instruction stringclasses 100
values | code stringlengths 78 193k | response stringlengths 259 170k | file stringlengths 59 203 |
|---|---|---|---|
Create documentation for each function signature | #!/usr/bin/env python3
# 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 ... | --- +++ @@ -13,6 +13,13 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""
+Cache Performance Experiments for ADK Context Caching
+
+This script runs two experiments to compare caching performance:
+A. Gemini 2.0 Flash: Cache enabled vs disabled (explicit c... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/cache_analysis/run_cache_experiments.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... | --- +++ @@ -37,17 +37,28 @@
def get_api_call_count() -> int:
+ """
+ Returns the total number of API calls made since the last reset.
+
+ Returns:
+ int: The global count of API calls.
+ """
with _counter_lock:
return _api_call_count
def reset_api_call_count() -> None:
+ """Resets the global ... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/adk_stale_agent/utils.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... | --- +++ @@ -22,6 +22,14 @@
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/callbacks/agent.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... | --- +++ @@ -21,6 +21,7 @@
def reimburse(purpose: str, amount: float) -> str:
+ """Reimburse the amount of money to the employee."""
return {
'status': 'ok',
}
@@ -29,6 +30,7 @@ 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/a2a_human_in_loop/remote_a2a/human_in_loop/agent.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... | --- +++ @@ -45,6 +45,14 @@
def list_open_issues(issue_count: int) -> dict[str, Any]:
+ """List most recent `issue_count` number of open issues in the repo.
+
+ Args:
+ issue_count: number of issues to return
+
+ Returns:
+ The status of this request, with a list of issues when successful.
+ """
url = f... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/adk_issue_formatting_agent/agent.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... | --- +++ @@ -38,6 +38,7 @@
async def fetch_specific_issue_details(issue_number: int):
+ """Fetches details for a single issue if it needs triaging."""
url = f"{GITHUB_BASE_URL}/repos/{OWNER}/{REPO}/issues/{issue_number}"
print(f"Fetching details for specific issue: {url}")
@@ -91,6 +92,7 @@ async def call_a... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/adk_triaging_agent/main.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... | --- +++ @@ -11,6 +11,17 @@ # 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.
+"""Sales Data Assistant Agent demonstrating context offloading with artifacts.
+
+This agent simulates querying ... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/context_offloading_with_artifact/agent.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.
+"""ADK utils for a LLMAgent interacting with a simulation environment."""
from __future__ import annotations
@@ -37,6 +38,7 @@
class EnvResponse(Protocol):
+ """Environment resp... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/gepa/adk_agent.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... | --- +++ @@ -20,10 +20,26 @@
def roll_die(sides: int) -> 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.
+ """
return random.randint(1, sides)
async def check_prime(nums: list[... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/hello_world_anthropic/agent.py |
Improve my code by adding docstrings | import random
from google.adk.tools.tool_context import ToolContext
def roll_die(sides: int, tool_context: ToolContext) -> int:
result = random.randint(1, sides)
if not 'rolls' in tool_context.state:
tool_context.state['rolls'] = []
tool_context.state['rolls'] = tool_context.state['rolls'] + [result]
re... | --- +++ @@ -4,6 +4,14 @@
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 'r... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/core_callback_config/tools.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... | --- +++ @@ -20,6 +20,14 @@
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 "rol... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/hello_world_apigeellm/agent.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 +12,11 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Sample demonstrating CrewAI tool with **kwargs parameter handling.
+
+This sample shows how CrewaiTool correctly passes arbitrary parameters
+through **kwargs, which is a common patte... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/crewai_tool_kwargs/agent.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.
+"""Data science agent, with a custom code executor that enables Japanese fonts."""
from __future__ import annotations
@@ -44,6 +45,7 @@
def _load_font_file(font_url: str, font_fi... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/custom_code_execution/agent.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... | --- +++ @@ -12,6 +12,11 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Happy path test for CrewAI tool with **kwargs parameter handling.
+
+This demonstrates that CrewaiTool correctly passes arbitrary parameters
+through **kwargs to the underlying CrewAI... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/crewai_tool_kwargs/main.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... | --- +++ @@ -20,6 +20,14 @@
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/hello_world/agent.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... | --- +++ @@ -22,6 +22,14 @@
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/fields_planner/agent.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... | --- +++ @@ -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.
+"""Dummy service implementations for testing."""
from __future__ import annotations
@@ -28,8 +29,15 @@
c... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/dummy_services.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, s... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Defines utility for GEPA experiments."""
import logging
from typing import Callable
@@ -23,8 +24,10 @@
class FilterInferenceWarnings(logging.Filter):
+ """Filters out Vertex i... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/gepa/utils.py |
Write docstrings for data processing 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 +12,17 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Allows to run an ADK agent implementation with a Tau-bench environment.
+
+Note that Tau-bench needs to be installed to run this module. To install
+Tau-bench you can follow the steps... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/gepa/tau_bench_agent.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... | --- +++ @@ -22,6 +22,7 @@
# --- Roll Die Sub-Agent ---
def roll_die(sides: int) -> int:
+ """Roll a die and return the rolled result."""
return random.randint(1, sides)
@@ -46,6 +47,7 @@
# --- Prime Check Sub-Agent ---
def check_prime(nums: list[int]) -> str:
+ """Check if a given list of numbers are pri... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/hello_world_ma/agent.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... | --- +++ @@ -30,6 +30,14 @@
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/hello_world_app/agent.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... | --- +++ @@ -21,6 +21,14 @@
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/history_management/agent.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... | --- +++ @@ -21,10 +21,26 @@
def roll_die(sides: int) -> 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.
+ """
return random.randint(1, sides)
async def check_prime(nums: list[... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/hello_world_gemma/agent.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... | --- +++ @@ -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.
+"""Tools for Vote Taker Agent."""
from datetime import datetime
import os
@@ -76,6 +77,15 @@ def get_voting_o... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/gepa/voter_agent/tools.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Library for rating agent trajectories."""
from __future__ import annotations
@@ -29,6 +30,14 @@ def parse_rubric_validation_response(
rubric_val_response: str,
) -> dict[str... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/gepa/rater_lib.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.
+"""Runs Tau-bench."""
from __future__ import annotations
@@ -52,6 +53,23 @@ system_instruction: str | None = None,
rater: rater_lib.Rater | None = None,
) -> list[EnvRunRes... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/gepa/experiment.py |
Write docstrings for data processing 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... | --- +++ @@ -20,10 +20,26 @@
def roll_die(sides: int) -> 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.
+ """
return random.randint(1, sides)
async def check_prime(nums: list[... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/hello_world_litellm/agent.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... | --- +++ @@ -21,6 +21,7 @@
def reimburse(purpose: str, amount: float) -> str:
+ """Reimburse the amount of money to the employee."""
return {
'status': 'ok',
}
@@ -29,6 +30,7 @@ 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/human_in_loop/agent.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... | --- +++ @@ -12,6 +12,19 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Agent definition for testing the Interactions API integration.
+
+NOTE: The Interactions API does NOT support mixing custom function calling tools
+with built-in tools in the same age... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/interactions_api/agent.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 +12,29 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Main script for testing the Interactions API integration.
+
+This script tests the following features:
+1. Basic text generation
+2. Google Search tool (via bypass_multi_tools_limit)
... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/interactions_api/main.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... | --- +++ @@ -21,10 +21,26 @@
def roll_die(sides: int) -> 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.
+ """
return random.randint(1, sides)
def check_prime(number: int) -> s... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/hello_world_litellm_add_function_to_prompt/agent.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... | --- +++ @@ -23,10 +23,26 @@
def roll_die(sides: int) -> 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.
+ """
return random.randint(1, sides)
async def check_prime(nums: list[... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/hello_world_gemma3_ollama/agent.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... | --- +++ @@ -27,6 +27,7 @@
class InlineJsonToolClient(LiteLLMClient):
+ """LiteLLM client that emits inline JSON tool calls for testing."""
async def acompletion(self, model, messages, tools, **kwargs):
del tools, kwargs # Only needed for API parity.
@@ -85,6 +86,7 @@ def _find_last_role(
messages: ... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/litellm_inline_tool_call/agent.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Runs the LiteLLM streaming sample with SSE enabled."""
from __future__ import annotations
@@ -37,6 +38,7 @@ session_id: str,
prompt: str,
) -> None:
+ """Runs one promp... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/litellm_streaming/main.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... | --- +++ @@ -19,10 +19,26 @@
def roll_die(sides: int) -> 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.
+ """
return random.randint(1, sides)
def check_prime(numbers: list[int... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/hello_world_ollama/agent.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... | --- +++ @@ -22,16 +22,19 @@
def reimburse(amount: int, tool_context: ToolContext) -> str:
+ """Reimburse the employee for the given amount."""
return {'status': 'ok'}
async def confirmation_threshold(
amount: int, tool_context: ToolContext
) -> bool:
+ """Returns true if the amount is greater than 1... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/human_tool_confirmation/agent.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Sample agent showing LiteLLM structured output support."""
from __future__ import annotations
@@ -22,6 +23,7 @@
class CitySummary(BaseModel):
+ """Simple structure used to ve... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/litellm_structured_output/agent.py |
Document functions with clear intent | # 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 @@
# 1. Define the data structure for the pizza order.
class PizzaOrder(BaseModel):
+ """A data class to hold the details of a pizza order."""
size: str
crust: str
@@ -31,14 +32,17 @@
# 2. Define tools for the order intake agent.
def get_available_sizes() -> list[str]:
+ """Return... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/json_passing_agent/agent.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... | --- +++ @@ -23,6 +23,7 @@
# --- Roll Die Sub-Agent ---
def roll_die(sides: int) -> int:
+ """Roll a die and return the rolled result."""
return random.randint(1, sides)
@@ -61,6 +62,7 @@
# --- Prime Check Sub-Agent ---
def check_prime(nums: list[int]) -> str:
+ """Check if a given list of numbers are pri... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/live_bidi_streaming_multi_agent/agent.py |
Write clean 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... | --- +++ @@ -20,6 +20,14 @@
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/live_bidi_streaming_single_agent/agent.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... | --- +++ @@ -22,6 +22,7 @@
async def monitor_stock_price(stock_symbol: str) -> AsyncGenerator[str, None]:
+ """This function will monitor the price for the given stock_symbol in a continuous, streaming and asynchronously way."""
print(f"Start monitor stock price for {stock_symbol}!")
# Let's mock stock pric... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/live_bidi_streaming_tools_agent/agent.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 +12,12 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Sample agent demonstrating log probability usage.
+
+This agent shows how to access log probabilities from language model responses.
+The after_model_callback appends confidence infor... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/logprobs/agent.py |
Provide docstrings following PEP 257 | import random
from google.adk.examples.example import Example
from google.adk.tools.example_tool import ExampleTool
from google.genai import types
def roll_die(sides: int) -> int:
return random.randint(1, sides)
def check_prime(nums: list[int]) -> str:
primes = set()
for number in nums:
number = int(numb... | --- +++ @@ -6,10 +6,12 @@
def roll_die(sides: int) -> int:
+ """Roll a die and return the rolled result."""
return random.randint(1, sides)
def check_prime(nums: list[int]) -> str:
+ """Check if a given list of numbers are prime."""
primes = set()
for number in nums:
number = int(number)
@@ -69... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/multi_agent_llm_config/__init__.py |
Write docstrings for data processing 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 +12,36 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Sample agent demonstrating MCP progress callback feature.
+
+This sample shows how to use the progress_callback parameter in McpToolset
+to receive progress notifications from MCP ser... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/mcp_progress_callback_agent/agent.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... | --- +++ @@ -25,6 +25,12 @@
def get_weather(location: str, tool_context: ToolContext) -> Dict[str, Any]:
+ """Get weather information for a location.
+ Args:
+ location: The city or location to get weather for.
+ Returns:
+ A dictionary containing weather information.
+ """
# Simulate weather data
te... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/live_tool_callbacks_agent/agent.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... | --- +++ @@ -19,8 +19,10 @@
class CountInvocationPlugin(BasePlugin):
+ """A custom plugin that counts agent and tool invocations."""
def __init__(self) -> None:
+ """Initialize the plugin with counters."""
super().__init__(name="count_invocation")
self.agent_count: int = 0
self.tool_count: in... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/plugin_basic/count_plugin.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 +12,17 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Mock MCP server that sends progress notifications.
+
+This server demonstrates how MCP servers can send progress updates
+during long-running tool execution.
+
+Run this server direct... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/mcp_progress_callback_agent/mock_progress_server.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... | --- +++ @@ -26,6 +26,7 @@ # Add a tool to read file contents
@mcp.tool(description="Read contents of a file")
def read_file(filepath: str) -> str:
+ """Read and return the contents of a file."""
with open(filepath, "r") as f:
return f.read()
@@ -33,12 +34,14 @@ # Add a tool to list directory contents
@mcp... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/mcp_sse_agent/filesystem_server.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... | --- +++ @@ -27,6 +27,7 @@ # Add a tool to read file contents
@mcp.tool(description="Read contents of a file")
def read_file(filepath: str) -> str:
+ """Read and return the contents of a file."""
with open(filepath, "r") as f:
return f.read()
@@ -34,12 +35,14 @@ # Add a tool to list directory contents
@mcp... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/mcp_streamablehttp_agent/filesystem_server.py |
Add docstrings to incomplete code | # 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 +12,14 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""MCP Server that requires OAuth Bearer token for both tool listing and calling.
+
+This server validates the Authorization header on every request including:
+- Tool listing (list_tool... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/mcp_toolset_auth/oauth_mcp_server.py |
Add docstrings to meet PEP guidelines | # 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... | --- +++ @@ -19,10 +19,26 @@
def roll_die(sides: int) -> 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.
+ """
return random.randint(1, sides)
async def check_prime(nums: list[... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/migrate_session_db/agent.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... | --- +++ @@ -41,6 +41,17 @@
def run_migrations_offline() -> None:
+ """Run migrations in 'offline' mode.
+
+ This configures the context with just a URL
+ and not an Engine, though an Engine is acceptable
+ here as well. By skipping the Engine creation
+ we don't even need a DBAPI to be available.
+
+ Calls t... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/migrate_session_db/sample-output/alembic/env.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... | --- +++ @@ -16,6 +16,14 @@
def get_weather(city: str) -> dict:
+ """Retrieves the current weather report for a specified city.
+
+ Args:
+ city (str): The name of the city for which to retrieve the weather report.
+
+ Returns:
+ dict: status and result or error msg.
+ """
if city.lower() == "new yo... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/quickstart/agent.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Example demonstrating PostgreSQL session persistence with DatabaseSessionService."""
import asyncio
import os
@@ -27,6 +28,7 @@
async def main():
+ """Main function demonstrat... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/postgres_session_service/main.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 +12,12 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Weather Assistant Agent.
+
+This agent provides weather information for cities worldwide.
+It demonstrates OAuth2 client credentials flow transparently
+through AuthenticatedFunctionT... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/oauth2_client_credentials/agent.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 +12,12 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Sample agent demonstrating output_schema with tools feature.
+
+This agent shows how to use structured output (output_schema) alongside
+other tools. Previously, this combination was ... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/output_schema_with_tools/agent.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Example agent demonstrating the use of SkillToolset."""
import pathlib
@@ -25,6 +26,7 @@
class GetTimezoneTool(BaseTool):
+ """A tool to get the timezone for a given location... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/skills_agent/agent.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, ... | --- +++ @@ -1,3 +1,8 @@+"""WeatherAssistant Agent main script.
+
+This script demonstrates OAuth2 client credentials flow using a practical
+weather assistant agent with AuthenticatedFunctionTool.
+"""
# Copyright 2026 Google LLC
#
@@ -31,6 +36,7 @@
def process_arguments():
+ """Parses command-line arguments."... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/oauth2_client_credentials/main.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, ... | --- +++ @@ -1,3 +1,4 @@+"""Static non-text content sample agent main script."""
# Copyright 2026 Google LLC
#
@@ -33,6 +34,7 @@ async def call_agent_async(
runner, user_id: str, session_id: str, prompt: str
) -> str:
+ """Helper function to call agent and return final response."""
from google.adk.agents.r... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/static_non_text_content/main.py |
Add docstrings that explain logic | #!/usr/bin/env python3
# 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... | --- +++ @@ -1,4 +1,5 @@ #!/usr/bin/env python3
+"""Simple test script for Pydantic argument agent."""
# Copyright 2026 Google LLC
#
@@ -30,6 +31,7 @@
async def call_agent_async(runner, user_id, session_id, prompt):
+ """Helper function to call the agent and return response."""
content = types.Content(
... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/pydantic_argument/main.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... | --- +++ @@ -56,6 +56,13 @@ # call right after a function call that request auth
# see https://github.com/google/adk-python/issues/1944 for details
def redact_event_content(event_content: str) -> str:
+ """Redact confidential information in the calendar event content
+ Args:
+ event_content: the content of the ... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/oauth_calendar_agent/agent.py |
Add well-formatted 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 +12,17 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Sample agent demonstrating DebugLoggingPlugin usage.
+
+This sample shows how to use the DebugLoggingPlugin to capture complete
+debug information (LLM requests/responses, tool calls,... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/plugin_debug_logging/agent.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... | --- +++ @@ -28,6 +28,14 @@
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/plugin_reflect_tool_retry/hallucinating_func_name/agent.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Sample agent for testing parallel function calling."""
import asyncio
import time
@@ -22,6 +23,14 @@
async def get_weather(city: str, tool_context: ToolContext) -> dict:
+ """... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/parallel_functions/agent.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.
+"""Simple agent demonstrating Pydantic model arguments in tools."""
from typing import Optional
from typing import Union
@@ -22,6 +23,7 @@
class UserProfile(pydantic.BaseModel):
+... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/pydantic_argument/agent.py |
Create docstrings for all classes and 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... | --- +++ @@ -18,17 +18,20 @@
async def update_state(tool_context: ToolContext, key: str, value: str) -> dict:
+ """Updates a state value."""
tool_context.state[key] = value
return {"status": f"Updated state '{key}' to '{value}'"}
async def load_state(tool_context: ToolContext, key: str) -> dict:
+ """Lo... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/rewind_session/agent.py |
Help me write clear docstrings | #!/usr/bin/env python3
# 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... | --- +++ @@ -1,4 +1,5 @@ #!/usr/bin/env python3
+"""Simple test script for Rewind Session agent."""
# Copyright 2026 Google LLC
#
@@ -40,6 +41,7 @@
def highlight(text: str) -> str:
+ """Adds color highlights to tool responses and agent text."""
text = str(text)
return (
text.replace("'red'", f"'{CO... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/rewind_session/main.py |
Add docstrings for utility scripts | # 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.
+"""Sample agent demonstrating PostgreSQL session persistence."""
from datetime import datetime
from datetime import timezone
@@ -20,6 +21,11 @@
def get_current_time() -> str:
+ "... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/postgres_session_service/agent.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... | --- +++ @@ -21,6 +21,7 @@
# --- Roll Die Sub-Agent ---
def roll_die(sides: int) -> int:
+ """Roll a die and return the rolled result."""
return random.randint(1, sides)
@@ -45,6 +46,7 @@
def check_prime(nums: list[int]) -> str:
+ """Check if a given list of numbers are prime."""
primes = set()
for... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/simple_sequential_agent/agent.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... | --- +++ @@ -97,6 +97,14 @@ settings: SpannerToolSettings,
tool_context: ToolContext,
):
+ """Counts the total number of rows for a specified table.
+
+ Args:
+ table_name: The name of the table for which to count rows.
+
+ Returns:
+ The total number of rows in the table.
+ """
# Example of a... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/spanner/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, ... | --- +++ @@ -1,3 +1,8 @@+"""Digital Pet Agent.
+
+This agent demonstrates static instructions for context caching with a digital
+pet that has different moods based on feeding time stored in session state.
+"""
# Copyright 2026 Google LLC
#
@@ -113,6 +118,18 @@
def eat(tool_context: ToolContext) -> str:
+ """Fe... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/static_instruction/agent.py |
Add docstrings that explain inputs and outputs | # 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.
+"""Static non-text content sample agent demonstrating static instructions with non-text parts."""
import base64
@@ -52,6 +53,12 @@
def create_static_instruction_with_file_upload(... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/static_non_text_content/agent.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, ... | --- +++ @@ -1,3 +1,8 @@+"""Bingo Digital Pet main script.
+
+This script demonstrates static instruction functionality through a digital pet
+that has different moods based on feeding time stored in session state.
+"""
# Copyright 2026 Google LLC
#
@@ -32,6 +37,7 @@ async def call_agent_async(
runner, user_id,... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/static_instruction/main.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... | --- +++ @@ -22,6 +22,14 @@
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/telemetry/agent.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... | --- +++ @@ -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.
+"""Interceptor that injects the new agent version extension."""
from __future__ import annotations
@@ -34,6 ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/agent/interceptors/new_integration_extension.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... | --- +++ @@ -27,8 +27,10 @@ def before_agent_callback_check_relevance(
agent_name: str,
) -> BeforeAgentCallback:
+ """Callback to check if the state is relevant before executing the agent."""
def callback(callback_context: CallbackContext) -> Optional[types.Content]:
+ """Check if the state is relevant."... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/workflow_triage/execution_agent.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... | --- +++ @@ -129,6 +129,7 @@ a2a_parts: List[A2APart],
part_converter: A2APartToGenAIPartConverter = convert_a2a_part_to_genai_part,
) -> tuple[List[genai_types.Part], set[str]]:
+ """Converts a list of A2A parts to a list of ADK parts."""
output_parts = []
long_running_function_ids = set()
@@ -173,6 ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/converters/to_adk_event.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... | --- +++ @@ -56,6 +56,17 @@
@a2a_experimental
class A2aAgentExecutor(AgentExecutor):
+ """An AgentExecutor that runs an ADK Agent against an A2A request and
+
+ publishes updates to an event queue.
+
+ Args:
+ runner: The runner to use for the agent.
+ config: The config to use for the executor.
+ use_leg... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/executor/a2a_agent_executor.py |
Add minimal docstrings for 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... | --- +++ @@ -12,12 +12,14 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Data science agent that uses Vertex AI code interpreter."""
from google.adk.agents.llm_agent import Agent
from google.adk.code_executors.vertex_ai_code_executor import VertexAiCo... | https://raw.githubusercontent.com/google/adk-python/HEAD/contributing/samples/vertex_code_execution/agent.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Configuration for A2A agents."""
from __future__ import annotations
@@ -41,6 +42,7 @@
class ParametersConfig(BaseModel):
+ """Configuration for the parameters passed to the A... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/agent/config.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Provides instructions to an agent by fetching prompts from an MCP server."""
from __future__ import annotations
@@ -29,6 +30,7 @@
class McpInstructionProvider(InstructionProvi... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/mcp_instruction_provider.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... | --- +++ @@ -24,6 +24,21 @@
@experimental(FeatureName.AGENT_CONFIG)
class ContextCacheConfig(BaseModel):
+ """Configuration for context caching across all agents in an app.
+
+ This configuration enables and controls context caching behavior for
+ all LLM agents in an app. When this config is present on an app, co... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/context_cache_config.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.
+"""Utilities for A2A agents."""
from __future__ import annotations
@@ -33,6 +34,7 @@ ctx: InvocationContext,
a2a_request: A2AMessage,
) -> tuple[Union[A2AMessage, Event], P... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/agent/utils.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Loop agent implementation."""
from __future__ import annotations
@@ -39,6 +40,7 @@
@experimental(FeatureName.AGENT_STATE)
class LoopAgentState(BaseAgentState):
+ """State for ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/loop_agent.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... | --- +++ @@ -88,6 +88,18 @@ event: Event,
part_converter: GenAIPartToA2APartConverter = convert_genai_part_to_a2a_part,
) -> Optional[List[A2APart]]:
+ """Converts an ADK event to an A2A parts list.
+
+ Args:
+ event: The ADK event to convert.
+ part_converter: The function to convert GenAI part to A2A... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/a2a/converters/from_adk_event.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... | --- +++ @@ -24,6 +24,7 @@
class LiveRequest(BaseModel):
+ """Request send to live agents."""
model_config = ConfigDict(ser_json_bytes='base64', val_json_bytes='base64')
"""The pydantic model config."""
@@ -57,6 +58,7 @@
class LiveRequestQueue:
+ """Queue used to send LiveRequest in a live(bidirectiona... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/live_request_queue.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... | --- +++ @@ -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.
+"""Utility functions for handling artifact URIs."""
from __future__ import annotations
@@ -22,6 +23,7 @@
... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/artifacts/artifact_util.py |
Write docstrings for data processing 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 @@
def _count_text_chars_in_content(content: types.Content | None) -> int:
+ """Returns the number of text characters in a content object."""
total_chars = 0
if content and content.parts:
for part in content.parts:
@@ -41,6 +42,7 @@ def _valid_compactions(
events: list[Event]... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/apps/compaction.py |
Write clean 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 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Auth provider registry."""
from __future__ import annotations
@@ -23,6 +24,7 @@
@experimental(FeatureName.PLUGGABLE_AUTH)
class AuthProviderRegistry:
+ """Registry for auth pr... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/auth_provider_registry.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... | --- +++ @@ -28,6 +28,7 @@
def validate_app_name(name: str) -> None:
+ """Ensures the provided application name is safe and intuitive."""
if not name.isidentifier():
raise ValueError(
f"Invalid app name '{name}': must be a valid identifier consisting of"
@@ -39,6 +40,18 @@
@experimental
class Re... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/apps/app.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... | --- +++ @@ -36,6 +36,10 @@
class AuthHandler:
+ """A handler that handles the auth flow in Agent Development Kit to help
+ orchestrate the credential request and response flow (e.g. OAuth flow)
+ This class should only be used by Agent Development Kit.
+ """
def __init__(self, auth_config: AuthConfig):
... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/auth_handler.py |
Add minimal docstrings for 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... | --- +++ @@ -26,8 +26,18 @@
@experimental(FeatureName.PLUGGABLE_AUTH)
class BaseAuthProvider(ABC):
+ """Abstract base class for custom authentication providers."""
@abstractmethod
async def get_auth_credential(
self, auth_config: AuthConfig, context: CallbackContext
- ) -> AuthCredential | None:+ ) ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/base_auth_provider.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... | --- +++ @@ -43,6 +43,25 @@ auth_responses: dict[str, Any],
state: State,
) -> set[str]:
+ """Store auth credentials and return original function call IDs to resume.
+
+ Scans session events for ``adk_request_credential`` function calls whose
+ IDs are in *auth_fc_ids*, extracts ``credential_key`` from thei... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/auth_preprocessor.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... | --- +++ @@ -93,18 +93,33 @@
@a2a_experimental
class AgentCardResolutionError(Exception):
+ """Raised when agent card resolution fails."""
pass
@a2a_experimental
class A2AClientError(Exception):
+ """Raised when A2A client operations fail."""
pass
@a2a_experimental
class RemoteA2aAgent(BaseAge... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/remote_a2a_agent.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.
+"""Credential exchanger registry."""
from __future__ import annotations
@@ -25,6 +26,7 @@
@experimental
class CredentialExchangerRegistry:
+ """Registry for credential exchanger ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/exchanger/credential_exchanger_registry.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... | --- +++ @@ -40,6 +40,42 @@
@experimental
class CredentialManager:
+ """Manages authentication credentials through a structured workflow.
+
+ The CredentialManager orchestrates the complete lifecycle of authentication
+ credentials, from initial loading to final preparation for use. It provides
+ a centralized in... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/credential_manager.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... | --- +++ @@ -12,6 +12,7 @@ # See the License for the specific language governing permissions and
# limitations under the License.
+"""Parallel agent implementation."""
from __future__ import annotations
@@ -36,6 +37,7 @@ sub_agent: BaseAgent,
invocation_context: InvocationContext,
) -> InvocationContex... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/parallel_agent.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... | --- +++ @@ -37,28 +37,35 @@
@property
def user_content(self) -> Optional[types.Content]:
+ """The user content that started this invocation. READONLY field."""
return self._invocation_context.user_content
@property
def invocation_id(self) -> str:
+ """The current invocation id."""
return ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/agents/readonly_context.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... | --- +++ @@ -24,9 +24,24 @@
@experimental
class BaseEventsSummarizer(abc.ABC):
+ """Base interface for compacting events."""
@abc.abstractmethod
async def maybe_summarize_events(
self, *, events: list[Event]
) -> Optional[Event]:
- raise NotImplementedError()+ """Compact a list of events into... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/apps/base_events_summarizer.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... | --- +++ @@ -47,6 +47,7 @@
class OAuthGrantType(str, Enum):
+ """Represents the OAuth2 flow (or grant type)."""
CLIENT_CREDENTIALS = "client_credentials"
AUTHORIZATION_CODE = "authorization_code"
@@ -55,6 +56,7 @@
@staticmethod
def from_flow(flow: OAuthFlows) -> "OAuthGrantType":
+ """Converts an ... | https://raw.githubusercontent.com/google/adk-python/HEAD/src/google/adk/auth/auth_schemes.py |
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