The connection_params argument in the constructor is split into four arguments in the config class because some of them have identical fields. In order to identify which is which, a separate name is more convenient.
PiperOrigin-RevId: 791965995
original codes try to eagerly import VertexAiRagRetrieval while it doesn't want to raise error if client try to import other names in this package and dependencies of VertexAiRagRetrieval is missing. so it swallow the import error which doesn't make sense, given vertex sdk is a must have for VertexAiRagRetrieval, we should fail fast.
this fix achieve the same purpose but fail fast if client try to import VertexAiRagRetrieval from this package and miss certain dependencies (e.g. vertex sdk)
PiperOrigin-RevId: 791759776
Previous implementation doesn't pass the actual handle to server. Now we cache the handle and pass it over when reconnection happens.
To enable:
run_config = RunConfig(
session_resumption=types.SessionResumptionConfig(transparent=True)
)
PiperOrigin-RevId: 791308462
1. given we are running parallel functions in one event loop (one thread) , we should use async lock instead of thread lock
2. test three kind of functions:
a. sync function
b. async function that doesn't yield
c. async function that yield
PiperOrigin-RevId: 791255012
Merge https://github.com/google/adk-python/pull/2327
`adk run --help` (adk 1.9.0)
```
--replay FILE The json file that contains the initial state of the
session and user queries. A new session will be created
using this state. And user queries are run againt the
newly created session. Users cannot continue to interact
with the agent.
```
```
$ git grep againt
src/google/adk/cli/cli_tools_click.py: " queries are run againt the newly created session. Users cannot"
```
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/2327 from ftnext:fix-typo-run-replay-help 77cae65a235d9119810fe3d209910562672713c8
PiperOrigin-RevId: 790872246
1. if a function has no return type annotation, we should treat it as returning any type
2. we use empty schema (with `type` as None) to indicate no type constraints and this is already supported by model server
PiperOrigin-RevId: 789808104
Due to reasons that are being investigated, some of the recent changes got unintentionally reverted. We are adding those back in this PR.
PiperOrigin-RevId: 789384063
GitHub workflows triggered by `pull_request` events from forked repositories do not have access to secrets by default due to security considerations.
PiperOrigin-RevId: 789011890
The test test_token_exchange_not_supported was slow because of an incorrect monkeypatch target. The test was patching google.adk.auth.auth_handler.AUTHLIB_AVAILABLE, but the actual OAuth2 exchange logic uses a different AUTHLIB_AVAILABLE variable in google.adk.auth.exchanger.oauth2_credential_exchanger.
What was happening:
Test set auth_handler.AUTHLIB_AVAILABLE = False
AuthHandler.exchange_auth_token() called OAuth2CredentialExchanger.exchange()
But oauth2_credential_exchanger.AUTHLIB_AVAILABLE was still True
The exchanger attempted real OAuth2 token exchange with client.fetch_token()
This made actual network calls to OAuth2 endpoints, causing timeouts and delays
PiperOrigin-RevId: 788576949
This agent will post a comment if the PR is not following our contribution guides or add a label and reviewer for the PR if it passes the guide check.
PiperOrigin-RevId: 788511767
This endpoint could be used by ADK Web to dynamically know:
- What are the available eval metrics in an App
- A description of those metrics
- A value range supported by those metrics
We also update the metric registry to make it mandatory to supply these details. The goal is to improve usability and interpretability of the eval metrics.
PiperOrigin-RevId: 787277695
Merge https://github.com/google/adk-python/pull/869
How to reproduce the error:
```
from google.adk.code_executors import UnsafeLocalCodeExecutor
from google.adk.code_executors.code_execution_utils import CodeExecutionInput
result = UnsafeLocalCodeExecutor().execute_code(
invocation_context=None,
code_execution_input=CodeExecutionInput(
code='''
import math
def pi():
return math.pi
print(pi())
'''
)
)
print(result)
```
output:
```
CodeExecutionResult(stdout='', stderr="name 'math' is not defined", output_files=[])
```
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/869 from qieqieplus:main 63f557bbd3b7aa5c2801f5cc9e022d3364177308
PiperOrigin-RevId: 787145189
Merge https://github.com/google/adk-python/pull/2109Fixes#2105
## Problem
When integrating Google ADK with Langfuse using the @observe
decorator, the usage details displayed in Langfuse web UI were
incorrect.
The root cause was in the telemetry implementation where
total_token_count was being mapped to gen_ai.usage.output_tokens
instead of candidates_token_count.
- Expected mapping:
- candidates_token_count → completion_tokens (output tokens)
- prompt_token_count → prompt_tokens (input tokens)
- Previous incorrect mapping:
- total_token_count → completion_tokens (wrong!)
- prompt_token_count → prompt_tokens (correct)
## Solution
Updated trace_call_llm function in telemetry.py to use
candidates_token_count for output token tracking instead of
total_token_count, ensuring proper token count reporting to
observability tools like Langfuse.
## Testing plan
- Updated test expectations in test_telemetry.py
- Verified telemetry tests pass
- Manual verification with Langfuse integration
## Screenshots
**Before**
<img width="1187" height="329" alt="Screenshot from 2025-07-22 20-20-33" src="https://github.com/user-attachments/assets/ad5fc957-64a2-4524-bd31-0cebb15a5270" />
**After**
<img width="1187" height="329" alt="Screenshot from 2025-07-22 20-21-40" src="https://github.com/user-attachments/assets/3920df2a-be75-47e0-9bd0-f961bb72c838" />
_Notes_: From the screenshot, there's another problem: thoughts_token_count field is not mapped, but this should be another issue imo
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/2109 from tl-nguyen:fix-telemetry-token-count-mapping 3d043f558b5f8bcb2c6e0370e2cc4c0ff25d1f4a
PiperOrigin-RevId: 786827802
Merge https://github.com/google/adk-python/pull/2148
This PR fixes#2071 exception string from `pip install google-adk[eval]` to `pip install "google-adk[eval]"` which makes it compatible for all the bash, zsh and other terminals
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/2148 from kavinkumar807:fix-module-not-found-exception-string-in-eval 914281006a0e162665c0933d0c0ee0c37eb397cf
PiperOrigin-RevId: 786752261
This commit adds support for the session resumption configuration in the run_config.
The SessionResumptionConfig is added to RunConfig to allow the user to set up a configuration for session resumption(only transparent mode for now).
There are two modes of session resumption: manual and transparent. In manual mode, you have to manually bookkeeping the session information and restarts the session which is tricky to do right now. In transparent mode, the server does the bookkeeping for you and no hassle on ADK side. For now, the transparent mode should be enough.
Also, added the relevant unit tests to check that every possible configuration is set properly and the run_config is correctly populated.
This is needed for supporting the new session resumption feature.
PiperOrigin-RevId: 786549455
This plugin helps printing all critical events in the console. It is not a replacement
of existing logging in ADK. It rather helps terminal based debugging by showing all logs in the console, and serves as a
simple demo so everyone could develop their own plugins.
PiperOrigin-RevId: 786470637
This CL add new callbacks in plugin system:
- `on_tool_error_callback`
- `on_model_error_callback`
This allow the user to create plugins that can handle errors.
PiperOrigin-RevId: 786469646
Merge https://github.com/google/adk-python/pull/2138
This missing space leads to an error when deploying to cloud_run that says "No option --a2a/apps/agents"
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/2138 from andrewlarimer:fix--add-space-to-allow-adk-deploy-cloud_run---a2a 47831f10e1f7f6c27b5f6b8c102b2f7db4619778
PiperOrigin-RevId: 786459787
With this change we ensure that all three eval entry points, web, cli and pytest use the common LocalEvalService.
Updates to web and cli happened in a previous change.
PiperOrigin-RevId: 786445632
Mainly it's due to GenAI sdk changed their header of genai SDK versions, we have UT to verify that ADK or ADK users won't override their headers. Updated the header accordingly in the UT.
PiperOrigin-RevId: 786334741
Please set --log_level to DEBUG, if you are interested in having those API request and responses in logs.
NOTE: Generally it is not recommended to have DEBUG log level for services that run in a production setting. It is our recommendation to only use DEBUG log level in a debug or development setting.
PiperOrigin-RevId: 785972338
Merge https://github.com/google/adk-python/pull/1959
### What
Fix misleading comment.
```diff
- # Make sure a malicious user can obtain a session and events not belonging to them
+ # Make sure a malicious user **cannot** obtain a session or events not belonging to them
```
### Why
The previous wording contradicted the assertion `assert len(session_mismatch.events) == 0`, which verifies that a malicious user **cannot** access another user’s session or events.
### Testing plan
Docs-only change.
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/1959 from mthorme:fix-comment-session-mismatch b1f139af340bd240d40ed58f5dea3274c3a3bd83
PiperOrigin-RevId: 785908548
This change takes cares of SQL results containing values that are not json serializable (e.g. datetime, bignumeric) by converting them to their string representation.
PiperOrigin-RevId: 785719997
We update both adk web run eval endpoint and adk eval cli to use the LocalService. The old method is marked as deprecated and will be removed in later PRs.
PiperOrigin-RevId: 785612708
Fixes#423
Related to #1670
- This avoids the `GeneratorExit` error thrown, which would crash OTel metric collection and cause `Failed to detach context` error.
- This also allows all function calls are processed when exit_loop is called together with other tools in the same LLmResponse.
A sample agent for testing:
```
from google.adk import Agent
from google.adk.agents.loop_agent import LoopAgent
from google.adk.tools.exit_loop_tool import exit_loop
worker_1 = Agent(
name='worker_1',
description='Worker 1',
instruction="""\
Just say job #1 is done.
If job #1 is said to be done. Call exit_loop tool.""",
tools=[exit_loop],
)
worker_2 = Agent(
name='worker_2',
description='Worker 2',
instruction="""\
Just say job #2 is done.
If job #2 is said to be done. Call exit_loop tool.""",
tools=[exit_loop],
)
work_agent = LoopAgent(
name='work_agent',
description='Do all work.',
sub_agents=[worker_1, worker_2],
max_iterations=5,
)
root_agent = Agent(
model='gemini-2.0-flash',
name='hello_world_agent',
description='hello world agent that can roll a check prime',
instruction="""Hand off works to sub agents.""",
sub_agents=[work_agent],
)
```
PiperOrigin-RevId: 785538101
Merge https://github.com/google/adk-python/pull/1195
## Summary
Updated the Toolbox Agent documentation to address a critical missing dependency that prevents the agent from running successfully.
## Changes Made
- **Added missing dependency**: Documented that `toolbox-core` must be installed via `pip install toolbox-core`
- **Improved documentation structure**: Added clear section numbering and better organization
- **Enhanced readability**: Fixed grammar, capitalization, and formatting throughout
- **Added Prerequisites section**: Set clear expectations before installation begins
- **Clarified optional steps**: Made it clearer when database creation can be skipped
## Problem Solved
The original documentation was missing a crucial step - installing the `toolbox-core` package. Without this dependency, users encounter an `ImportError: No module named 'toolbox-core'` when trying to use the `ToolboxToolset` class in ADK. This fix ensures users can successfully set up and run the agent without encountering import errors.
## Testing
- Verified the installation steps work correctly with the added dependency
- Confirmed the agent runs successfully after following the updated documentation
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/1195 from designcomputer:patch-1 b90c71fe95aa09a3dca069e91f14791f557ab2e3
PiperOrigin-RevId: 785487495
Merge https://github.com/google/adk-python/pull/1130
This enables the use of the `model-optimizer-*` family of models in vertex, as per the [documentation](https://cloud.google.com/vertex-ai/generative-ai/docs/model-reference/vertex-ai-model-optimizer#using-vertex-ai-model-optimizer).
To use this, ensure your location is set to `global` and pass a model optimizer model to an agent:
```python
root_agent = Agent(
model="model-optimizer-exp-04-09",
name="fast_and_slow_agent",
instruction="Answer any question the user gives you - easy or hard.",
generate_content_config=types.GenerateContentConfig(
temperature=0.01,
model_selection_config=ModelSelectionConfig(
feature_selection_preference=FeatureSelectionPreference.BALANCED
# Options: PRIORITIZE_QUALITY, BALANCED, PRIORITIZE_COST
)
),
)
```
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/1130 from calvingiles:feat-model-optimizer 1a76bfa22420edb07d83415dcea6dd0114084e8e
PiperOrigin-RevId: 784921913
Now the LangchainTool can wrap:
* Langchain StructuredTool (sync and async).
* Langchain @Tool (sync and async).
This enhance the flexibility for user and enables async functionalities.
PiperOrigin-RevId: 784728061
**Highlights:**
- **Callback Chaining:** Now supports a list of before and after callbacks, as in the non-live version. Callbacks are executed in order, stopping when one returns a response.
- **Unit Tests:** Added new unit tests for before and after callbacks, async and sync versions, callback chains and mixed callbacks.
- **Sample Agent:** Introduced a new example agent with multiple callbacks showing various behaviors: audit, security, validation, and enhancement. This provides practical usage examples.
PiperOrigin-RevId: 783884562
This change adds activity start and end signals to the LiveRequestQueue,
allowing clients to manually control the start and end of user input in
streaming sessions when automatic voice activity detection is disabled.
The LiveRequestQueue allows users to send messages to the model with the following semantics:
- `content`: sends turn-by-turn content.
- `blob`: sends a media blob for realtime streaming (e.g., audio).
- `activity_start`: indicates the beginning of an activity.
- `activity_end`: indicates the end of an activity.
- `close`: closes the connection.
GeminiLLMConnection has been updated to send the new activity signals to the backend.
This change is a necessary to support clients (e.g. voice assistants) that do not want to use automatic voice activity detection. In this case, the client will be responsible to send the `activity_start` signal when the user starts talking, and `activity_end` when the user finishes talking.
To test the change:
run_config = RunConfig(
realtime_input_config=types.RealtimeInputConfig(
automatic_activity_detection=types.AutomaticActivityDetection(
disabled=True,
),
)
)
import threading # Add this import
def thread_target():
# Define the async operations to run in the background.
async def background_task():
live_request_queue.send_activity_start()
# live_request_queue.send_content(
# content=types.Content(
# role='user',
# parts=[types.Part.from_text(text="hi, what's the time?")],
# )
# )
await asyncio.sleep(3)
live_request_queue.send_activity_end()
PiperOrigin-RevId: 783882447
1. credential service may be accessed by callbacks
2. plan to add load_credential and save_credential method in CallbackContext (see cl/782158513) given customer has requirement to access credential service themselves. (see https://github.com/google/adk-python/issues/1816)
It's backward compatible given CallbackContext is parent class of ToolContext
PiperOrigin-RevId: 783480378
This is to support model path like :
projects/265104255505/locations/us-central1/publishers/google/models/gemini-2.0-flash-001"
PiperOrigin-RevId: 783413351
This version of the EvalSetsManager is intended to support two main behaviors
1) The agent developer wants to bring in their own eval set file, which is usually the case with `adk eval` cli. Once their eval sets are uploaded into this version of the eval sets manager, the EvalSetManager could be handed over to the Eval system for running evals.
2) As a part of AgentEvaluator testing, we expect developers to supply Eval cases in json files. The in-memory version of the EvalSetsManager will help us run those test cases using LocalEvalService.
PiperOrigin-RevId: 783198788
When get session is being called on a session with more than 1 page of events (100+), the response of the subsequent listevents calls fails due to missing parsing logic. This change fixes the processing of the listevents responses.
PiperOrigin-RevId: 783166959
1) raise explicit error if the response event contains responses against multiple function call events
2) merge all function responses for the corresponding function call event
PiperOrigin-RevId: 782154577
According to a2a protocol task artifact is a different concept from adk artifact.
if a task is completed the final result should be in task artifact.
PiperOrigin-RevId: 782154265
This change:
- Introduces the LocalEvalService Class.
- Implements only the "perform_inference" method. Evaluate method will be implemented in the next CL.
- Adds required test coverage.
PiperOrigin-RevId: 781781954
This change integrates the plugin system with ADK. PluginManager is attached to the invocation context similar to session/artifact/memory.
It includes integrations with following ADK internal callbacks:
* App callbacks: Integrated in the BaseRunner class, in run_async and run_live
* On Message callbacks: Integrated in the BaseRunner class, triggers on run_async.
* Agent callbacks: Integrated in the BaseAgent class. Leveraging the existing *callback functions
* Model callbacks: Integrating in the base_llm_flow.
* Tool callbacks: Integrated in functions.py, wrapped around the code for agent tool_callbacks
Sample code to use plugins:
```python
# Add plugins to Runner
runner = Runner(
app_name="my-app",
agent=root_agent,
artifact_service=artifact_service,
session_service=session_service,
memory_service=memory_service,
plugins=[
MySamplePlugin(),
LoggingPlugin(),
],
)
```
PiperOrigin-RevId: 781746586
Plugin is a collection of callbacks (lifecycle hooks), including callbacks for Agent, Tools, Model and App. It helps developers to add customizations and change behaviors of their agent application easily
This is the first change that introduces only the base interfaces based on the doc.
plugins folder is generated with `create_symlink.sh plugins`
PiperOrigin-RevId: 781745044
Including basic fields in configs, the from_config() methods and the JSON schema. Other fields will be added in following PRs.
PiperOrigin-RevId: 781660569
Even though InMemoryMemoryService is intended only for testing and local development, we eliminate a potential source of bugs during prototyping by providing a thread-safe InMemoryMemoryService.
PiperOrigin-RevId: 781554006
- Allow run_async to break on partial events instead of raising ValueError
- Generate aggregated streaming content regardless of finish_reason
- Add error_code and error_message to final streaming responses if model response is interrupted.
PiperOrigin-RevId: 781377328
This commit includes a number of new tests for live streaming with function calls. These tests cover various scenarios:
- Single function calls
- Multiple function calls
- Parallel function calls
- Function calls with errors
- Synchronous function calls
- Simple streaming tools
- Video streaming tools
- Stopping a streaming tool
- Multiple streaming tools simultaneously
The tests use mock models and custom runners to simulate the interaction between the agent, model, and tools. They verify that function calls are correctly generated, executed, and that the expected data is returned.
PiperOrigin-RevId: 781318483
This would allow users to easily make a copy of the agents they built without having to add too much boilerplates. This promotes code reuse, modularity and testability of agents.
PiperOrigin-RevId: 781214379
This PR extends the existing Streaming tests to consider new configurations that have been added, including:
- `output_audio_transcription`
- `input_audio_transcription`
- `realtime_input_config`
- `enable_affective_dialog`
- `proactivity`
These configurations are tested individually and also combined, to cover all the possibilities, increasing the testing coverage and ensuring everything is working as expected.
In addition, the new configuration values are also validated to be sure they are properly initialized.
PiperOrigin-RevId: 780178334
This explains the high-level architecture and philosophy of the ADK project.
It can also be feed into LLMs for vibe-coding.
PiperOrigin-RevId: 780178125
fix: Use `inspect.signature()` instead of `typing.get_type_hints()` to find the LiveRequestQueue.
Motivation: `typing.get_type_hints()` may raise errors in complex scenarios where type annotation is not available.
Add live_bidi_streaming_tools_agent example to show how to use the live streaming feature.
PiperOrigin-RevId: 780160921
Adds a description for docstring and comments in the AGENTS.md and adds a section for Versioning that describes how ADK follows Semantic Versioning 2.0.0
PiperOrigin-RevId: 778667398
test: refine test_session_state in test_session_state to catch event leakage
fix: revert app name to my_app for test_session_state test
style: fix pyink style warnings
fix: add app_name to filter as per suggestion from rpedela-recurly
We add a new metric for evaluating safety of Agent's response to ADK Eval. We delegate the actual implementation to Vertex Gen AI Eval SDK, so using this metric will require GCP project.
As a part of this change, we created (refactored) a simple Facade for vertex gen ai eval sdk.
PiperOrigin-RevId: 778580406
The LLM occasionally includes an unexpected 'parameters' argument when calling tools, specifically observed with 'transfer_to_agent'. This change makes FunctionTool.run_async more robust by filtering arguments against the function signature before invocation.
This resolves issue #1637.
Update test_function_tool.py
fix typing
fix: add `from __future__ import annotations`
`grep -L` returns status 1 when there are modified files that don't have the `from __future__ import annotations` pattern. Previously if this happens, the entire GitHub action by default will stop and exit with status 1. Adding `|| true` will prevent this from happening and continue the workflow.
PiperOrigin-RevId: 778246018
Bug: When a model emits a stream of tokens, it sometimes emits a final chunk of whitespace or no content. The agent was trying to parse that content into JSON, causing a validation error.
Fix: If a model is expected to return JSON and the last streamed token is empty/whitespace, the agent will no longer try to parse it, and exit gracefully.
New unit tests confirm the scenario and the fix.
PiperOrigin-RevId: 777609415
This example include multi agents:
- Root agent.
- Sub agent for Rolling Dice.
- Sub agent for checking primes.
Added README.md to demonstrate how to use it.
PiperOrigin-RevId: 777599625
This change adds a new enum value which the agent builder can pass in the `BigQueryToolConfig` to allow limited writes to the `execute_sql` tool.
PiperOrigin-RevId: 776661744
Fixes https://github.com/google/adk-python/issues/1180
We are using `func.now()` to set the `onupdate` time for db, when SQLAlchemy generates the SQL to build the database, it actually translates `func.now()` into `NOW()` or `CURRENT_TIMESTAMP`. The value it returns depends on the database server settings. For example, if the global/default timezone for a db is set to be UTC, the update time will be set to be a UCT time; if the global time zone for a db is set to be a local time zone (e.g. America/Los_Angeles), the update time will be a local time.
Normally, the best practice is to set database server to use UTC. Applications will convert it into different time zones as needed.
For SQLite, there is no way to config the default timezone, it will just treat it as UTC. But because it is a naive datetime (with no timezone info), python will assume it is a local time and then covert it into a UTC, which is why we see the bug (e.g. we create a session at 2025-06-17 12:49:33 local time, but when we read the session, its last update time is 2025-06-17 19:49:33 local time).
The solution is converting the native datatime to be timezone aware before `.timestamp()`.
The change in this CL only affects SQLite database.
PiperOrigin-RevId: 776654443
Merge https://github.com/google/adk-python/pull/1679
Contributing doc says to do the following:
```sh
uv sync --extra test --extra eval
pytest ./tests/unittests
```
If you follow this the tests will fail:
```sh
tests/unittests/a2a/executor/test_task_result_aggregator.py:27: in <module>
from a2a.types import Message
E ModuleNotFoundError: No module named 'a2a'
```
This makes sense since the `a2a` package is not part of ADK's core dep, it is an extra:
https://github.com/google/adk-python/blob/e79651cd86ba3f0c998109f2140f1db2cab78708/pyproject.toml#L79-L83
Thus for a2a tests to pass we must include the extra in the sync command:
```sh
uv sync --extra test --extra eval --extra a2a
pytest ./tests/unittests
```
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/1679 from jackwotherspoon:main c1a536780409065db817088a8d5ed5979cca8d8f
PiperOrigin-RevId: 776617515
Additionally, few other small changes.
* Updated a test fixture to support the latest eval data schema. Somehow I missed doing that previously.
* Updated the `evaluation_generator.py` to use `run_async`, instead of `run`.
* Also, raise an informed error when dependencies required eval are not installed.
* Also, changed the behavior of AgentEvaluator.evaluate method to run all the evals, instead of failing at the first eval metric failure.
PiperOrigin-RevId: 775919127
a. fix function call long running id matching logic
b. fix error code conversion logic
c. add input required and auth required status conversion logic
d. add a2a Task/Message to ADK event converter
f. set task id and context id from input argument
PiperOrigin-RevId: 775860563
This change renames the sample agent based on the Google API based tools to reflect the larger purpose and avoid confusion with the built-in BigQuery tools. In addition, it also renames the root agent in the BigQuery sample agent to "bigquery_agent"
PiperOrigin-RevId: 775655226
Merge https://github.com/google/adk-python/pull/1451
## Description
Fixes https://github.com/google/adk-python/issues/1306 by using `async for` with `await self.llm_client.acompletion()` instead of synchronous `for` loop.
## Changes
- Updated test mocks to properly handle async streaming by creating an async generator
- Ensured proper parameter handling to avoid duplicate stream parameter
## Testing Plan
- All unit tests now pass with the async streaming implementation
- Verified with `pytest tests/unittests/models/test_litellm.py` that all streaming tests pass
- Manually tested with a sample agent using LiteLLM to confirm streaming works properly
# Test Evidence:
https://youtu.be/hSp3otI79DM
Let me know if you need anything else from me for this PR
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/1451 from avidelatm:fix/litellm-async-streaming d35b9dc90b2fd6fad44c3869de0fda2514e50055
PiperOrigin-RevId: 774835130
Merge https://github.com/google/adk-python/pull/1079
Fixes part of #356
Add usage attributes to span.
Note: Since the handling of GenAI event bodies in OpenTelemetry has not yet been determined, I have temporarily added only attributes related to usage.
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/1079 from soundTricker:feature/356-support-more-opentelemetry-semantics 99a9d0352b4bca165baa645440e39ce7199f072b
PiperOrigin-RevId: 774834279
This change accepts the `google.auth.credentials.Credentials` type for `BigQueryCredentialsConfig`, so any subclass of that, including `google.oauth2.credentials.Credentials` would work to integrate with BigQuery service. This opens up a whole range of possibilities, such as using service account credentials to deploy an agent using these tools.
PiperOrigin-RevId: 773190440
This change sets an explicit project id in the BigQuery client from the conversation context. Without this the client was trying to set a project from the environment's application default credentials and running into issues where application default credentials is not available.
PiperOrigin-RevId: 772695883
#non-breaking
The correct conversion from 25 degrees Celsius is 77 degrees Fahrenheit. The previous value of 41 was wrong.
PiperOrigin-RevId: 772528757
Context: we'd like to separate fetcher into exchanger and refresher later. This cl help to extract the common utility that will be used by both exchanger and refresher.
PiperOrigin-RevId: 772257995
set environment variable ADK_ALLOW_WIP_FEATURES=true can bypass it.
working_in_progress features are not working. ADK users are not supposed to set this environment variable.
PiperOrigin-RevId: 771333335
* modified list issues to only return unlabelled open issues
* added github workflow to run on schedule and issue open/reopen
* interactive/workflow modes
* readme document
PiperOrigin-RevId: 771152306
1. remove unnecessary cached session instance in mcp toolset
2. move session reinitialization logic from mcp tool and mcp toolset to mcp session manager
3. add lock for the code block of session creation to avoid race conditions
PiperOrigin-RevId: 770949529
1. let auth_handler.py to utilize the oauth2 credential fetcher to exchange token
2. restructure tool_auth_handler.py to support refresh token
PiperOrigin-RevId: 770901469
Merge https://github.com/google/adk-python/pull/981
issue: https://github.com/google/adk-python/issues/982
This pull request introduces a new configuration option, `realtime_input_config`, to the `RunConfig` class.
**Reason for this change:**
Currently, there is no direct way to configure real-time audio input behaviors, such as Voice Activity Detection (VAD), for live agents through the `RunConfig`. The Gemini API documentation (specifically [Configure automatic VAD](https://ai.google.dev/gemini-api/docs/live#configure-automatic-vad)) outlines parameters for VAD that users may want to customize.
This change enables users to pass these real-time input configurations, providing more granular control over the audio input for live agents.
**Changes made:**
- Added a new optional field `realtime_input_config: Optional[types.RealtimeInputConfig]` to the `RunConfig` class.
- The docstring for `realtime_input_config` has been added to explain its purpose.
**Example Usage (Conceptual):**
While the specific structure of `types.RealtimeInputConfig` would define the exact parameters, a user might configure it like this:
```python
# (Assuming types.RealtimeInputConfig and types.VadConfig are defined elsewhere)
# import your_project.types as types
run_config = RunConfig(
# ... other configurations ...
realtime_input_config=types.RealtimeInputConfig(
automatic_activity_detection =types.AutomaticActivityDetection(
# VAD specific parameters like sensitivity, endpoint_duration_millis etc.
# based on https://ai.google.dev/gemini-api/docs/live#configure-automatic-vad
)
# Potentially other real-time input settings could be added here in the future
)
)
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/981 from ammmr:patch-add-realtime-input-config b2e17fbf5742d264029ad49bf632422b5c5b1e0a
PiperOrigin-RevId: 770797640
This change introduces unit tests in which the behavior of the tool is asserted for various query types in various write modes through a mocked BigQuery client.
PiperOrigin-RevId: 770653117
This allows to protect against any write operations (e.g. update or delete a table), useful for some agents that must only be used in a read-only mode, while the user may have write permissions.
PiperOrigin-RevId: 769803741
Merge https://github.com/google/adk-python/pull/1211
### Description
When using the Google.GenAI backend (GEMINI_API), file uploads fail if the `file_data` or `inline_data` parts of the request contain a `display_name`. The Gemini API (non-Vertex) does not support this attribute, causing a `ValueError`.
This commit updates the `_preprocess_request` method in the `Gemini` class to sanitize the request. It now iterates through all content parts and sets `display_name` to `None` if the determined backend is `GEMINI_API`. This ensures compatibility, similar to the existing handling of the `labels` attribute.
Fixes#1182
### Testing Plan
**1. Unit Tests**
- Added a new parameterized test `test_preprocess_request_handles_backend_specific_fields` to `tests/unittests/models/test_google_llm.py`.
- This test verifies:
- When the backend is `GEMINI_API`, `display_name` in `file_data` and `inline_data` is correctly set to `None`.
- When the backend is `VERTEX_AI`, `display_name` remains unchanged.
- All unit tests passed successfully.
```shell
pytest ./tests/unittests/models/test_google_llm.py ░▒▓ ✔ adk-python base system 21:14:02
============================================================================================ test session starts ============================================================================================
platform darwin -- Python 3.12.10, pytest-8.3.5, pluggy-1.6.0
rootdir: /Users/leo/PycharmProjects/adk-python
configfile: pyproject.toml
plugins: anyio-4.9.0, langsmith-0.3.42, asyncio-0.26.0, mock-3.14.0, xdist-3.6.1
asyncio: mode=Mode.AUTO, asyncio_default_fixture_loop_scope=function, asyncio_default_test_loop_scope=function
collected 20 items
tests/unittests/models/test_google_llm.py .................... [100%]
============================================================================================ 20 passed in 3.19s =============================================================================================
```
**2. Manual End-to-End (E2E) Test**
I manually verified the fix using `adk web`. The test was configured to use a **Google AI Studio API key**, which is the scenario where the bug occurs.
- **Before the fix:**
When uploading a file, the request failed with the error: `{"error": "display_name parameter is not supported in Gemini API."}`. This confirms the bug.
<img width="968" alt="Screenshot 2025-06-06 at 21 22 35" src="https://github.com/user-attachments/assets/f1ab2db2-d5ec-40fc-a182-9932562b21e1" />
- **After the fix:**
With the patch applied, the same file upload was processed successfully. The agent correctly analyzed the file and responded without errors.
<img width="973" alt="Screenshot 2025-06-06 at 21 23 24" src="https://github.com/user-attachments/assets/e03228f6-0b7d-4bf9-955a-ac24efb4fb72" />
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/1211 from ystory:fix/display-name d3efebe74aca635a7a255063e64f07cc44016f05
PiperOrigin-RevId: 769278445
Merge https://github.com/google/adk-python/pull/1143
## Summary
Added a DeepWiki badge to the README.md file to provide users with easy access to interactive documentation that stays automatically updated.
## Changes Made
- Added DeepWiki badge to the existing badge section in README.md
- Badge links to: https://deepwiki.com/google/adk-python
## What is DeepWiki?
DeepWiki provides up-to-date documentation you can talk to, for every repository in the world. By adding this badge to our repository, we help users find and interact with documentation more easily. Users can ask questions about the codebase and get contextual answers based on the latest repository content.
The documentation is automatically updated weekly, ensuring that users always have access to the most current information about the ADK codebase, including new features, API changes, and code examples that reflect the latest development progress.
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/1143 from takashikik:add-deepwiki-badge d9b8bc676c9fe2e94c7b3f0ae49814452e45b5f9
PiperOrigin-RevId: 769273276
Merge https://github.com/google/adk-python/pull/1250
The `Args:` section in the docstring of the `cli_deploy_agent_engine` function was causing formatting issues in the help output, with line breaks not being rendered correctly.
This commit removes the redundant `Args:` section from the docstring. The help text for options is already comprehensively covered by the `help` attributes in the `@click.option` decorators, and `click` automatically lists the command's arguments.
This change ensures that the help output for
`adk deploy agent_engine --help` is clean, readable, and correctly formatted, relying on `click`'s standard help generation mechanisms.
After the fix:
(adk_test234) (base) hangfeilin@Hangfeis-MBP adk-python % adk deploy agent_engine --help
Usage: adk deploy agent_engine [OPTIONS] AGENT
Deploys an agent to Agent Engine.
Args: agent (str): Required. The path to the agent to be deloyed.
Example:
adk deploy agent_engine --project=[project] --region=[region] --staging_bucket=[staging_bucket] path/to/my_agent
Options:
--project TEXT Required. Google Cloud project to deploy the agent.
--region TEXT Required. Google Cloud region to deploy the agent.
--staging_bucket TEXT Required. GCS bucket for staging the deployment artifacts.
--trace_to_cloud Optional. Whether to enable Cloud Trace for Agent Engine.
--adk_app TEXT Optional. Python file for defining the ADK application (default: a file named agent_engine_app.py)
--temp_folder TEXT Optional. Temp folder for the generated Agent Engine source files. If the folder already exists, its
contents will be removed. (default: a timestamped folder in the system temp directory).
--env_file TEXT Optional. The filepath to the `.env` file for environment variables. (default: the `.env` file in
the `agent` directory, if any.)
--requirements_file TEXT Optional. The filepath to the `requirements.txt` file to use. (default: the `requirements.txt` file
in the `agent` directory, if any.)
--help Show this message and exit.
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/1250 from google:fix-1191-agent-engine-help d2d0e89ed1af6ace11abe4e3bed89335dbcf9be5
PiperOrigin-RevId: 769182740
Partial fix for https://github.com/google/adk-python/issues/1170
TODOs:
- UI rendering still has issue to match the event with the correct agent.
- graph building needs further fix when there is a workflow agent in the tree.
PiperOrigin-RevId: 767711701
Even though litellm type definitions and openai API specifies content as list of dictionaries (with type and relevant attributes potentially to allow multimodal inputs/outputs in addition to text), ollama has been demonstrating marshal errors. As a workaround this change simplifies the content as string when there is no more than one content part.
Fixes#642, #928, #376
PiperOrigin-RevId: 766890141
Three fixes:
1. used "fetch-depth: 2" to ensure that files in all commits in the PR are checked
2. triggered by all changed ".py" files in the repo
3. merged the "check modified files" and "run Pyink" steps because $GITHUB_ENV cannot handle multi-line env vars without special treatment
PiperOrigin-RevId: 766793736
Merge https://github.com/google/adk-python/pull/482
Added new agent visualzation that accounts for the internal architecture of the Workflow Agents and shows them inside of a cluster with a label as the name of the Workflow Agent. The sub agents are conencted as per the Workflow Agents' working and architecture
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/482 from BhadrakshB:new_agent_visualization 994a9e28039b62d9d1d99fc73374a3fa97807aca
PiperOrigin-RevId: 766345311
This is in response to the litellm v1.71.2 + ollama v0.9.0 sending function call chunks with 0 indices across multiple calls and lacking call ids.
Solutions introduced:
1. increment fallback index when accumulated arg becomes json parsable.
2. tolerate finish reason == stop when tool calls are present
3. fallback to index when tool call id is None
Fixes https://github.com/google/adk-python/issues/294
PiperOrigin-RevId: 766258344
--
618add7d297cbe26f26f45aa01b39c3d086a13e8 by Hangfei Lin <hangfei@google.com>:
doc: Create readme.md
--
5ba85d653cac11b2858ee5d53d175c1c16d933ec by Hangfei Lin <hangfei@google.com>:
doc: Update CONTRIBUTING.md
--
02606a34babba6a660886a073332979fb2b12fc3 by Wei Sun (Jack) <weisun@google.com>:
Rename readme.md to README.md
--
08a38bd5727bf554f6fb043c73623d367e9b138e by Hangfei Lin <hangfei@google.com>:
Update README.md
--
92e7ee6d498dfce35f1c6df44c1ec0f86ae5d513 by Wei Sun (Jack) <weisun@google.com>:
Update README.md
--
69c3a44e6946b3541746ded43dae8a70d47d538f by Wei Sun (Jack) <weisun@google.com>:
Update README.md
--
9de40783990ae9935463b37225c186e91c93025d by Wei Sun (Jack) <weisun@google.com>:
Update README.md
--
0f8a011ddc5b22ba8361ce7b34413a34cfcf15ba by Wei Sun (Jack) <weisun@google.com>:
Update README.md
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/1058 from google:hangfei-patch-2 81eacedef69468fa554312a187880ccf4c30c559
PiperOrigin-RevId: 766234622
--
8772b3de0b2fd04f246cc90c4c8032f9dc8cfed9 by Jaeyeon Kim <anencore94@gmail.com>:
fix: update unit test code for test_connection
- Fix for Unit Test Failures
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8e0b45c2a64994bfda6401847e485fdd9edc8306 by Jaeyeon Kim <anencore94@gmail.com>:
fix useless changes
--
54efa004fa0fc9bcf78b49061221994650e162bc by Jaeyeon Kim <anencore94@gmail.com>:
fix conflict resolve issue
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003ed4418c73b74bfba5ff055a364b62ddc18fa7 by Wei Sun (Jack) <weisun@google.com>:
Autoformat test_connections_client.py
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/578 from anencore94:bugfix/failed_unittests ba0e1d33ad905b0b046023b685c70f4ef05e4efa
PiperOrigin-RevId: 766221165
Copybara import of the project:
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95292471f6dba29b55a17239670cdc6cc14619b5 by Yongsul Kim <ystory84@gmail.com>:
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/936 from ystory:fix/artifact-sample-save 7b0babc53266afadb8421ccafa0f3de092eeeae5
PiperOrigin-RevId: 766220649
Copybara import of the project:
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ffd6184d7e402b0787b0fa37fc09cd519adcc7f3 by Calvin Giles <calvin.giles@trademe.co.nz>:
fix: Call all tools in parallel calls during partial authentication
--
c71782a582ba825dbe2246cdb5be3f273ca90dca by seanzhou1023 <seanzhou1023@gmail.com>:
Update auth_preprocessor.py
--
843af6b1bc0bc6291cb9cb23acf11840098ba6dd by seanzhou1023 <seanzhou1023@gmail.com>:
Update test_functions_request_euc.py
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955e3fa852420ecbf196583caa3cf86b7b80ab56 by seanzhou1023 <seanzhou1023@gmail.com>:
Update test_functions_request_euc.py
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/853 from calvingiles:fix-parallel-auth-tool-calls f44671e37b9fe44a25c9b1c0c25a26fc634b011c
PiperOrigin-RevId: 765639904
Copybara import of the project:
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6596c477c7138df79d77e67181fd5979fd1a72e3 by Garrett Bischof <bischofgarrett@gmail.com>:
docs: change eval_dataset to eval_dataset_file_path_or_dir
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/397 from gwbischof:eval_dataset e8a0d0911c21ac76dab83e8520aaebc38d24adf5
PiperOrigin-RevId: 765638775
Copybara import of the project:
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8540f266ebc0210749834d73ee61f01783ae3526 by Edward Funnekotter (aider) <efunneko@gmail.com>:
fix: ensure function description is copied when ignoring parameters
--
b9fb5916593fe552a7b02bff379ebf2f3b3cf69f by Edward Funnekotter <efunneko@gmail.com>:
Fix annoying comments
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/552 from efunneko:efunneko/122/copy_doc_string_for_tool d9bc24343d9f32376b5647c4309d6cb172833534
PiperOrigin-RevId: 765470363
Right now the agent builder has to specify the bigquery scope explicitly for bigquery tools, which is somewhat unnecessary. With this change the user does not have to specify scopes, although they would still have the ability to overrides scopes if necessary.
PiperOrigin-RevId: 765354010
Copybara import of the project:
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db506da1c38f0a27df51b0e672ef78d62077af78 by Cristopher Hugo Olivares Del Real <crissins041196@gmail.com>:
fix: typos in documentation
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/840 from crissins:main 76a5e9bfbe73e7744b144010741a4e80425282a9
PiperOrigin-RevId: 765347788
--
8baeb0b569eaedc638b20e46894178a3b878dbd6 by Amulya Bhatia <amulya.bhatia@t-online.de>:
test: unit tests for built_in_code_executor and unsafe_code_executor
--
cfac73b9271557ead96eb5fb419e05d88c6e8cd4 by Amulya Bhatia <amulya.bhatia@t-online.de>:
test: unit tests for built_in_code_executor and unsafe_code_executor
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/971 from iamulya:code-executor-tests 55290e27b5e58ef3835905aec88639e936318d01
PiperOrigin-RevId: 764976316
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d9b0a6f822f773a61bcc507d252ca46da660b70b by Eugen-Bleck <eugenbleck@gmail.com>:
fix: match arg case in errors
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/724 from bl3ck:fix/preserve-arg-case-in-errors 3ac43ef2090f5e4b4158ea97cbcf16399aabe2e5
PiperOrigin-RevId: 764953570
Copybara import of the project:
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e246af5965dfd4d032e0a3ce29513f3e2e874f73 by Alankrit Verma <alankrit386@gmail.com>:
tools: allow transfer_to_agent to accept extra kwargs
transfer_to_agent now takes **kwargs to swallow unexpected keyword args
Added integration tests covering single and multiple extra kwargs.
Fixes#458.
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55fea786a9b7eb19b830dc67d7a2e37fe7937608 by Alankrit Verma <alankrit386@gmail.com>:
fix(tests): correct indentation in test_transfer.py for better readability
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0c04f2d777bd4f3d8951dadd5e4e105530bd6281 by Alankrit Verma <alankrit386@gmail.com>:
fix(transfer_to_agent): restore strict two-arg signature and clarify usage
Revert the earlier **kwargs change so transfer_to_agent again only accepts
(agent_name, tool_context). Improve the doc-string to make clear that no
other parameters should be passed to this tool.
Fixes#458
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d37448dd0ef9fc6199ca0e42b211b3cd9c886eb0 by Alankrit Verma <alankrit386@gmail.com>:
fix(transfer_to_agent): update docstring for clarity and accuracy
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ea827af78fc2c9abdf030ad50e24bba8c996df75 by Wei Sun (Jack) <Jacksunwei@gmail.com>:
Update transfer_to_agent_tool docstring for better prompt
--
a144069a67b2e5652ffd50224b1ce68ddea14783 by Wei Sun (Jack) <Jacksunwei@gmail.com>:
Update transfer_to_agent_tool.py
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/466 from AlankritVerma01:tools/transfer-accept-kwargs 686d436457e3141d128c6e81452fddc546a14a7e
PiperOrigin-RevId: 764940463
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cd9130aca29b5d07b069cfc4a9aa022455e005e9 by Yongsul Kim <ystory84@gmail.com>:
docs: Fix broken link to A2A example
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/1021 from ystory:patch-1 5d827f7834ca33120bd2a87d63e29ac5b93eb7c9
PiperOrigin-RevId: 764937930
--
cef3ca1ed3493eebaeab3e03bdf5e56b35c0b8ef by Lucas Nobre <lucaas.sn@gmail.com>:
feat: Add index tracking to handle parallel tool call using litellm
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/759 from lucasnobre212:fix/issue_484 65e22934bf839f9ea03963b9ec6c23fdce03f59f
PiperOrigin-RevId: 764902433
Copybara import of the project:
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c62a0a6da4317497b991f83d4d8561bdbe7292aa by Jacky W <wjx_colstu@hotmail.com>:
--
59c0606ac08ddb45ce469a4d1e1c6e515ef94df4 by Jacky W <wjx_colstu@hotmail.com>:
fix: add cache_ok option to remove sa warning.
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1922599075af935a63544762765d6f0e6224907a by Jacky W <wjx_colstu@hotmail.com>:
chore: format code.
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/1001 from Colstuwjx:fix/issue-480-precise-mysql-timestamp 50e764fb9646e326ad0204ff7adb2a5b65bf875a
PiperOrigin-RevId: 764853016
Previously if you add `from __future__ import annotations` in your code, the parsing code would fail because the type hints will be a string instead of the class itself (e.g. input: 'str' instead of input: str).
Also added "_" to the util file name.
PiperOrigin-RevId: 764817339
Copybara import of the project:
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f56fd74efecc2cf6fbe6db70e91dfa7780fb9c68 by Mohammad <mohammaddevgermany@gmail.com>:
build(package): add py.typed and include it in flit config
This adds a py.typed marker file to the google.adk package and updates
the Flit configuration in pyproject.toml to include it in the distribution.
This ensures the package is PEP 561 compliant and allows static type
checkers (like mypy and pyright) to recognize that the package supports type hints.
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/913 from mohamadghaffari:add-py-typed f56fd74efecc2cf6fbe6db70e91dfa7780fb9c68
PiperOrigin-RevId: 764603119
Copybara import of the project:
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79962881ca1c17eb6d7bd9dcf31a44df93c9badd by Almas Akchabayev <almas.akchabayev@gmail.com>:
fix: separate thinking from text parts in streaming mode
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/777 from almeynman:separate-thinking-and-text-parts-in-stream-mode b63dcc7fd0fc3973888dcbb9d4cc7e7e0a66e7f7
PiperOrigin-RevId: 764561932
When the user id contains special characters (i.e. an email), we have added in extra url parsing to address those characters. We have also added an if statement to use the correct url when there is no user_id supplied.
Copybara import of the project:
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ef8499001afaea40bd037c4e9946b883e23a5854 by Danny Park <dpark@calicolabs.com>:
--
773cd2b50d15b9b056b47b6155df492b0ca8034c by Danny Park <dpark@calicolabs.com>:
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/996 from dpark27:fix/list_vertex_ai_sessions d351d7f6017c03165129adc7d0212f21d1340d88
PiperOrigin-RevId: 764522026
Copybara import of the project:
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824b4379d59a375191f8ce10997efd4021d5d0b3 by Andres Videla <andres.videla@trademe.co.nz>:
Adding regex for claude-4 models to anthropic_llm and updating tests
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8fa2a2df1931026dc803eee0e9b60e82e90c9efa by Wei Sun (Jack) <Jacksunwei@gmail.com>:
Adds trailing comma.
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/934 from avidelatm:feature/add-support-for-claude-4-models-to-anthropic_llm 8d10bacdbec952ec9832180ac6c1d220916641da
PiperOrigin-RevId: 764396694
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50b09bbe9735c889a9c815eddcee6715ebe848da by Yuan Chai <350365422@qq.com>:
fix: improve json serialization by allowing non-ascii characters
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c66977ae6ec4edc71a2d633eb09918eb2a226461 by Yuan Chai <350365422@qq.com>:
fix: serialize function call arguments to JSON string
Previously accepted JSON objects directly, which was less robust. Now serialize arguments to JSON strings using `_safe_json_serialize`, ensuring stability and handling non-ASCII characters correctly.
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/605 from nauyiahc:fix_non_ascii_char a52513c5747296b717acee989684324e1b072d34
PiperOrigin-RevId: 764396496
Copybara import of the project:
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bbd21e72e46227d5bbcaef6601f4a81724e7829f by Sanchit Rk <sanchitrrk@gmail.com>:
Fix: add missing kwargs to db session service
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/946 from sanchitrk:fix/missing-kwargs-db-session-service ebb699b04d8420ad14244cf3d43a2982b01d6b7f
PiperOrigin-RevId: 764392251
Copybara import of the project:
--
a6e3a220a507a27523e427e88a803f4fec40db9c by Alankrit Verma <alankrit386@gmail.com>:
test(base_llm_flow): add test for infinite loop on truncated responses
--
b5f2245788b8ed51189d1ad057372989452f070d by Alankrit Verma <alankrit386@gmail.com>:
feat(base_llm_flow): break run_async loop on partial/truncated events
--
cbbae4c468a4de3b5a737aef07cb4615f8418c38 by Wei Sun (Jack) <Jacksunwei@gmail.com>:
Raise ValueError if the last event is partial.
This is invalid state for llm flow.
--
6eebae0bc27c664eee4743ff7278ae5803415c9f by Wei Sun (Jack) <Jacksunwei@gmail.com>:
Delete tests/unittests/flows/llm_flows/test_base_llm_flow_truncation.py
--
e08b0ab19ca6eb88eb84f044bf72e815b2cf317c by Wei Sun (Jack) <Jacksunwei@gmail.com>:
format base_llm_flow.py
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/659 from AlankritVerma01:fix/522-base-llm-flow-truncation e08b0ab19ca6eb88eb84f044bf72e815b2cf317c
PiperOrigin-RevId: 764380150
Structures supported:
a) agents_dir/agent_name.py (with root_agent or agent.root_agent in it)
b) agents_dir/agent_name_folder/__init__.py (with root_agent or agent.root_agent in the package)
c) agents_dir/agent_name_folder/agent.py (where agent.py has root_agent)
PiperOrigin-RevId: 763943716
This was introduced to work around google-auth kills all logs via `google` root logging namespace. Given we're now using `google_adk` as root logging namesapce, we don't need additional Stream log handler now.
PiperOrigin-RevId: 763924531
--
b781880d9bfb9786bd5e50314eaedc441fc2a93e by Stephen Smith <stephen.smith@newfront.com>:
Telemetry unit test for non-serializable data.
--
179da9db997bb3f992e126c9c64193ff7df67b3d by Stephen Smith <stephen.smith@newfront.com>:
When converting the llm_request to JSON, skip non-serializable data.
--
5dc68f4f5a6d12b753fdb81d1449716d13490afb by Stephen Smith <stephen.smith@newfront.com>:
Update _create_invocation_context() return type to InvocationContext.
--
23a33f754409fcd2a7641098d68cef7e4f1c72c6 by Stephen Smith <stephen.smith@newfront.com>:
Oops, remove unnecessary import.
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/879 from stephensmithnewfront:main f71e195a9ed157e4c0b3abfa74ae078b0c1a920a
PiperOrigin-RevId: 763922003
Copybara import of the project:
--
d01a8fd5f079bc4fca9e4b71796dbe65312ce9ff by Leo Yongsul Kim <ystory84@gmail.com>:
fix(DatabaseSessionService): Align event filtering and ordering logic
This commit addresses inconsistencies in how DatabaseSessionService
handles config.after_timestamp and config.num_recent_events
parameters, aligning its behavior with InMemorySessionService and
VertexAiSessionService.
Key changes:
- Made after_timestamp filtering inclusive
- Corrected num_recent_events behavior to fetch the N most recent events
- Refined timezone handling for after_timestamp
- Updated the unit test test_get_session_with_config to includeSessionServiceType.DATABASE, allowing verification of these fixes.
Fixes#911
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/915 from ystory:fix/database-session-timestamp-recency 5cc8cf5f5a5c0cb3e87f6ab178a5725d3f696c88
PiperOrigin-RevId: 763874840
--
73826d258b136f92a8da8171f7dc14d5f07de8dd by Calvin Giles <calvin.giles@trademe.co.nz>:
fix: Enable InMemoryRunner to be used in async tests
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/868 from calvingiles:enable-test-runner-in-async fb9033ed6f350a3114859715cae51798f864ecf6
PiperOrigin-RevId: 763233472
--
76f579c8f75e28c79e322dc60c9dca56ac96d0fa by Hangfei Lin <hangfei@google.com>:
doc: Update README.md
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/901 from google:hangfei-patch-3 6c5e264c8134e8eb164114992f3d8f2f2efe83fc
PiperOrigin-RevId: 762603928
--
aa92081193ccf4710e5aefb93c715791eab2c2ef by Stephen Smith <stephen.smith@newfront.com>:
docs: Fix typos in issue templates.
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/880 from stephensmithnewfront:stephensmithnewfront/address-typos-in-issue-templates-pr 65b7f85e26fca76b3e076ef0b826189353e8ab13
PiperOrigin-RevId: 762259304
--
004eb36c16b042ba2d8be0cca39b739c0c8ca6c1 by sudu <teric@outlook.com>:
Update tools.yaml
When search hotels with some LLM, the date format shows as bellow
```
**Check-in Date:** April 23, 2024
```
So i update the SQL in tools.yaml to be compatible with following instruction:
```sql
update checkin date to 'April 24,2024' and checkout date to 'April 26,2024' of Best Western Bern
```
--
1300688ee1407212658d57712c1ad6ee61b052fe by qidu <qidu@outlook.com>:
Fix the tools of `ToolboxToolset` initialization bugs for
`samples/toolbox_agent`
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/794 from qidu:main 5b3199da564efdd07915e24e75659055a17dad82
PiperOrigin-RevId: 762259287
--
cd8c580cbd4a2dc1c49c690ea81c4111860aa52c by Hangfei Lin <hangfei@google.com>:
doc: Update README.md
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/842 from google:hangfei-patch-2 aa9842a43d8c464a8999beb2f6f5d491aa63ef6c
PiperOrigin-RevId: 761722188
This is useful for injecting artifacts and session state variable into instruction template typically in instruction providers.
PiperOrigin-RevId: 761595473
Copybara import of the project:
--
9e51865a6dd4de4d20088e8a7ac9f3a75501aa6b by Amulya Bhatia <amulya.bhatia@t-online.de>:
test: unit tests for code_executor_context.py
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/780 from iamulya:test-code-executor-context 907b1712e43b8ce90cd8786780bef863adfcc167
PiperOrigin-RevId: 761294975
echo "❌ Do not import from the cli package outside of the cli package. If you need to reuse the code elsewhere, please move the code outside of the cli package."
echo "The following files contain the forbidden pattern:"
echo "$FILES_WITH_FORBIDDEN_IMPORT"
exit 1
else
echo "✅ No instances of importing from the cli package found in relevant changed Python files."
This document provides context for the Gemini CLI and Gemini Code Assist to understand the project and assist with development.
## Project Overview
The Agent Development Kit (ADK) is an open-source, code-first Python toolkit for building, evaluating, and deploying sophisticated AI agents with flexibility and control. While optimized for Gemini and the Google ecosystem, ADK is model-agnostic, deployment-agnostic, and is built for compatibility with other frameworks. ADK was designed to make agent development feel more like software development, to make it easier for developers to create, deploy, and orchestrate agentic architectures that range from simple tasks to complex workflows.
## Project Architecture
Please refer to [ADK Project Overview and Architecture](https://github.com/google/adk-python/blob/main/contributing/adk_project_overview_and_architecture.md) for details.
### ADK Live (Bidi-streaming)
- ADK live feature can be accessed from runner.run_live(...) and corresponding FAST api endpoint.
- ADK live feature is built on top of [Gemini Live API](https://cloud.google.com/vertex-ai/generative-ai/docs/live-api). We integrate Gemini Live API through [GenAI SDK](https://github.com/googleapis/python-genai).
- ADK live related configs are in [run_config.py](https://github.com/google/adk-python/blob/main/src/google/adk/agents/run_config.py).
- ADK live under multi-agent scenario: we convert the audio into text. This text will be passed to next agent as context.
- Most logics are in [base_llm_flow.py](https://github.com/google/adk-python/blob/main/src/google/adk/flows/llm_flows/base_llm_flow.py) and [gemini_llm_connection.py](https://github.com/google/adk-python/blob/main/src/google/adk/models/gemini_llm_connection.py).
- Tests are in [tests/unittests/streaming](https://github.com/google/adk-python/tree/main/tests/unittests/streaming).
## ADK: Style Guides
### Python Style Guide
The project follows the Google Python Style Guide. Key conventions are enforced using `pylint` with the provided `pylintrc` configuration file. Here are some of the key style points:
***Indentation**: 2 spaces.
***Line Length**: Maximum 80 characters.
***Naming Conventions**:
*`function_and_variable_names`: `snake_case`
*`ClassNames`: `CamelCase`
*`CONSTANTS`: `UPPERCASE_SNAKE_CASE`
***Docstrings**: Required for all public modules, functions, classes, and methods.
***Imports**: Organized and sorted.
***Error Handling**: Specific exceptions should be caught, not general ones like `Exception`.
### Autoformat
We have autoformat.sh to help solve import organize and formatting issues.
```bash
# Run in open_source_workspace/
$ ./autoformat.sh
```
### In ADK source
Below styles applies to the ADK source code (under `src/` folder of the Github.
repo).
#### Use relative imports
```python
# DO
from..agents.llm_agentimportLlmAgent
# DON'T
fromgoogle.adk.agents.llm_agentimportLlmAgent
```
#### Import from module, not from `__init__.py`
```python
# DO
from..agents.llm_agentimportLlmAgent
# DON'T
from..agentsimportLlmAgent# import from agents/__init__.py
```
#### Always do `from __future__ import annotations`
```python
# DO THIS, right after the open-source header.
from__future__importannotations
```
Like below:
```python
# 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, software
# distributed under the License is distributed on an "AS IS" BASIS,
# 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.
from__future__importannotations
# ... the rest of the file.
```
This allows us to forward-reference a class without quotes.
Check out go/pep563 for details.
### In ADK tests
#### Use absolute imports
In tests, we use `google.adk` same as how our users uses.
```python
# DO
fromgoogle.adk.agents.llm_agentimportLlmAgent
# DON'T
from..agents.llm_agentimportLlmAgent
```
## ADK: Local testing
### Unit tests
Run below command:
```bash
$ pytest tests/unittests
```
## Docstring and comments
### Comments - Explaining the Why, Not the What
Philosophy: Well-written code should be largely self-documenting. Comments
serve a different purpose: they should explain the complex algorithms,
non-obvious business logic, or the rationale behind a particular implementation
choice—the things the code cannot express on its own. Avoid comments that
merely restate what the code does (e.g., # increment i above i += 1).
Style: Comments should be written as complete sentences. Block comments must
begin with a # followed by a single space.
## Versioning
ADK adherence to Semantic Versioning 2.0.0
Core Principle: The adk-python project strictly adheres to the Semantic
Versioning 2.0.0 specification. All release versions will follow the
MAJOR.MINOR.PATCH format.
### Breaking Change
A breaking change is any modification that introduces backward-incompatible
changes to the public API. In the context of the ADK, this means a change that
could force a developer using the framework to alter their existing code to
upgrade to the new version. The public API is not limited to just the Python
function and class signatures; it also encompasses data schemas for stored
information (like evaluation datasets), the command-line interface (CLI),
and the data format used for server communications.
### Public API Surface Definition
The "public API" of ADK is a broad contract that extends beyond its Python
function signatures. A breaking change in any of the following areas can
disrupt user workflows and the wider ecosystem of agents and tools built with
ADK. The analysis of the breaking changes introduced in v1.0.0 demonstrates the
expansive nature of this contract. For the purposes of versioning, the ADK
Public API Surface is defined as:
- All public classes, methods, and functions in the google.adk namespace.
- The names, required parameters, and expected behavior of all built-in Tools
(e.g., google_search, BuiltInCodeExecutor).
- The structure and schema of persisted data, including Session data, Memory,
and Evaluation datasets.
- The JSON request/response format of the ADK API server(FastAPI server)
used by adk web, including field casing conventions.
- The command-line interface (CLI) commands, arguments, and flags (e.g., adk deploy).
- The expected file structure for agent definitions that are loaded by the
framework (e.g., the agent.py convention).
#### Checklist for Breaking Changes:
The following changes are considered breaking and necessitate a MAJOR version
bump.
- API Signature Change: Renaming, removing, or altering the required parameters
of any public class, method, or function (e.g., the removal of the list_events
method from BaseSessionService).
- Architectural Shift: A fundamental change to a core component's behavior
(e.g., making all service methods async, which requires consumers to use await).
- Data Schema Change: A non-additive change to a persisted data schema that
renders old data unreadable or invalid (e.g., the redesign of the
MemoryService and evaluation dataset schemas).
- Tool Interface Change: Renaming a built-in tool, changing its required
parameters, or altering its fundamental purpose (e.g., replacing
BuiltInCodeExecutionTool with BuiltInCodeExecutor and moving it from the tools
parameter to the code_executor parameter of an Agent).
- Configuration Change: Altering the required structure of configuration files
or agent definition files that the framework loads (e.g., the simplification
of the agent.py structure for MCPToolset).
- Wire Format Change: Modifying the data format for API server interactions
(e.g., the switch from snake_case to camelCase for all JSON payloads).
- Dependency Removal: Removing support for a previously integrated third-party
library or tool type.
## Commit Message Format
- Please use [conventional commits](https://www.conventionalcommits.org/en/v1.0.0/)
format.
- If it's not a breaking change, please add #non-breaking tag. If it's a
* [Live] Implement Live Session Resumption ([71fbc92](https://github.com/google/adk-python/commit/71fbc9275b3d74700ec410cb4155ba0cb18580b7))
* [Tool] Support parallel execution of parallel function calls ([57cd41f](https://github.com/google/adk-python/commit/57cd41f424b469fb834bb8f2777b5f7be9aa6cdf))
* [Models] Allow max tokens to be customizable in Claude ([7556ebc](https://github.com/google/adk-python/commit/7556ebc76abd3c776922c2803aed831661cf7f82))
* [Tool] Create enterprise_web_search_tool as a tool instance ([0e28d64](https://github.com/google/adk-python/commit/0e28d64712e481cfd3b964be0166f529657024f6))
### Bug Fixes
* Fix shared default plugin manager and cost manager instances among multiple invocations ([423542a](https://github.com/google/adk-python/commit/423542a43fb8316195e9f79d97f87593751bebd3))
* Correct the type annotation in anthropic_llm implementation ([97318bc](https://github.com/google/adk-python/commit/97318bcd199acdacadfe8664da3fbfc3c806cdd2))
* Fix adk deploy cloud_run cli, which was broken in v1.9.0 ([e41dbcc](https://github.com/google/adk-python/commit/e41dbccf7f610e249108f9321f60f71fe2cc10f4))
* Remove thoughts from contents in llm requests from history contents ([d620bcb](https://github.com/google/adk-python/commit/d620bcb384d3068228ea2059fb70274e68e69682))
* Annotate response type as None for transfer_to_agent tool ([86a4487](https://github.com/google/adk-python/commit/86a44873e9b2dfc7e62fa31a9ac3be57c0bbff7b))
* Fix adk cli options and method parameters mismatching ([8ef2177](https://github.com/google/adk-python/commit/8ef2177658fbfc74b1a74b0c3ea8150bae866796))
### Improvements
* Add Github workflow config for the ADK Answering agent ([8dc0c94](https://github.com/google/adk-python/commit/8dc0c949afb9024738ff7ac1b2c19282175c3200))
* Import AGENT_CARD_WELL_KNOWN_PATH from adk instead of from a2a directly ([37dae9b](https://github.com/google/adk-python/commit/37dae9b631db5060770b66fce0e25cf0ffb56948))
* Make `LlmRequest.LiveConnectConfig` field default to a factory ([74589a1](https://github.com/google/adk-python/commit/74589a1db7df65e319d1ad2f0676ee0cf5d6ec1d))
* Update the prompt to make the ADK Answering Agent more objective ([2833030](https://github.com/google/adk-python/commit/283303032a174d51b8d72f14df83c794d66cb605))
* Add sample agent for testing parallel functions execution ([90b9193](https://github.com/google/adk-python/commit/90b9193a20499b8dd7f57d119cda4c534fcfda10))
* Hide the ask_data_insights tool until the API is publicly available ([bead607](https://github.com/google/adk-python/commit/bead607364be7ac8109357c9d3076d9b345e9e8a))
* Change `LlmRequest.config`'s default value to be `types.GenerateContentConfig()` ([041f04e](https://github.com/google/adk-python/commit/041f04e89cee30532facccce4900d10f1b8c69ce))
* Prevent triggering of _load_from_yaml_config in AgentLoader ([db975df](https://github.com/google/adk-python/commit/db975dfe2a09a6d056d02bc03c1247ac10f6da7d))
* [CLI] Add `-v`, `--verbose` flag to enable DEBUG logging as a shortcut for `--log_level DEBUG` ([3be0882](https://github.com/google/adk-python/commit/3be0882c63bf9b185c34bcd17e03769b39f0e1c5))
* [CLI] Add a CLI option to update an agent engine instance ([206a132](https://github.com/google/adk-python/commit/206a13271e5f1bb0bb8114b3bb82f6ec3f030cd7))
* [CLI] Modularize fast_api.py to allow simpler construction of API Server ([bfc203a](https://github.com/google/adk-python/commit/bfc203a92fdfbc4abaf776e76dca50e7ca59127b), [dfc25c1](https://github.com/google/adk-python/commit/dfc25c17a98aaad81e1e2f140db83d17cd78f393), [e176f03](https://github.com/google/adk-python/commit/e176f03e8fe13049187abd0f14e63afca9ccff01))
* [CLI] Refactor AgentLoader into base class and add InMemory impl alongside existing filesystem impl ([bda3df2](https://github.com/google/adk-python/commit/bda3df24802d0456711a5cd05544aea54a13398d))
* [CLI] Respect the .ae_ignore file when deploying to agent engine ([f29ab5d](https://github.com/google/adk-python/commit/f29ab5db0563a343d6b8b437a12557c89b7fc98b))
* [Core] Add new callbacks to handle tool and model errors ([00afaaf](https://github.com/google/adk-python/commit/00afaaf2fc18fba85709754fb1037bb47f647243))
* [Core] Add sample plugin for logging ([20537e8](https://github.com/google/adk-python/commit/20537e8bfa31220d07662dad731b4432799e1802))
* [Core] Expose Gemini RetryOptions to client ([1639298](https://github.com/google/adk-python/commit/16392984c51b02999200bd4f1d6781d5ec9054de))
* [Evals] Added an Fast API new endpoint to serve eval metric info ([c69dcf8](https://github.com/google/adk-python/commit/c69dcf87795c4fa2ad280b804c9b0bd3fa9bf06f))
* [Evals] Refactored AgentEvaluator and updated it to use LocalEvalService ([1355bd6](https://github.com/google/adk-python/commit/1355bd643ba8f7fd63bcd6a7284cc48e325d138e))
### Bug Fixes
* Add absolutize_imports option when deploying to agent engine ([fbe6a7b](https://github.com/google/adk-python/commit/fbe6a7b8d3a431a1d1400702fa534c3180741eb3))
* Add space to allow adk deploy cloud_run --a2a ([70c4616](https://github.com/google/adk-python/commit/70c461686ec2c60fcbaa384a3f1ea2528646abba))
* Copy the original function call args before passing it to callback or tools to avoid being modified ([3432b22](https://github.com/google/adk-python/commit/3432b221727b52af2682d5bf3534d533a50325ef))
* Eval module not found exception string ([7206e0a](https://github.com/google/adk-python/commit/7206e0a0eb546a66d47fb411f3fa813301c56f42))
* Fix incorrect token count mapping in telemetry ([c8f8b4a](https://github.com/google/adk-python/commit/c8f8b4a20a886a17ce29abd1cfac2858858f907d))
* Keep existing header values while merging tracking headers for `llm_request.config.http_options` in `Gemini.generate_content_async` ([6191412](https://github.com/google/adk-python/commit/6191412b07c3b5b5a58cf7714e475f63e89be847))
* Merge tracking headers even when `llm_request.config.http_options` is not set in `Gemini.generate_content_async` ([ec8dd57](https://github.com/google/adk-python/commit/ec8dd5721aa151cfc033cc3aad4733df002ae9cb))
* Restore bigquery sample agent to runnable form ([16e8419](https://github.com/google/adk-python/commit/16e8419e32b54298f782ba56827e5139effd8780))
* Return session state in list_session API endpoint ([314d6a4](https://github.com/google/adk-python/commit/314d6a4f95c6d37c7da3afbc7253570564623322))
* Runner was expecting Event object instead of Content object when using early exist feature ([bf72426](https://github.com/google/adk-python/commit/bf72426af2bfd5c2e21c410005842e48b773deb3))
* Unable to acquire impersonated credentials ([9db5d9a](https://github.com/google/adk-python/commit/9db5d9a3e87d363c1bac0f3d8e45e42bd5380d3e))
* Update `agent_card_builder` to follow grammar rules ([9c0721b](https://github.com/google/adk-python/commit/9c0721beaa526a4437671e6cc70915073be835e3)), closes [#2223](https://github.com/google/adk-python/issues/2223)
* Use correct type for actions parameter in ApplicationIntegrationToolset ([ce7253f](https://github.com/google/adk-python/commit/ce7253f63ff8e78bccc7805bd84831f08990b881))
### Documentation
* Update documents about the information of vibe coding ([0c85587](https://github.com/google/adk-python/commit/0c855877c57775ad5dad930594f9f071164676da))
* [Core]Add an to_a2a util to convert adk agent to A2A ASGI application ([a77d689](https://github.com/google/adk-python/commit/a77d68964a1c6b7659d6117d57fa59e43399e0c2))
* [Core]Add camel case converter for agents ([0e173d7](https://github.com/google/adk-python/commit/0e173d736334f8c6c171b3144ac6ee5b7125c846))
* [Evals]Use LocalEvalService to run all evals in cli and web ([d1f182e](https://github.com/google/adk-python/commit/d1f182e8e68c4a5a4141592f3f6d2ceeada78887))
* [Evals]Enable FinalResponseMatchV2 metric as an experiment ([36e45cd](https://github.com/google/adk-python/commit/36e45cdab3bbfb653eee3f9ed875b59bcd525ea1))
* [Models]Add support for `model-optimizer-*` family of models in vertex ([ffe2bdb](https://github.com/google/adk-python/commit/ffe2bdbe4c2ea86cc7924eb36e8e3bb5528c0016))
* [Services]Added a sample for History Management ([67284fc](https://github.com/google/adk-python/commit/67284fc46667b8c2946762bc9234a8453d48a43c))
* [Services]Support passing fully qualified agent engine resource name when constructing session service and memory service ([2e77804](https://github.com/google/adk-python/commit/2e778049d0a675e458f4e
* [Tools]Allow toolset to process llm_request before tools returned by it ([3643b4a](https://github.com/google/adk-python/commit/3643b4ae196fd9e38e52d5dc9d1cd43ea0733d36))
* [Tools]Support input/output schema by fully-qualified code reference ([dfee06a](https://github.com/google/adk-python/commit/dfee06ac067ea909251d6fb016f8331065d430e9))
* [Tools]Enhance LangchainTool to accept more forms of functions ([0ec69d0](https://github.com/google/adk-python/commit/0ec69d05a4016adb72abf9c94f2e9ff4bdd1848c))
### Bug Fixes
* **Attention**: Logging level for some API requests and responses was moved from `INFO` to `DEBUG` ([ff31f57](https://github.com/google/adk-python/commit/ff31f57dc95149f8f309f83f2ec983ef40f1122c))
* Please set `--log_level=DEBUG`, if you are interested in having those API request and responses in logs.
* Add buffer to the write file option ([f2caf2e](https://github.com/google/adk-python/commit/f2caf2eecaf0336495fb42a2166b1b79e57d82d8))
* Allow current sub-agent to finish execution before exiting the loop agent due to a sub-agent's escalation. ([2aab1cf](https://github.com/google/adk-python/commit/2aab1cf98e1d0e8454764b549fac21475a633409))
* Check that `mean_score` is a valid float value ([65cb6d6](https://github.com/google/adk-python/commit/65cb6d6bf3278e6c3529938a7b932e3ef6d6c2ae))
* Handle non-json-serializable values in the `execute_sql` tool ([13ff009](https://github.com/google/adk-python/commit/13ff009d34836a80f107cb43a632df15f7c215e4))
* Raise `NotFoundError` in `list_eval_sets` function when app_name doesn't exist ([b17d8b6](https://github.com/google/adk-python/commit/b17d8b6e362a5b2a1b6a2dd0cff5e27a71c27925))
* Fixed serialization of tools with nested schema ([53df35e](https://github.com/google/adk-python/commit/53df35ee58599e9816bd4b9c42ff48457505e599))
* Set response schema for function tools that returns `None` ([33ac838](https://github.com/google/adk-python/commit/33ac8380adfff46ed8a7d518ae6f27345027c074))
* Support path level parameters for open_api_spec_parser ([6f01660](https://github.com/google/adk-python/commit/6f016609e889bb0947877f478de0c5729cfcd0c3))
* Use correct type for actions parameter in ApplicationIntegrationToolset ([ce7253f](https://github.com/google/adk-python/commit/ce7253f63ff8e78bccc7805bd84831f08990b881))
* Use the same word extractor for query and event contents in InMemoryMemoryService ([1c4c887](https://github.com/google/adk-python/commit/1c4c887bec9326aad2593f016540160d95d03f33))
### Documentation
* Fix missing toolbox-core dependency and improve installation guide ([2486349](https://github.com/google/adk-python/commit/24863492689f36e3c7370be40486555801858bac))
## 1.7.0 (2025-07-16)
### Features
* Add ability to send state change with message [3f9f773](https://github.com/google/adk-python/commit/3f9f773d9b5fcca343e32f76f6d5677b7cf4c327)
* [Eval] Support for persisting eval run results [bab3be2](https://github.com/google/adk-python/commit/bab3be2cf31dc9afd00bcce70103bdaa5460f1a3)
* Introduce [Plugin]: Plugin is simply a class that packages these individual callback functions together for a broader purpose[162228d](https://github.com/google/adk-python/commit/162228d208dca39550a75221030edf9876bf8e3a)
### Bug Fixes
* Create correct object for image and video content in litellm [bf7745f](https://github.com/google/adk-python/commit/bf7745f42811de3c9c80ec0998001ae50960dafc)
* Support project-based gemini model path for BuiltInCodeExecutor and all built-in tools [a5d6f1e](https://github.com/google/adk-python/commit/a5d6f1e52ee36d84f94693086f74e4ca2d0bed65)
* Add instruction in long running tool description to avoid being invoked again by model [62a6119](https://github.com/google/adk-python/commit/62a611956f8907e0580955adb23dfb6d7799bf4f)
* [A2A] Import A2A well known path from A2A sdk [a6716a5](https://github.com/google/adk-python/commit/a6716a55140f63834ae4e3507b38786da9fdbee2)
* Fix the long running function response event merge logic [134ec0d](https://github.com/google/adk-python/commit/134ec0d71e8de4cf9bcbe370c7e739e7ada123f3)
* [A2A] Return final task result in task artifact instead of status message [a8fcc1b](https://github.com/google/adk-python/commit/a8fcc1b8ab0d47eccf6612a6eb8be021bff5ed3a)
* Make InMemoryMemoryService thread-safe [10197db](https://github.com/google/adk-python/commit/10197db0d752defc5976d1f276c7b5405a94c75b)
### Improvements
* Improve partial event handling and streaming aggregation [584c8c6](https://github.com/google/adk-python/commit/584c8c6d91308e62285c94629f020f2746e88f6f)
### Documentation
* Update agent transfer related doc string and comments [b1fa383](https://github.com/google/adk-python/commit/b1fa383e739d923399b3a23ca10435c0fba3460b)
* Update doc string for GcsArtifactService [498ce90](https://github.com/google/adk-python/commit/498ce906dd9b323b6277bc8118e1bcc68c38c1b5)
* Add BaseEvalService declaration and surrounding data models [b0d88bf](https://github.com/google/adk-python/commit/b0d88bf17242e738bcd409b3d106deed8ce4d407)
* Minor features
* Add `custom_metadata` to VertexAiSessionService when adding events [a021222](https://github.com/google/adk-python/commit/a02122207734cabb26f7c23e84d2336c4b8b0375)
* Support protected write in BigQuery `execute_sql` tool [dc43d51](https://github.com/google/adk-python/commit/dc43d518c90b44932b3fdedd33fca9e6c87704e2)
* Added clone() method to BaseAgent to allow users to create copies of an agent [d263afd] (https://github.com/google/adk-python/commit/d263afd91ba4a3444e5321c0e1801c499dec4c68)
### Bug Fixes
* Support project-based gemini model path to use enterprise_web_search_tool [e33161b](https://github.com/google/adk-python/commit/e33161b4f8650e8bcb36c650c4e2d1fe79ae2526)
* Use inspect.signature() instead of typing.get_type_hints for examining function signatures[4ca77bc](https://github.com/google/adk-python/commit/4ca77bc056daa575621a80d3c8d5014b78209233)
* Replace Event ID generation with UUID4 to prevent SQLite integrity constraint failures [e437c7a](https://github.com/google/adk-python/commit/e437c7aac650ac6a53fcfa71bd740e3e5ec0f230)
* Remove duplicate options from `adk deploy` [3fa2ea7](https://github.com/google/adk-python/commit/3fa2ea7cb923c9f8606d98b45a23bd58a7027436)
* Fix scenario where a user can access another users events given the same session id [362fb3f](https://github.com/google/adk-python/commit/362fb3f2b7ac4ad15852d00ce4f3935249d097f6)
* Handle unexpected 'parameters' argument in FunctionTool.run_async [0959b06](https://github.com/google/adk-python/commit/0959b06dbdf3037fe4121f12b6d25edca8fb9afc)
* Make sure each partial event has different timestamp [17d6042](https://github.com/google/adk-python/commit/17d604299505c448fcb55268f0cbaeb6c4fa314a)
* Avoid pydantic.ValidationError when the model stream returns empty final chunk [9b75e24](https://github.com/google/adk-python/commit/9b75e24d8c01878c153fec26ccfea4490417d23b)
* Fix google_search_tool.py to support updated Gemini LIVE model naming [77b869f](https://github.com/google/adk-python/commit/77b869f5e35a66682cba35563824fd23a9028d7c)
* Adding detailed information on each metric evaluation [04de3e1](https://github.com/google/adk-python/commit/04de3e197d7a57935488eb7bfa647c7ab62cd9d9)
* Save output in state via output_key only when the event is authored by current agent [20279d9](https://github.com/google/adk-python/commit/20279d9a50ac051359d791dea77865c17c0bbf9e)
* Treat SQLite database update time as UTC for session's last update time [3f621ae](https://github.com/google/adk-python/commit/3f621ae6f2a5fac7f992d3d833a5311b4d4e7091)
* Raise ValueError when sessionId and userId are incorrect combination(#1653) [4e765ae](https://github.com/google/adk-python/commit/4e765ae2f3821318e581c26a52e11d392aaf72a4)
* Support API-Key for MCP Tool authentication [045aea9](https://github.com/google/adk-python/commit/045aea9b15ad0190a960f064d6e1e1fc7f964c69)
* Lock LangGraph version to <= 0.4.10 [9029b8a](https://github.com/google/adk-python/commit/9029b8a66e9d5e0d29d9a6df0e5590cc7c0e9038)
* Update the retry logic of create session polling [3d2f13c](https://github.com/google/adk-python/commit/3d2f13cecd3fef5adfa1c98bf23d7b68ff355f4d)
### Chores
* Extract mcp client creation logic to a separate method [45d60a1](https://github.com/google/adk-python/commit/45d60a1906bfe7c43df376a829377e2112ea3d17)
* Add tests for live streaming configs [bf39c00](https://github.com/google/adk-python/commit/bf39c006102ef3f01e762e7bb744596a4589f171)
* Update ResponseEvaluator to use newer version of Eval SDK [62c4a85](https://github.com/google/adk-python/commit/62c4a8591780a9a3fdb03a0de11092d84118a1b9)
* Add util to build our llms.txt and llms-full.txt files [a903c54](https://github.com/google/adk-python/commit/a903c54bacfcb150dc315bec9c67bf7ce9551c07)
* Create an example for multi agent live streaming [a58cc3d](https://github.com/google/adk-python/commit/a58cc3d882e59358553e8ea16d166b1ab6d3aa71)
* Refactor the ADK Triaging Agent to make the code easier to read [b6c7b5b](https://github.com/google/adk-python/commit/b6c7b5b64fcd2e83ed43f7b96ea43791733955d8)
### Documentation
* Update the a2a exmaple link in README.md [d0fdfb8](https://github.com/google/adk-python/commit/d0fdfb8c8e2e32801999c81de8d8ed0be3f88e76)
* Adds AGENTS.md to provide relevant project context for the Gemini CLI [37108be](https://github.com/google/adk-python/commit/37108be8557e011f321de76683835448213f8515)
* Add adk project overview and architecture [28d0ea8](https://github.com/google/adk-python/commit/28d0ea876f2f8de952f1eccbc788e98e39f50cf5)
* Add docstring to clarify that inmemory service are not suitable for production [dc414cb](https://github.com/google/adk-python/commit/dc414cb5078326b8c582b3b9072cbda748766286)
* Update agents.md to include versioning strategy [6a39c85](https://github.com/google/adk-python/commit/6a39c854e032bda3bc15f0e4fe159b41cf2f474b)
* Add tenacity into project.toml [df141db](https://github.com/google/adk-python/commit/df141db60c1137a6bcddd6d46aad3dc506868543)
* Updating CONTRIBUTING.md with missing extra [e153d07](https://github.com/google/adk-python/commit/e153d075939fb628a7dc42b12e1b3461842db541)
* Add a new option `eval_storage_uri` in adk web & adk eval to specify GCS bucket to store eval data ([fa025d7](https://github.com/google/adk-python/commit/fa025d755978e1506fa0da1fecc49775bebc1045))
* Add ADK examples for litellm with add_function_to_prompt ([f33e090](https://github.com/google/adk-python/commit/f33e0903b21b752168db3006dd034d7d43f7e84d))
* Add implementation of VertexAiMemoryBankService and support in FastAPI endpoint ([abc89d2](https://github.com/google/adk-python/commit/abc89d2c811ba00805f81b27a3a07d56bdf55a0b))
* Add rouge_score library to ADK eval dependencies, and implement RougeEvaluator that is computes ROUGE-1 for "response_match_score" metric ([9597a44](https://github.com/google/adk-python/commit/9597a446fdec63ad9e4c2692d6966b14f80ff8e2))
* Add usage span attributes to telemetry ([#356](https://github.com/google/adk-python/issues/356)) ([ea69c90](https://github.com/google/adk-python/commit/ea69c9093a16489afdf72657136c96f61c69cafd))
* Add Vertex Express mode compatibility for VertexAiSessionService ([00cc8cd](https://github.com/google/adk-python/commit/00cc8cd6433fc45ecfc2dbaa04dbbc1a81213b4d))
### Bug Fixes
* Include current turn context when include_contents='none' ([9e473e0](https://github.com/google/adk-python/commit/9e473e0abdded24e710fd857782356c15d04b515))
* Make LiteLLM streaming truly asynchronous ([bd67e84](https://github.com/google/adk-python/commit/bd67e8480f6e8b4b0f8c22b94f15a8cda1336339))
* Make raw_auth_credential and exchanged_auth_credential optional given their default value is None ([acbdca0](https://github.com/google/adk-python/commit/acbdca0d8400e292ba5525931175e0d6feab15f1))
* Minor typo fix in the agent instruction ([ef3c745](https://github.com/google/adk-python/commit/ef3c745d655538ebd1ed735671be615f842341a8))
* Typo fix in sample agent instruction ([ef3c745](https://github.com/google/adk-python/commit/ef3c745d655538ebd1ed735671be615f842341a8))
* Use starred tuple unpacking on GCS artifact blob names ([3b1d9a8](https://github.com/google/adk-python/commit/3b1d9a8a3e631ca2d86d30f09640497f1728986c))
### Chore
* Do not send api request when session does not have events ([88a4402](https://github.com/google/adk-python/commit/88a4402d142672171d0a8ceae74671f47fa14289))
* Leverage official uv action for install([09f1269](https://github.com/google/adk-python/commit/09f1269bf7fa46ab4b9324e7f92b4f70ffc923e5))
* Update google-genai package and related deps to latest([ed7a21e](https://github.com/google/adk-python/commit/ed7a21e1890466fcdf04f7025775305dc71f603d))
* Add credential service backed by session state([29cd183](https://github.com/google/adk-python/commit/29cd183aa1b47dc4f5d8afe22f410f8546634abc))
* Clarify the behavior of Event.invocation_id([f033e40](https://github.com/google/adk-python/commit/f033e405c10ff8d86550d1419a9d63c0099182f9))
* Send user message to the agent that returned a corresponding function call if user message is a function response([7c670f6](https://github.com/google/adk-python/commit/7c670f638bc17374ceb08740bdd057e55c9c2e12))
* Add request converter to convert a2a request to ADK request([fb13963](https://github.com/google/adk-python/commit/fb13963deda0ff0650ac27771711ea0411474bf5))
* Support allow_origins in cloud_run deployment ([2fd8feb](https://github.com/google/adk-python/commit/2fd8feb65d6ae59732fb3ec0652d5650f47132cc))
* Add type checking to handle different response type of genai API client ([4d72d31](https://github.com/google/adk-python/commit/4d72d31b13f352245baa72b78502206dcbe25406))
* This fixes the broken VertexAiSessionService
* Allow more credentials types for BigQuery tools ([2f716ad](https://github.com/google/adk-python/commit/2f716ada7fbcf8e03ff5ae16ce26a80ca6fd7bf6))
* Add enable_affective_dialog and proactivity to run_config and llm_request ([fe1d5aa](https://github.com/google/adk-python/commit/fe1d5aa439cc56b89d248a52556c0a9b4cbd15e4))
* Add import session API in the fast API ([233fd20](https://github.com/google/adk-python/commit/233fd2024346abd7f89a16c444de0cf26da5c1a1))
* Add integration tests for litellm with and without turning on add_function_to_prompt ([8e28587](https://github.com/google/adk-python/commit/8e285874da7f5188ea228eb4d7262dbb33b1ae6f))
* Allow data_store_specs pass into ADK VAIS built-in tool ([675faef](https://github.com/google/adk-python/commit/675faefc670b5cd41991939fe0fc604df331111a))
* Implement GcsEvalSetResultsManager to handle storage of eval sets on GCS, and refactor eval set results manager ([0a5cf45](https://github.com/google/adk-python/commit/0a5cf45a75aca7b0322136b65ca5504a0c3c7362))
* Re-factor some eval sets manager logic, and implement GcsEvalSetsManager to handle storage of eval sets on GCS ([1551bd4](https://github.com/google/adk-python/commit/1551bd4f4d7042fffb497d9308b05f92d45d818f))
* Support real time input config ([d22920b](https://github.com/google/adk-python/commit/d22920bd7f827461afd649601326b0c58aea6716))
* Support refresh access token automatically for rest_api_tool ([1779801](https://github.com/google/adk-python/commit/177980106b2f7be9a8c0a02f395ff0f85faa0c5a))
* Fix liteLLM test failures ([fef8778](https://github.com/google/adk-python/commit/fef87784297b806914de307f48c51d83f977298f))
* Fix tracing for live ([58e07ca](https://github.com/google/adk-python/commit/58e07cae83048d5213d822be5197a96be9ce2950))
* Merge custom http options with adk specific http options in model api request ([4ccda99](https://github.com/google/adk-python/commit/4ccda99e8ec7aa715399b4b83c3f101c299a95e8))
* Remove unnecessary double quote on Claude docstring ([bbceb4f](https://github.com/google/adk-python/commit/bbceb4f2e89f720533b99cf356c532024a120dc4))
* Set explicit project in the BigQuery client ([6d174eb](https://github.com/google/adk-python/commit/6d174eba305a51fcf2122c0fd481378752d690ef))
* Support streaming in litellm + adk and add corresponding integration tests ([aafa80b](https://github.com/google/adk-python/commit/aafa80bd85a49fb1c1a255ac797587cffd3fa567))
* Support project-based gemini model path to use google_search_tool ([b2fc774](https://github.com/google/adk-python/commit/b2fc7740b363a4e33ec99c7377f396f5cee40b5a))
* Update conversion between Celsius and Fahrenheit ([1ae176a](https://github.com/google/adk-python/commit/1ae176ad2fa2b691714ac979aec21f1cf7d35e45))
### Chores
* Set `agent_engine_id` in the VertexAiSessionService constructor, also use the `agent_engine_id` field instead of overriding `app_name` in FastAPI endpoint ([fc65873](https://github.com/google/adk-python/commit/fc65873d7c31be607f6cd6690f142a031631582a))
* Add memory_service option to CLI ([416dc6f](https://github.com/google/adk-python/commit/416dc6feed26e55586d28f8c5132b31413834c88))
* Add support for display_name and description when deploying to agent engine ([aaf1f9b](https://github.com/google/adk-python/commit/aaf1f9b930d12657bfc9b9d0abd8e2248c1fc469))
* Dev UI: Trace View
* New trace tab which contains all traces grouped by user messages
* Click each row will open corresponding event details
* Hover each row will highlight the corresponding message in dialog
* Dev UI: Evaluation
* Evaluation Configuration: users can now configure custom threshold for the metrics used for each eval run ([d1b0587](https://github.com/google/adk-python/commit/d1b058707eed72fd4987d8ec8f3b47941a9f7d64))
* Each eval case added can now be viewed and edited. Right now we only support edit of text.
* Show the used metric in evaluation history ([6ed6351](https://github.com/google/adk-python/commit/6ed635190c86d5b2ba0409064cf7bcd797fd08da))
* Support to customize timeout for mcpstdio connections ([54367dc](https://github.com/google/adk-python/commit/54367dcc567a2b00e80368ea753a4fc0550e5b57))
* Introduce write protected mode to BigQuery tools ([6c999ca](https://github.com/google/adk-python/commit/6c999caa41dca3a6ec146ea42b0a794b14238ec2))
### Bug Fixes
* Agent Engine deployment:
* Correct help text formatting for `adk deploy agent_engine` ([13f98c3](https://github.com/google/adk-python/commit/13f98c396a2fa21747e455bb5eed503a553b5b22))
* Handle project and location in the .env properly when deploying to Agent Engine ([0c40542](https://github.com/google/adk-python/commit/0c4054200fd50041f0dce4b1c8e56292b99a8ea8))
* Forward `__annotations__` to the fake func for FunctionTool inspection ([9abb841](https://github.com/google/adk-python/commit/9abb8414da1055ab2f130194b986803779cd5cc5))
* Handle the case when agent loading error doesn't have msg attribute in agent loader ([c224626](https://github.com/google/adk-python/commit/c224626ae189d02e5c410959b3631f6bd4d4d5c1))
* Prevent agent_graph.py throwing when workflow agent is root agent ([4b1c218](https://github.com/google/adk-python/commit/4b1c218cbe69f7fb309b5a223aa2487b7c196038))
* Remove display_name for non-Vertex file uploads ([cf5d701](https://github.com/google/adk-python/commit/cf5d7016a0a6ccf2b522df6f2d608774803b6be4))
### Documentation
* Add DeepWiki badge to README ([f38c08b](https://github.com/google/adk-python/commit/f38c08b3057b081859178d44fa2832bed46561a9))
* Update code example in tool declaration to reflect BigQuery artifact description ([3ae6ce1](https://github.com/google/adk-python/commit/3ae6ce10bc5a120c48d84045328c5d78f6eb85d4))
* Add agent engine as a deployment option to the ADK CLI ([2409c3e](https://github.com/google/adk-python/commit/2409c3ef192262c80f5328121f6dc4f34265f5cf))
* Add an option to use gcs artifact service in adk web. ([8d36dbd](https://github.com/google/adk-python/commit/8d36dbda520b1c0dec148e1e1d84e36ddcb9cb95))
* Add index tracking to handle parallel tool call using litellm ([05f4834](https://github.com/google/adk-python/commit/05f4834759c9b1f0c0af9d89adb7b81ea67d82c8))
* Add sortByColumn functionality to List Operation ([af95dd2](https://github.com/google/adk-python/commit/af95dd29325865ec30a1945b98e65e457760e003))
* Add implementation for `get_eval_case`, `update_eval_case` and `delete_eval_case` for the local eval sets manager. ([a7575e0](https://github.com/google/adk-python/commit/a7575e078a564af6db3f42f650e94ebc4f338918))
* Expose more config of VertexAiSearchTool from latest Google GenAI SDK ([2b5c89b](https://github.com/google/adk-python/commit/2b5c89b3a94e82ea4a40363ea8de33d9473d7cf0))
* New Agent Visualization ([da4bc0e](https://github.com/google/adk-python/commit/da4bc0efc0dd96096724559008205854e97c3fd1))
* Set the max width and height of view image dialog to be 90% ([98a635a](https://github.com/google/adk-python/commit/98a635afee399f64e0a813d681cd8521fbb49500))
* Support Langchain StructuredTool for Langchain tool ([7e637d3](https://github.com/google/adk-python/commit/7e637d3fa05ca3e43a937e7158008d2b146b1b81))
* Support Langchain tools that has run_manager in _run args and don't have args_schema populated ([3616bb5](https://github.com/google/adk-python/commit/3616bb5fc4da90e79eb89039fb5e302d6a0a14ec))
* Update for anthropic models ([16f7d98](https://github.com/google/adk-python/commit/16f7d98acf039f21ec8a99f19eabf0ef4cb5268c))
* Use bigquery scope by default in bigquery credentials. ([ba5b80d](https://github.com/google/adk-python/commit/ba5b80d5d774ff5fdb61bd43b7849057da2b4edf))
* Render HTML artifact in chat window ([5c2ad32](https://github.com/google/adk-python/commit/5c2ad327bf4262257c3bc91010c3f8c303d3a5f5))
* Add export to json button in the chat window ([fc3e374](https://github.com/google/adk-python/commit/fc3e374c86c4de87b4935ee9c56b6259f00e8ea2))
* Add tooltip to the export session button ([2735942](https://github.com/google/adk-python/commit/273594215efe9dbed44d4ef85e6234bd7ba7b7ae))
### Bug Fixes
* Add adk icon for UI ([2623c71](https://github.com/google/adk-python/commit/2623c710868d832b6d5119f38e22d82adb3de66b))
* Add cache_ok option to remove sa warning. ([841e10a](https://github.com/google/adk-python/commit/841e10ae353e0b1b3d020a26d6cac6f37981550e))
* Add support for running python main function in UnsafeLocalCodeExecutor when the code has an if __name__ == "__main__" statement. ([95e33ba](https://github.com/google/adk-python/commit/95e33baf57e9c267a758e08108cde76adf8af69b))
* Adk web not working on some env for windows, fixes https://github.com/google/adk-web/issues/34 ([daac8ce](https://github.com/google/adk-python/commit/daac8cedfe6d894f77ea52784f0a6d19003b2c00))
* Assign empty inputSchema to MCP tool when converting an ADK tool that wraps a function which takes no parameters. ([2a65c41](https://github.com/google/adk-python/commit/2a65c4118bb2aa97f2a13064db884bd63c14a5f7))
* Call all tools in parallel calls during partial authentication ([0e72efb](https://github.com/google/adk-python/commit/0e72efb4398ce6a5d782bcdcb770b2473eb5af2e))
* Continue fetching events if there are multiple pages. ([6506302](https://github.com/google/adk-python/commit/65063023a5a7cb6cd5db43db14a411213dc8acf5))
* Do not convert "false" value to dict ([60ceea7](https://github.com/google/adk-python/commit/60ceea72bde2143eb102c60cf33b365e1ab07d8f))
* Enhance agent loader exception handler and expose precise error information ([7b51ae9](https://github.com/google/adk-python/commit/7b51ae97245f6990c089183734aad41fe59b3330))
* Ensure function description is copied when ignoring parameters ([7fdc6b4](https://github.com/google/adk-python/commit/7fdc6b4417e5cf0fbc72d3117531914353d3984a))
* Filter memory by app_name and user_id. ([db4bc98](https://github.com/google/adk-python/commit/db4bc9809c7bb6b0d261973ca7cfd87b392694be))
* Fix filtering by user_id for vertex ai session service listing ([9d4ca4e](https://github.com/google/adk-python/commit/9d4ca4ed44cf10bc87f577873faa49af469acc25))
* fix parameter schema generation for gemini ([5a67a94](https://github.com/google/adk-python/commit/5a67a946d2168b80dd6eba008218468c2db2e74e))
* Handle non-indexed function call chunks with incremental fallback index ([b181cbc](https://github.com/google/adk-python/commit/b181cbc8bc629d1c9bfd50054e47a0a1b04f7410))
* Handles function tool parsing corner case where type hints are stored as strings. ([a8a2074](https://github.com/google/adk-python/commit/a8a20743f92cd63c3d287a3d503c1913dd5ad5ae))
* Introduce PreciseTimestamp to fix mysql datetime precision issue. ([841e10a](https://github.com/google/adk-python/commit/841e10ae353e0b1b3d020a26d6cac6f37981550e))
* match arg case in errors ([b226a06](https://github.com/google/adk-python/commit/b226a06c0bf798f85a53c591ad12ee582703af6d))
* ParallelAgent should only append to its immediate sub-agent, not transitive descendants ([ec8bc73](https://github.com/google/adk-python/commit/ec8bc7387c84c3f261c44cedfe76eb1f702e7b17))
* Relax openapi spec to gemini schema conversion to tolerate more cases ([b1a74d0](https://github.com/google/adk-python/commit/b1a74d099fae44d41750b79e58455282d919dd78))
* Remove labels from config when using API key from Google AI Studio to call model ([5d29716](https://github.com/google/adk-python/commit/5d297169d08a2d0ea1a07641da2ac39fa46b68a4))
* **sample:** Correct text artifact saving in artifact_save_text sample ([5c6001d](https://github.com/google/adk-python/commit/5c6001d90fe6e1d15a2db6b30ecf9e7b6c26eee4))
* Separate thinking from text parts in streaming mode ([795605a](https://github.com/google/adk-python/commit/795605a37e1141e37d86c9b3fa484a3a03e7e9a6))
* Simplify content for ollama provider ([eaee49b](https://github.com/google/adk-python/commit/eaee49bc897c20231ecacde6855cccfa5e80d849))
* Timeout issues for mcpstdio server when mcp tools are incorrect. ([45ef668](https://github.com/google/adk-python/commit/45ef6684352e3c8082958bece8610df60048f4a3))
* **transfer_to_agent:** update docstring for clarity and accuracy ([854a544](https://github.com/google/adk-python/commit/854a5440614590c2a3466cf652688ba57d637205))
* Update unit test code for test_connection ([b0403b2](https://github.com/google/adk-python/commit/b0403b2d98b2776d15475f6b525409670e2841fc))
* Use inspect.cleandoc on function docstrings in generate_function_declaration. ([f7cb666](https://github.com/google/adk-python/commit/f7cb66620be843b8d9f3d197d6e8988e9ee0dfca))
* Unused import for deprecated ([ccd05e0](https://github.com/google/adk-python/commit/ccd05e0b00d0327186e3b1156f1b0216293efe21))
* Prevent JSON parsing errors and preserve non-ascii characters in telemetry ([d587270](https://github.com/google/adk-python/commit/d587270327a8de9f33b3268de5811ac756959850))
* Raise HTTPException when running evals in fast_api if google-adk[eval] is not installed ([1de5c34](https://github.com/google/adk-python/commit/1de5c340d8da1cedee223f6f5a8c90070a9f0298))
* Fix typos in README for sample bigquery_agent and oauth_calendar_agent ([9bdd813](https://github.com/google/adk-python/commit/9bdd813be15935af5c5d2a6982a2391a640cab23))
* Make tool_call one span for telemetry and renamed to execute_tool ([999a7fe](https://github.com/google/adk-python/commit/999a7fe69d511b1401b295d23ab3c2f40bccdc6f))
* Use media type in chat window. Remove isArtifactImage and isArtifactAudio reference ([1452dac](https://github.com/google/adk-python/commit/1452dacfeb6b9970284e1ddeee6c4f3cb56781f8))
* Set output_schema correctly for LiteLllm ([6157db7](https://github.com/google/adk-python/commit/6157db77f2fba4a44d075b51c83bff844027a147))
* Remove the gap between event holder and image ([63822c3](https://github.com/google/adk-python/commit/63822c3fa8b0bdce2527bd0d909c038e2b66dd98))
### Documentation
* Adds a sample agent to illustrate state usage via `callbacks`. ([18fbe3c](https://github.com/google/adk-python/commit/18fbe3cbfc9f2af97e4b744ec0a7552331b1d8e3))
* Fix typos in documentation ([7aaf811](https://github.com/google/adk-python/commit/7aaf8116169c210ceda35c649b5b49fb65bbb740))
* Change eval_dataset to eval_dataset_file_path_or_dir ([62d7bf5](https://github.com/google/adk-python/commit/62d7bf58bb1c874caaf3c56a614500ae3b52f215))
* Fix broken link to A2A example ([0d66a78](https://github.com/google/adk-python/commit/0d66a7888b68380241b92f7de394a06df5a0cc06))
* Fix typo in envs.py ([bd588bc](https://github.com/google/adk-python/commit/bd588bce50ccd0e70b96c7291db035a327ad4d24))
* Updates CONTRIBUTING.md to refine setup process using uv. ([04e07b4](https://github.com/google/adk-python/commit/04e07b4a1451123272641a256c6af1528ea6523e))
* Create and update project documentation including README.md and CONTRIBUTING.md ([f180331](https://github.com/google/adk-python/commit/f1803312c6a046f94c23cfeaed3e8656afccf7c3))
* Rename the root agent in the example to match the example name ([94c0aca](https://github.com/google/adk-python/commit/94c0aca685f1dfa4edb44caaedc2de25cc0caa41))
* Added unit test coverage for local_eval_sets_manager.py ([174afb3](https://github.com/google/adk-python/commit/174afb3975bdc7e5f10c26f3eebb17d2efa0dd59))
* Extract common options for `adk web` and `adk api_server` ([01965bd](https://github.com/google/adk-python/commit/01965bdd74a9dbdb0ce91a924db8dee5961478b8))
## 1.1.1
### Features
* Add BigQuery first-party tools. See [here](https://github.com/google/adk-python/commit/d6c6bb4b2489a8b7a4713e4747c30d6df0c07961) for more details.
## 1.1.0
### Features
* Extract agent loading logic from fast_api.py to a separate AgentLoader class and support more agent definition folder/file structure.
* Added audio play in web UI.
* Added input transcription support for live/streaming.
* Added support for storing eval run history locally in adk eval cli.
* Image artifacts can now be clicked directly in chat message to view.
* Left side panel can now be resized.
### Bug Fixes
* Avoid duplicating log in stderr.
* Align event filtering and ordering logic.
* Add handling for None param.annotation.
* Fixed several minor bugs regarding eval tab in web UI.
### Miscellaneous Chores
* Updates mypy config in pyproject.toml.
* Add google search agent in samples.
* Update filtered schema parameters for Gemini API.
@@ -35,38 +34,39 @@ was for a different project), you probably don't need to do it again.
Visit <https://cla.developers.google.com/> to see your current agreements or to
sign a new one.
### Review our community guidelines
## Review our community guidelines
This project follows
[Google's Open Source Community Guidelines](https://opensource.google/conduct/).
## Contribution workflow
# Contribution workflow
### Finding Issues to Work On
## Finding Issues to Work On
- Browse issues labeled **`good first issue`** (newcomer-friendly) or **`help wanted`** (general contributions).
- For other issues, please kindly ask before contributing to avoid duplication.
### Requirement for PRs
## Requirement for PRs
- Each PR should only have one commit. Please squash it if there are multiple PRs.
- All PRs, other than small documentation or typo fixes, should have a Issue assoicated. If not, please create one.
- Small, focused PRs. Keep changes minimal—one concern per PR.
- For bug fixes or features, please provide logs or screenshot after the fix is applied to help reviewers better understand the fix.
- Please include a `testing plan` section in your PR to talk about how you will test. This will save time for PR review. See `Testing Requirements` section for more details.
### Large or Complex Changes
## Large or Complex Changes
For substantial features or architectural revisions:
- Open an Issue First: Outline your proposal, including design considerations and impact.
- Gather Feedback: Discuss with maintainers and the community to ensure alignment and avoid duplicate work
### Testing Requirements
## Testing Requirements
To maintain code quality and prevent regressions, all code changes must include comprehensive tests and verifiable end-to-end (E2E) evidence.
#### Unit Tests
### Unit Tests
Please add or update unit tests for your change. Please include a summary of passed `pytest` results.
@@ -80,7 +80,7 @@ Requirements for unit tests:
- Free of external dependencies (use mocks or fixtures as needed).
- **Quality:** Aim for high readability and maintainability; include docstrings or comments for complex scenarios.
#### Manual End-to-End (E2E) Tests
### Manual End-to-End (E2E) Tests
Manual E2E tests ensure integrated flows work as intended. Your tests should cover all scenarios. Sometimes, it's also good to ensure relevant functionality is not impacted.
@@ -97,23 +97,34 @@ Depending on your change:
- Include the command used and console output showing test results.
- Highlight sections of the log that directly relate to your change.
### Documentation
## Documentation
For any changes that impact user-facing documentation (guides, API reference, tutorials), please open a PR in the [adk-docs](https://github.com/google/adk-docs) repository to update relevant part before or alongside your code PR.
### Development Setup
## Development Setup
1.**Clone the repository:**
```shell
git clone git@github.com:google/adk-python.git
gh repo clone google/adk-python
cd adk-python
```
2. **Create and activate a virtual environment:**
2. **Install uv:**
Check out [uv installation guide](https://docs.astral.sh/uv/getting-started/installation/).
3. **Create and activate a virtual environment:**
**NOTE**: ADK supports Python 3.9+. Python 3.11 and above is strongly recommended.
Create a workspace venv using uv.
```shell
python -m venv .venv
uv venv --python "python3.11" ".venv"
```
Activate the workspace venv.
```shell
source .venv/bin/activate
```
@@ -123,41 +134,83 @@ For any changes that impact user-facing documentation (guides, API reference, tu
source .\.venv\Scripts\activate
```
3. **Install dependencies:**
4. **Install dependencies:**
```shell
pip install uv
uv sync --all-extras
```
4. **Run unit tests:**
**NOTE**: for convenience, installing all extra deps as a starting point.
5. **Run unit tests:**
```shell
uv run pytest ./tests/unittests
pytest ./tests/unittests
```
5. **Run pyink to format codebase:**
NOTE: for accurate repro of test failure, only include `test`, `eval` and
`a2a` as extra dependencies.
```shell
uv run pyink --config pyproject.toml ./src
uv sync --extra test --extra eval --extra a2a
pytest ./tests/unittests
```
6. **Build the package**
6. **Auto-format the code:**
**NOTE**: We use `isort` and `pyink` for styles. Use the included
autoformat.sh to auto-format.
```shell
./autoformat.sh
```
7. **Build the wheel file:**
```shell
uv build
```
7. **Local Testing**
Have a simple testing folder setup as mentioned in the [quickstart](https://google.github.io/adk-docs/get-started/quickstart/)
then install the local package with changes after building it using the below command to test the changes.
8. **Test the locally built wheel file:**
Have a simple testing folder setup as mentioned in the
[Contributing folder](https://github.com/google/adk-python/tree/main/contributing) has resources that is helpful for contributors.
## Code reviews
All submissions, including submissions by project members, require review. We
use GitHub pull requests for this purpose. Consult
[GitHub Help](https://help.github.com/articles/about-pull-requests/) for more
information on using pull requests.
# Vibe Coding
If you want to contribute by leveraging viber coding, the AGENTS.md (https://github.com/google/adk-python/tree/main/AGENTS.md) could be used as context to your LLM.
[](https://github.com/google/adk-python/actions/workflows/python-unit-tests.yml)
For remote agent-to-agent communication, ADK integrates with the
[A2A protocol](https://github.com/google/A2A/).
See this [example](https://github.com/google/A2A/tree/main/samples/python/agents/google_adk)
for how they can work together.
## 🤝 Contributing
We welcome contributions from the community! Whether it's bug reports, feature requests, documentation improvements, or code contributions, please see our
- [General contribution guideline and flow](https://google.github.io/adk-docs/contributing-guide/#questions).
We welcome contributions from the community! Whether it's bug reports, feature requests, documentation improvements, or code contributions, please see our
- [General contribution guideline and flow](https://google.github.io/adk-docs/contributing-guide/).
- Then if you want to contribute code, please read [Code Contributing Guidelines](./CONTRIBUTING.md) to get started.
## Vibe Coding
If you are to develop agent via vibe coding the [llms.txt](./llms.txt) and the [llms-full.txt](./llms-full.txt) can be used as context to LLM. While the former one is a summarized one and the later one has the full information in case your LLM has big enough context window.
## 📄 License
This project is licensed under the Apache 2.0 License - see the [LICENSE](LICENSE) file for details.
## Preview
This feature is subject to the "Pre-GA Offerings Terms" in the General Service Terms section of the [Service Specific Terms](https://cloud.google.com/terms/service-terms#1). Pre-GA features are available "as is" and might have limited support. For more information, see the [launch stage descriptions](https://cloud.google.com/products?hl=en#product-launch-stages).
This folder host resources for ADK contributors, for example, testing samples etc.
## Samples
Samples folder host samples to test different features. The samples are usually minimal and simplistic to test one or a few scenarios.
**Note**: This is different from the [google/adk-samples](https://github.com/google/adk-samples) repo, which hosts more complex e2e samples for customers to use or modify directly.
## ADK project and architecture overview
The [adk_project_overview_and_architecture.md](adk_project_overview_and_architecture.md) describes the ADK project overview and its technical architecture from high-level.
This is helpful for contributors to understand the project and design philosophy.
- Code-First: Everything is defined in Python code for versioning, testing, and IDE support. Avoid GUI-based logic.
- Modularity & Composition: We build complex multi-agent systems by composing multiple, smaller, specialized agents.
- Deployment-Agnostic: The agent's core logic is separate from its deployment environment. The same agent.py can be run locally for testing, served via an API, or deployed to the cloud.
## Foundational Abstractions (Our Vocabulary)
- Agent: The blueprint. It defines an agent's identity, instructions, and tools. It's a declarative configuration object.
- Tool: A capability. A Python function an agent can call to interact with the world (e.g., search, API call).
- Runner: The engine. It orchestrates the "Reason-Act" loop, manages LLM calls, and executes tools.
- Session: The conversation state. It holds the history for a single, continuous dialogue.
- Memory: Long-term recall across different sessions.
- Artifact Service: Manages non-textual data like files.
## Canonical Project Structure
Adhere to this structure for compatibility with ADK tooling.
agent.py: Must define the agent and assign it to a variable named root_agent. This is how ADK's tools find it.
`__init__.py`: In each agent directory, it must contain from. import agent to make the agent discoverable.
## Local Development & Debugging
Interactive UI (adk web): This is our primary debugging tool. It's a decoupled system:
Backend: A FastAPI server started with adk api_server.
Frontend: An Angular app that connects to the backend.
Use the "Events" tab to inspect the full execution trace (prompts, tool calls, responses).
CLI (adk run): For quick, stateless functional checks in the terminal.
Programmatic (pytest): For writing automated unit and integration tests.
## The API Layer (FastAPI)
We expose agents as production APIs using FastAPI.
- get_fast_api_app: This is the key helper function from google.adk.cli.fast_api that creates a FastAPI app from our agent directory.
- Standard Endpoints: The generated app includes standard routes like /list-apps and /run_sse for streaming responses. The wire format is camelCase.
- Custom Endpoints: We can add our own routes (e.g., /health) to the app object returned by the helper.
Python
from google.adk.cli.fast_api import get_fast_api_app
app = get_fast_api_app(agent_dir="./agents")
@app.get("/health")
async def health_check():
return {"status": "ok"}
## Deployment to Production
The adk cli provides the "adk deploy" command to deploy to Google Vertex Agent Engine, Google CloudRun, Google GKE.
## Testing & Evaluation Strategy
Testing is layered, like a pyramid.
### Layer 1: Unit Tests (Base)
What: Test individual Tool functions in isolation.
How: Use pytest in tests/test_tools.py. Verify deterministic logic.
### Layer 2: Integration Tests (Middle)
What: Test the agent's internal logic and interaction with tools.
How: Use pytest in tests/test_agent.py, often with mocked LLMs or services.
### Layer 3: Evaluation Tests (Top)
What: Assess end-to-end performance with a live LLM. This is about quality, not just pass/fail.
How: Use the ADK Evaluation Framework.
Test Cases: Create JSON files with input and a reference (expected tool calls and final response).
Metrics: tool_trajectory_avg_score (does it use tools correctly?) and response_match_score (is the final answer good?).
Run via: adk web (UI), pytest (for CI/CD), or adk eval (CLI).
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