Invocation:
+ """Converts an invocation from old json format to new Pydantic Schema."""
query = invocation_in_json_format["query"]
reference = invocation_in_json_format.get("reference", "")... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/local_eval_sets_manager.py |
Write docstrings including parameters and return values | # 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... | --- +++ @@ -51,10 +51,21 @@
@experimental
class MetricEvaluatorRegistry:
+ """A registry for metric Evaluators."""
_registry: dict[str, tuple[type[Evaluator], MetricInfo]] = {}
def get_evaluator(self, eval_metric: EvalMetric) -> Evaluator:
+ """Returns an Evaluator for the given metric.
+
+ A new in... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/metric_evaluator_registry.py |
Provide clean and structured 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... | --- +++ @@ -32,6 +32,7 @@
@enum.unique
class Label(enum.Enum):
+ """Labels for auto rater response."""
TRUE = "true"
INVALID = "invalid"
@@ -58,6 +59,14 @@ def get_average_rubric_score(
rubric_scores: list[RubricScore],
) -> Optional[float]:
+ """Returns a single score value from the given list of ru... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/llm_as_judge_utils.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... | --- +++ @@ -23,6 +23,7 @@
class EvalSetResultsManager(ABC):
+ """An interface to manage Eval Set Results."""
@abstractmethod
def save_eval_set_result(
@@ -31,14 +32,21 @@ eval_set_id: str,
eval_case_results: list[EvalCaseResult],
) -> None:
+ """Creates and saves a new EvalSetResult give... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/eval_set_results_manager.py |
Turn comments into proper 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... | --- +++ @@ -34,8 +34,15 @@
class GcsEvalSetResultsManager(EvalSetResultsManager):
+ """An EvalSetResultsManager that stores eval results in a GCS bucket."""
def __init__(self, bucket_name: str, **kwargs):
+ """Initializes the GcsEvalSetsManager.
+
+ Args:
+ bucket_name: The name of the bucket to ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/gcs_eval_set_results_manager.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... | --- +++ @@ -26,6 +26,8 @@
@experimental
class UserSimulatorProvider:
+ """Provides a UserSimulator instance per EvalCase, mixing configuration data
+ from the EvalConfig with per-EvalCase conversation data."""
def __init__(
self,
@@ -39,6 +41,20 @@ self._user_simulator_config = user_simulator_confi... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/simulation/user_simulator_provider.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... | --- +++ @@ -40,6 +40,7 @@
class RubricResponse(EvalBaseModel):
+ """Internal data model to represent a rubric's response from the auto-rater."""
property_text: Optional[str] = None
rationale: Optional[str] = None
@@ -47,9 +48,11 @@
class AutoRaterResponseParser(abc.ABC):
+ """An interface for parsing ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/rubric_based_evaluator.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... | --- +++ @@ -78,6 +78,19 @@ llm_response: LlmResponse,
model_response_event: Event,
) -> Event:
+ """Finalize and build the model response event from LLM response.
+
+ Merges the LLM response data into the model response event and
+ populates function call IDs and long-running tool information.
+
+ Args:
+... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/base_llm_flow.py |
Write reusable 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... | --- +++ @@ -106,6 +106,7 @@ def is_valid_user_simulator_template(
template_str: str, required_params: list[str]
) -> bool:
+ """Checks if the given template_str is a valid jinja template."""
from jinja2 import exceptions
from jinja2 import meta
from jinja2 import StrictUndefined
@@ -138,6 +139,7 @@ ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/simulation/llm_backed_user_simulator_prompts.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... | --- +++ @@ -46,6 +46,14 @@
def _parse_llm_response(response: str) -> Label:
+ """Parses the LLM response and extracts the final label.
+
+ Args:
+ response: LLM response.
+
+ Returns:
+ The extracted label, either VALID, INVALID, or NOT_FOUND.
+ """
# Regex matching the label field in the response.
... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/simulation/per_turn_user_simulator_quality_v1.py |
Add docstrings to make code maintainable | # 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.
+"""Handles output schema when tools are also present."""
from __future__ import annotations
@@ -29,6 +30,7 @@
class _OutputSchemaRequestProcessor(BaseLlmRequestProcessor):
+ """... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/_output_schema_processor.py |
Add docstrings to clarify complex 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.
+"""Handles agent transfer for LLM flow."""
from __future__ import annotations
@@ -34,6 +35,7 @@
class _AgentTransferLlmRequestProcessor(BaseLlmRequestProcessor):
+ """Agent tran... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/agent_transfer.py |
Create docstrings for API 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... | --- +++ @@ -36,6 +36,29 @@
class TrajectoryEvaluator(Evaluator):
+ """Evaluates tool use trajectories for accuracy.
+
+ This evaluator compares the sequence of tools called by the agent against a
+ list of expected calls and computes an average score based on one of the match
+ types: `EXACT`, `IN_ORDER`, or `A... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/trajectory_evaluator.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... | --- +++ @@ -24,6 +24,7 @@
class FeatureName(str, Enum):
+ """Feature names."""
AGENT_CONFIG = "AGENT_CONFIG"
AGENT_STATE = "AGENT_STATE"
@@ -53,6 +54,14 @@
class FeatureStage(Enum):
+ """Feature lifecycle stages.
+
+ Attributes:
+ WIP: Work in progress, not functioning completely. ADK internal dev... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/features/_feature_registry.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... | --- +++ @@ -206,6 +206,7 @@ def _get_latest_turn_user_simulator_quality_prompt_template(
user_persona: Optional[UserPersona] = None,
) -> str:
+ """Returns the appropriate prompt for user simulator quality"""
if user_persona is None:
return _LATEST_TURN_USER_SIMULATOR_EVALUATOR_PROMPT_TEMPLATE
return ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/simulation/per_turn_user_simulator_quality_prompts.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... | --- +++ @@ -36,6 +36,17 @@ feature_stage: FeatureStage,
default_on: bool = False,
) -> Callable[[T], T]:
+ """Decorator for experimental features.
+
+ Args:
+ feature_name: The name of the feature to decorate.
+ feature_stage: The stage of the feature.
+ default_on: Whether the feature is enabled b... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/features/_feature_decorator.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... | --- +++ @@ -50,6 +50,14 @@
class _VertexAiEvalFacade(Evaluator):
+ """Simple facade for Vertex Gen AI Eval SDK.
+
+ Vertex Gen AI Eval SDK exposes quite a few metrics that are valuable for
+ agentic evals. This class helps us to access those metrics.
+
+ Using this class requires a GCP project. Please set GOOGL... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/vertex_ai_eval_facade.py |
Add docstrings to clarify complex 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.
+"""Defines the processor interface used for BaseLlmFlow."""
from __future__ import annotations
@@ -29,20 +30,24 @@
class BaseLlmRequestProcessor(ABC):
+ """Base class for LLM re... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/_base_llm_processor.py |
Write Python docstrings for this snippet | # 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 +31,25 @@
class _RequestIntercepterPlugin(BasePlugin):
+ """A plugin that intercepts requests that are made to the model and couples them with the model response.
+
+ NOTE: This implementation is intended for eval systems internal usage. Do not
+ take direct dependency on it.
+
+ Context behind... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/evaluation/request_intercepter_plugin.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... | --- +++ @@ -30,6 +30,27 @@
class LangchainTool(FunctionTool):
+ """Adapter class that wraps a Langchain tool for use with ADK.
+
+ This adapter converts Langchain tools into a format compatible with Google's
+ generative AI function calling interface. It preserves the tool's name,
+ description, and functionali... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/integrations/langchain/langchain_tool.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... | --- +++ @@ -23,6 +23,7 @@
class AudioTranscriber:
+ """Transcribes audio using Google Cloud Speech-to-Text."""
def __init__(self, init_client=False):
if init_client:
@@ -31,6 +32,18 @@ def transcribe_file(
self, invocation_context: InvocationContext
) -> list[genai_types.Content]:
+ """Tra... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/audio_transcriber.py |
Add documentation for all 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.
+"""Handles basic information to build the LLM request."""
from __future__ import annotations
@@ -32,6 +33,15 @@ invocation_context: InvocationContext,
llm_request: LlmReques... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/basic.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Handles Code Execution related logic."""
from __future__ import annotations
@@ -53,6 +54,7 @@
@dataclasses.dataclass
class DataFileUtil:
+ """A structure that contains a data ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/_code_execution.py |
Replace inline comments 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... | --- +++ @@ -30,8 +30,14 @@
class AudioCacheManager:
+ """Manages audio caching and flushing for live streaming flows."""
def __init__(self, config: AudioCacheConfig | None = None):
+ """Initialize the audio cache manager.
+
+ Args:
+ config: Configuration for audio caching behavior.
+ """
s... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/audio_cache_manager.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... | --- +++ @@ -35,6 +35,7 @@
class _ContentLlmRequestProcessor(BaseLlmRequestProcessor):
+ """Builds the contents for the LLM request."""
@override
async def run_async(
@@ -88,6 +89,7 @@ def _rearrange_events_for_async_function_responses_in_history(
events: list[Event],
) -> list[Event]:
+ """Rearrange... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/contents.py |
Write docstrings describing functionality | # 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.
+"""Request processor that runs token-threshold event compaction."""
from __future__ import annotations
@@ -29,6 +30,7 @@
class CompactionRequestProcessor(BaseLlmRequestProcessor)... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/compaction.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... | --- +++ @@ -72,6 +72,7 @@
def _supports_generate_memories_metadata() -> bool:
+ """Returns whether installed Vertex SDK supports config.metadata."""
try:
from vertexai._genai.types import common as vertex_common_types
except ImportError:
@@ -83,6 +84,7 @@
def _supports_create_memory_metadata() -> bo... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/memory/vertex_ai_memory_bank_service.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.
+"""Context cache processor for LLM requests."""
from __future__ import annotations
@@ -32,10 +33,26 @@
class ContextCacheRequestProcessor(BaseLlmRequestProcessor):
+ """Request ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/context_cache_processor.py |
Generate descriptive docstrings automatically | # 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 +26,27 @@
class LlmResponse(BaseModel):
+ """LLM response class that provides the first candidate response from the
+
+ model if available. Otherwise, returns error code and message.
+
+ Attributes:
+ content: The content of the response.
+ grounding_metadata: The grounding metadata of the... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/models/llm_response.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Manages context cache lifecycle for Gemini models."""
from __future__ import annotations
@@ -37,13 +38,37 @@
@experimental
class GeminiContextCacheManager:
+ """Manages contex... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/models/gemini_context_cache_manager.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... | --- +++ @@ -29,12 +29,19 @@
class TranscriptionManager:
+ """Manages transcription events for live streaming flows."""
async def handle_input_transcription(
self,
invocation_context: InvocationContext,
transcription: types.Transcription,
) -> None:
+ """Handle user input transcripti... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/transcription_manager.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.
+"""Gives the agent identity from the framework."""
from __future__ import annotations
@@ -26,6 +27,7 @@
class _IdentityLlmRequestProcessor(BaseLlmRequestProcessor):
+ """Gives t... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/identity.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... | --- +++ @@ -30,6 +30,7 @@
class BaseLlm(BaseModel):
+ """The BaseLLM class."""
model_config = ConfigDict(
# This allows us to use arbitrary types in the model. E.g. PIL.Image.
@@ -42,18 +43,118 @@
@classmethod
def supported_models(cls) -> list[str]:
+ """Returns a list of supported models in ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/models/base_llm.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... | --- +++ @@ -23,6 +23,34 @@
class CacheMetadata(BaseModel):
+ """Metadata for context cache associated with LLM responses.
+
+ This class stores cache identification, usage tracking, and lifecycle
+ information for a particular cache instance. It can be in two states:
+
+ 1. Active cache state: cache_name is set... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/models/cache_metadata.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 +39,12 @@
def _parse_tool_confirmation(response: dict[str, Any]) -> ToolConfirmation:
+ """Parse ToolConfirmation from a function response dict.
+
+ Handles both the direct dict format and the ADK client's
+ ``{'response': json_string}`` wrapper format.
+
+ """
if response and len(response.v... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/request_confirmation.py |
Add docstrings to existing 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.
+"""Implementation of single flow."""
from __future__ import annotations
@@ -35,6 +36,7 @@
def _create_request_processors():
+ """Create the standard request processor list for a... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/single_flow.py |
Add docstrings to improve code quality | # 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... | --- +++ @@ -47,6 +47,7 @@
def _log_eval_summary(eval_results: list[EvalCaseResult]):
+ """Logs a summary of eval results."""
num_pass, num_fail, num_other = 0, 0, 0
for eval_result in eval_results:
eval_result: EvalCaseResult
@@ -65,6 +66,7 @@ def extract_tool_call_data(
intermediate_data: Intermed... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/optimization/local_eval_sampler.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... | --- +++ @@ -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.
+"""Interactions API processor for LLM requests."""
from __future__ import annotations
@@ -29,10 +30,23 @@
... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/interactions_processor.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Handles instructions and global instructions for LLM flow."""
from __future__ import annotations
@@ -35,6 +36,18 @@ agent: 'LlmAgent',
invocation_context: 'InvocationCont... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/instructions.py |
Write docstrings describing functionality | # 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.
+"""Handles function calling for LLM flow."""
from __future__ import annotations
@@ -68,6 +69,11 @@
def _is_live_request_queue_annotation(param: inspect.Parameter) -> bool:
+ """... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/flows/llm_flows/functions.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... | --- +++ @@ -36,6 +36,11 @@
class CrewaiTool(FunctionTool):
+ """Use this class to wrap a CrewAI tool.
+
+ If the original tool name and description are not suitable, you can override
+ them in the constructor.
+ """
tool: CrewaiBaseTool
"""The wrapped CrewAI tool."""
@@ -58,6 +63,16 @@ async def run_a... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/integrations/crewai/crewai_tool.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... | --- +++ @@ -29,6 +29,7 @@
class ApiRegistry:
+ """Registry that provides McpToolsets for MCP servers registered in API Registry."""
def __init__(
self,
@@ -38,6 +39,14 @@ Callable[[ReadonlyContext], dict[str, str]] | None
) = None,
):
+ """Initialize the API Registry.
+
+ Args... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/integrations/api_registry/api_registry.py |
Add docstrings to improve code quality | # 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 +36,7 @@
class VertexAiRagMemoryService(BaseMemoryService):
+ """A memory service that uses Vertex AI RAG for storage and retrieval."""
def __init__(
self,
@@ -43,6 +44,16 @@ similarity_top_k: Optional[int] = None,
vector_distance_threshold: float = 10,
):
+ """Initi... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/memory/vertex_ai_rag_memory_service.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... | --- +++ @@ -62,8 +62,14 @@
class ApigeeLlm(Gemini):
+ """A BaseLlm implementation for calling Apigee proxy.
+
+ Attributes:
+ model: The name of the Gemini model.
+ """
class ApiType(str, enum.Enum):
+ """The supported API types for Apigee LLM."""
UNKNOWN = 'unknown'
CHAT_COMPLETIONS = 'ch... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/models/apigee_llm.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... | --- +++ @@ -30,6 +30,13 @@
class BuiltInPlanner(BasePlanner):
+ """The built-in planner that uses model's built-in thinking features.
+
+ Attributes:
+ thinking_config: Config for model built-in thinking features. An error
+ will be returned if this field is set for models that don't support
+ ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/planners/built_in_planner.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... | --- +++ @@ -23,24 +23,59 @@
class BaseLlmConnection:
+ """The base class for a live model connection."""
@abstractmethod
async def send_history(self, history: list[types.Content]):
+ """Sends the conversation history to the model.
+
+ You call this method right after setting up the model connection.
... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/models/base_llm_connection.py |
Write docstrings for algorithm 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... | --- +++ @@ -32,17 +32,34 @@
class SearchMemoryResponse(BaseModel):
+ """Represents the response from a memory search.
+
+ Attributes:
+ memories: A list of memory entries that relate to the search query.
+ """
memories: list[MemoryEntry] = Field(default_factory=list)
class BaseMemoryService(ABC):
... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/memory/base_memory_service.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.
+"""Client library for interacting with the Google Cloud Agent Registry within ADK."""
from __future__ import annotations
@@ -48,6 +49,7 @@
class _ProtocolType(str, Enum):
+ """S... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/integrations/agent_registry/agent_registry.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... | --- +++ @@ -38,10 +38,18 @@
def _extract_words_lower(text: str) -> set[str]:
+ """Extracts words from a string and converts them to lowercase."""
return set([word.lower() for word in re.findall(r'[A-Za-z]+', text)])
class InMemoryMemoryService(BaseMemoryService):
+ """An in-memory memory service for proto... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/memory/in_memory_memory_service.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... | --- +++ @@ -36,6 +36,7 @@
class GeminiLlmConnection(BaseLlmConnection):
+ """The Gemini model connection."""
def __init__(
self,
@@ -50,6 +51,15 @@ self._model_version = model_version
async def send_history(self, history: list[types.Content]):
+ """Sends the conversation history to the gemi... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/models/gemini_llm_connection.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... | --- +++ @@ -42,6 +42,7 @@
class GEPARootAgentPromptOptimizerConfig(BaseModel):
+ """Contains configuration options required by the GEPARootAgentPromptOptimizer."""
optimizer_model: str = Field(
default="gemini-2.5-flash",
@@ -79,6 +80,7 @@
class GEPARootAgentPromptOptimizerResult(OptimizerResult[Ag... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/optimization/gepa_root_agent_prompt_optimizer.py |
Create documentation strings for testing 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... | --- +++ @@ -59,6 +59,7 @@
class _ResourceExhaustedError(ClientError):
+ """Represents a resources exhausted error received from the Model."""
def __init__(
self,
@@ -80,6 +81,13 @@
class Gemini(BaseLlm):
+ """Integration for Gemini models.
+
+ Attributes:
+ model: The name of the Gemini model.... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/models/google_llm.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.
+"""Anthropic integration for Claude models."""
from __future__ import annotations
@@ -53,6 +54,7 @@
@dataclasses.dataclass
class _ToolUseAccumulator:
+ """Accumulates streamed to... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/models/anthropic_llm.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... | --- +++ @@ -39,10 +39,19 @@
class GemmaFunctionCallingMixin:
+ """Mixin providing function calling support for Gemma models.
+
+ Gemma models don't have native function calling support, so this mixin
+ provides the logic to:
+ 1. Convert function declarations to system instruction prompts
+ 2. Convert function... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/models/gemma_llm.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... | --- +++ @@ -32,6 +32,7 @@ def _find_tool_with_function_declarations(
llm_request: LlmRequest,
) -> Optional[types.Tool]:
+ """Find an existing Tool with function_declarations in the LlmRequest."""
# TODO: add individual tool with declaration and merge in google_llm.py
if not llm_request.config or not llm_r... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/models/llm_request.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... | --- +++ @@ -12,6 +12,21 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utilities for the Interactions API integration.
+
+This module provides both conversion utilities and the main entry point
+for generating content via the Interactions API. It include... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/models/interactions_utils.py |
Write docstrings including parameters and return values | # 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 +32,18 @@ def _adjust_split_index_to_avoid_orphaned_function_responses(
contents: Sequence[types.Content], split_index: int
) -> int:
+ """Moves `split_index` left until function calls/responses stay paired.
+
+ When truncating context, we must avoid keeping a `function_response` while
+ dropp... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/plugins/context_filter_plugin.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.
+"""The registry class for model."""
from __future__ import annotations
@@ -35,14 +36,29 @@
class LLMRegistry:
+ """Registry for LLMs."""
@staticmethod
def new_llm(model:... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/models/registry.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... | --- +++ @@ -33,8 +33,26 @@
class SaveFilesAsArtifactsPlugin(BasePlugin):
+ """A plugin that saves files embedded in user messages as artifacts.
+
+ This is useful to allow users to upload files in the chat experience and have
+ those files available to the agent within the current session.
+
+ We use Blob.displ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/plugins/save_files_as_artifacts_plugin.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.
+"""Migration runner to upgrade schemas to the latest version."""
from __future__ import annotations
@@ -42,6 +43,29 @@
def upgrade(source_db_url: str, dest_db_url: str):
+ """Mi... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/sessions/migration/migration_runner.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... | --- +++ @@ -169,6 +169,13 @@
def _ensure_litellm_imported() -> None:
+ """Imports LiteLLM with safe defaults.
+
+ LiteLLM defaults to DEV mode, which autoloads a local `.env` at import time.
+ ADK should not implicitly load `.env` just because LiteLLM is installed.
+
+ Users can opt into LiteLLM's default behav... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/models/lite_llm.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.
+"""A simple iterative prompt optimizer."""
from __future__ import annotations
@@ -53,6 +54,7 @@
class SimplePromptOptimizerConfig(BaseModel):
+ """Configuration for the Iterativ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/optimization/simple_prompt_optimizer.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... | --- +++ @@ -27,6 +27,11 @@
class BasePlanner(ABC):
+ """Abstract base class for all planners.
+
+ The planner allows the agent to generate plans for the queries to guide its
+ action.
+ """
@abc.abstractmethod
def build_planning_instruction(
@@ -34,6 +39,15 @@ readonly_context: ReadonlyContext,
... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/planners/base_planner.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... | --- +++ @@ -25,6 +25,7 @@
class SamplingResult(BaseModel):
+ """Base class for evaluation results of the candidate agent on the batch of examples."""
scores: dict[str, float] = Field(
required=True,
@@ -42,6 +43,11 @@
class AgentWithScores(BaseModel):
+ """An optimized agent with its scores.
+
+ ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/optimization/data_types.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... | --- +++ @@ -26,6 +26,7 @@
class AgentOptimizer(ABC, Generic[SamplingResultT, AgentWithScoresT]):
+ """Base class for agent optimizers."""
@abstractmethod
async def optimize(
@@ -33,4 +34,16 @@ initial_agent: Agent,
sampler: Sampler[SamplingResultT],
) -> OptimizerResult[AgentWithScoresT]:
-... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/optimization/agent_optimizer.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... | --- +++ @@ -25,16 +25,24 @@
class Sampler(ABC, Generic[SamplingResultT]):
+ """Base class for agent optimizers to sample and score candidate agents.
+
+ The developer must implement this interface for their evaluation service to
+ work with the optimizer. The optimizer will call the sample_and_score method
+ to... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/optimization/sampler.py |
Add documentation for all 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... | --- +++ @@ -90,6 +90,7 @@ use_row_level_locking: bool,
missing_message: str,
) -> _StorageStateT:
+ """Returns a state row, raising if the row is missing."""
stmt = select(state_model).filter(*predicates)
if use_row_level_locking:
stmt = stmt.with_for_update()
@@ -111,6 +112,7 @@ user_state: d... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/sessions/database_session_service.py |
Write reusable 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 +33,11 @@
class PlanReActPlanner(BasePlanner):
+ """Plan-Re-Act planner that constrains the LLM response to generate a plan before any action/observation.
+
+ Note: this planner does not require the model to support built-in thinking
+ features or setting the thinking config.
+ """
@overri... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/planners/plan_re_act_planner.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... | --- +++ @@ -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.
+"""Migration script from SQLAlchemy SQLite to the new SQLite JSON schema."""
from __future__ import annotation... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/sessions/migration/migrate_from_sqlalchemy_sqlite.py |
Write Python docstrings for this snippet | # 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.
+"""Platform module for abstracting system time generation."""
from __future__ import annotations
@@ -26,12 +27,20 @@
def set_time_provider(provider: Callable[[], float]) -> None:... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/platform/time.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 +12,14 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""The v1 database schema for the DatabaseSessionService.
+
+This module defines SQLAlchemy models for storing session and event data
+in a relational database with the "events" table us... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/sessions/schemas/v1.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Utility functions for Agent Skills."""
from __future__ import annotations
@@ -37,6 +38,14 @@
def _load_dir(directory: pathlib.Path) -> dict[str, str]:
+ """Recursively load f... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/skills/_utils.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... | --- +++ @@ -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.
+"""Database schema version check utility."""
from __future__ import annotations
@@ -29,6 +30,7 @@
def _g... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/sessions/migration/_schema_check_utils.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data models for Agent Skills."""
from __future__ import annotations
@@ -29,6 +30,22 @@
class Frontmatter(BaseModel):
+ """L1 skill content: metadata parsed from SKILL.md for ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/skills/models.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... | --- +++ @@ -108,6 +108,15 @@
def _safe_json_serialize(obj) -> str:
+ """Convert any Python object to a JSON-serializable type or string.
+
+ Args:
+ obj: The object to serialize.
+
+ Returns:
+ The JSON-serialized object string or <non-serializable> if the object cannot
+ be serialized.
+ """
try:... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/telemetry/tracing.py |
Fully document this Python code with docstrings | # Copyright 2025 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.
+"""Debug logging plugin for capturing complete interaction data to a file."""
from __future__ import annotations
@@ -43,6 +44,7 @@
class _DebugEntry(BaseModel):
+ """A single de... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/plugins/debug_logging_plugin.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Platform module for abstracting unique ID generation."""
from __future__ import annotations
@@ -26,12 +27,19 @@
def set_id_provider(provider: Callable[[], str]) -> None:
+ ""... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/platform/uuid.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... | --- +++ @@ -95,6 +95,7 @@
def _after_fork_in_child() -> None:
+ """Reset every living plugin instance after os.fork()."""
for plugin in list(_LIVE_PLUGINS):
try:
plugin._reset_runtime_state()
@@ -107,6 +108,11 @@
def _safe_callback(func):
+ """Decorator that catches and logs exceptions in plugi... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/plugins/bigquery_agent_analytics_plugin.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... | --- +++ @@ -32,18 +32,48 @@
class GlobalInstructionPlugin(BasePlugin):
+ """Plugin that provides global instructions functionality at the App level.
+
+ This plugin replaces the deprecated global_instruction field on LlmAgent.
+ Global instructions are applied to all agents in the application, providing
+ a con... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/plugins/global_instruction_plugin.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.
+"""Module for skill prompt generation."""
from __future__ import annotations
@@ -27,6 +28,15 @@ def format_skills_as_xml(
skills: List[Union[models.Frontmatter, models.Skill]],
... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/skills/prompt.py |
Generate NumPy-style docstrings | # Copyright 2024 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... | --- +++ @@ -52,6 +52,7 @@ def _handle_params_as_deferred_annotations(
param: inspect.Parameter, annotation_under_future: dict[str, Any], name: str
) -> inspect.Parameter:
+ """Catches the case when type hints are stored as strings."""
if isinstance(param.annotation, str):
param = param.replace(annotation... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/tools/_function_parameter_parse_util.py |
Add docstrings to improve code quality | # 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 in 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... | --- +++ @@ -39,8 +39,75 @@
class BasePlugin(ABC):
+ """Base class for creating plugins.
+
+ Plugins provide a structured way to intercept and modify agent, tool, and
+ LLM behaviors at critical execution points in a callback manner. While agent
+ callbacks apply to a particular agent, plugins applies globally t... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/plugins/base_plugin.py |
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