- Treat Part(thought=True) as reasoning_content when building assistant messages.
- Add unit tests for thought-only and thought+text cases.
Close#4069
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 853790274
Default session and artifact services to in-memory when running in Cloud Run/Kubernetes (or when agents_dir isn’t writable) to prevent startup failures from attempting to create .adk under read-only/unwritable container paths (e.g. /app/agents/.adk). Local development defaults are unchanged.
- ADK_FORCE_LOCAL_STORAGE=1 to always use .adk defaults
- ADK_DISABLE_LOCAL_STORAGE=1 to always avoid local storage
If local artifact initialization raises PermissionError, fall back to in-memory and log a warning
Close#3907
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 853315459
Currently Live API only allow one response modality although the config is defined as a list.
Co-authored-by: Xiang (Sean) Zhou <seanzhougoogle@google.com>
PiperOrigin-RevId: 853107710
LlmAgent now resolves model from ancestors or a system default (gemini-2.5-flash) when unset. Added LlmAgent.set_default_model() to override the default globally
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 853006116
The `adk create` command now checks if the provided agent name is a valid Python identifier. An invalid name, such as one containing hyphens, will raise a `click.BadParameter` error before any files are created.
Close#3977
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 853001295
Before Python 3.10, asyncio.Queue() required a running event loop at creation time. This was deprecated in 3.8-3.9 and fully removed in 3.10. ADK requires Python 3.10+, thus remove this unecessary logic
Co-authored-by: Xiang (Sean) Zhou <seanzhougoogle@google.com>
PiperOrigin-RevId: 852989791
This change introduces a `_sanitize_schema_types` method to the OpenAPI spec parser. This method recursively removes or filters out non-standard schema types (e.g., "Any", "Unknown") from the OpenAPI specification
Close#3704Close#3108
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 852986491
Final part of https://github.com/google/adk-python/discussions/3605.
This change introduces:
- A new `adk migrate session` CLI command to run database schema upgrades.
- A migration script to upgrade from the old Pickle-based session schema (v0) to the new JSON-based schema (v1).
- A migration runner that orchestrates the upgrade process, handling sequential migrations and using temporary SQLite databases for intermediate steps if needed.
- Unit tests for the v0 to v1 migration.
Co-authored-by: Liang Wu <wuliang@google.com>
PiperOrigin-RevId: 852983323
This change modifies `load_dotenv_for_agent` to first capture the environment variables already set in the process. After loading the `.env` file with `override=True`, it restores the values of these initially set variables, ensuring that explicitly set environment variables are not overwritten by the `.env` file. A new environment variable, `ADK_DISABLE_LOAD_DOTENV`, is also introduced to completely skip the `.env` loading process
Close#4020
Close $4018
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 852981654
Thought parts represent internal model reasoning and should not be included in the content sent back to the model in subsequent turns
Close#3948
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 852965417
This change modifies the /run_sse endpoint to split events that contain both content and an artifactDelta. The original event is split into two separate SSE events: one containing only the content (with artifactDelta cleared) and another containing only the artifactDelta (with content cleared)
Close#4036
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 852945249
The _load_existing_credential method in CredentialManager will now only attempt to load credentials from the credential service and will no longer check the AuthConfig's exchanged_auth_credential cache.
Close#3772
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 852944533
The retry_on_errors decorator in mcp_session_manager.py now catches asyncio.CancelledError and re-raises it immediately, ensuring that cancellation requests are not suppressed or retried
Close#4009
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 852468382
The `model_dump_json()` method already returns a JSON string, so wrapping it in `json.dumps()` was causing double encoding
Close#3993
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 852455534
Adds a method to merge custom metadata from the RunConfig into each Event. This metadata is applied to events generated by the agent, early exit events, and the initial user message event.
Close#3953
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 852433171
These changes add extra hint for the LLM in the `execute_tool` SQL examples to always use back-ticks around BQ project, dataset and table names in the generated SQL, to save the SQL parsing error when the name has special characters.
PiperOrigin-RevId: 852418943
Adds a Pydantic field validator to ToolTrajectoryCriterion to automatically convert string inputs for the match_type field into the corresponding MatchType enum member
Close#3711
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 852415560
websocket disconnection could happen in both sending/receiving text, update the log message to make it less confusing.
Co-authored-by: Xiang (Sean) Zhou <seanzhougoogle@google.com>
PiperOrigin-RevId: 852410439
The change updates the `StorageEvent.to_event` method to use `EventActions.model_validate` when rehydrating the `actions` field. This ensures that nested models within `EventActions`, such as `EventCompaction`, are correctly reconstructed from the stored data
Close#4047
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 852408683
When truncating conversation history, make sure function_response messages always have their corresponding function_call included
Close#4027
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 852377919
- Add path-safe helpers so all builder filesystem operations stay under <agents_dir>/<app_name> and reject traversal/invalid upload paths.
- Rework /builder/save to support tmp=true writes under <app>/tmp/<app>, promote tmp → app root on final save (preserving tools.py/tools/), then clean up tmp on success.
- Simplify /builder/app/{app_name}/cancel to best-effort delete tmp; update GET /builder/app/{app_name}?tmp=true to auto-recreate tmp from the app root and safely serve requested files.
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 852366567
Merge https://github.com/google/adk-python/pull/4041
## Description
This PR fixes false positive stale labels in the `adk_stale_agent`.
Previously, the agent was incorrectly identifying the issue as "stale" because it treated `adk-bot` (acting via PAT) as a human maintainer. Since the username lacks the `[bot]` suffix, administrative alerts (e.g., "Notification: The author has updated...") were counted as maintainer activity, inadvertently triggering the stale logic immediately after an author's edit.
## Changes Made
- **Hardcoded Bot Exclusion:** Added `BOT_NAME = "adk-bot"` and updated history parsing loops (comments, edits, timeline) to explicitly ignore this actor.
- **Bot Alert Skip:** Added logic to `continue` (skip) processing the bot's specific "Notification" comment so it is not recorded as the last activity on the timeline.
Co-authored-by: Xuan Yang <xygoogle@google.com>
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/4041 from ryanaiagent:fix/stale-bot-logic f1500a94cb8c9d5090e9b1ef29690506120f7749
PiperOrigin-RevId: 852365962
Detect assistant tool calls that lack matching tool results in the history and insert placeholder tool messages so strict providers don’t reject the request. Prevents crash loops when executions are interrupted mid-tool call.
Close#3971
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 852340750
Details:
- Allows users to provide custom instructions for the LLM-backed user simulator via the `custom_instructions` field in `LlmBackedUserSimulatorConfig`.
- The custom instructions must include placeholders for the stop signal, conversation plan, and conversation history. A pydantic validator ensures these placeholders are present.
- If no custom instructions are provided, the current default template is used.
Co-authored-by: Keyur Joshi <keyurj@google.com>
PiperOrigin-RevId: 850471448
The evaluate_invocations method override in Evaluator subclasses was not consistent, leading to errors during calls, especially when using kwargs. Made the overrides and calls consistent to resolve this issue.
Co-authored-by: Keyur Joshi <keyurj@google.com>
PiperOrigin-RevId: 850462752
There isn't a consistent format for MCP server urls in the registry-- some customers add the https:// but others don't. To standardize, only prepend if it isn't there already.
Co-authored-by: Kathy Wu <wukathy@google.com>
PiperOrigin-RevId: 846451152
This gcloud authentication header is required as a project override when using google ADC credentials. It is required for all OneMCP servers. Originally I manually put it in the big query sample, but since it is used for all OneMCP, it makes sense to just add it to the core API Registry logic. I also refactored the auth header logic a bit to deduplicate.
Co-authored-by: Kathy Wu <wukathy@google.com>
PiperOrigin-RevId: 845967178
- Stripping whitespace from custom LLM provider and model names when checking for "ollama_chat".
- Enhancing `_flatten_ollama_content` to correctly handle content that is None, a string, a dictionary, or an iterable (like a tuple) of content blocks, not just lists. This aligns with LiteLLM's `OpenAIMessageContent` type being an `Iterable`.
Close#3928
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 845848017
Merge https://github.com/google/adk-python/pull/3932
## Summary
Upgrade GitHub Actions to their latest versions to ensure compatibility with Node 24, as Node 20 will reach end-of-life in April 2026.
## Changes
| Action | Old Version(s) | New Version | Release | Files |
|--------|---------------|-------------|---------|-------|
| `actions/checkout` | [`v5`](https://github.com/actions/checkout/releases/tag/v5) | [`v6`](https://github.com/actions/checkout/releases/tag/v6) | [Release](https://github.com/actions/checkout/releases/tag/v6) | analyze-releases-for-adk-docs-updates.yml, check-file-contents.yml, discussion_answering.yml, isort.yml, pr-triage.yml, pyink.yml, python-unit-tests.yml, stale-bot.yml, triage.yml, upload-adk-docs-to-vertex-ai-search.yml |
## Context
Per [GitHub's announcement](https://github.blog/changelog/2025-09-19-deprecation-of-node-20-on-github-actions-runners/), Node 20 is being deprecated and runners will begin using Node 24 by default starting March 4th, 2026.
### Why this matters
- **Node 20 EOL**: April 2026
- **Node 24 default**: March 4th, 2026
- **Action**: Update to latest action versions that support Node 24
### Security Note
Actions that were previously pinned to commit SHAs remain pinned to SHAs (updated to the latest release SHA) to maintain the security benefits of immutable references.
### Testing
These changes only affect CI/CD workflow configurations and should not impact application functionality. The workflows should be tested by running them on a branch before merging.
Co-authored-by: Xiang (Sean) Zhou <seanzhougoogle@google.com>
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/3932 from salmanmkc:upgrade-github-actions-node24 0ffbb0b7b5f63d27583f8c24781f2d3ca92c0c23
PiperOrigin-RevId: 845813166
Merge https://github.com/google/adk-python/pull/3933
## Summary
Upgrade GitHub Actions to their latest versions for improved features, bug fixes, and security updates.
## Changes
| Action | Old Version(s) | New Version | Release | Files |
|--------|---------------|-------------|---------|-------|
| `google-github-actions/auth` | [`v2`](https://github.com/google-github-actions/auth/releases/tag/v2) | [`v3`](https://github.com/google-github-actions/auth/releases/tag/v3) | [Release](https://github.com/google-github-actions/auth/releases/tag/v3) | discussion_answering.yml, upload-adk-docs-to-vertex-ai-search.yml |
## Why upgrade?
Keeping GitHub Actions up to date ensures:
- **Security**: Latest security patches and fixes
- **Features**: Access to new functionality and improvements
- **Compatibility**: Better support for current GitHub features
- **Performance**: Optimizations and efficiency improvements
### Security Note
Actions that were previously pinned to commit SHAs remain pinned to SHAs (updated to the latest release SHA) to maintain the security benefits of immutable references.
### Testing
These changes only affect CI/CD workflow configurations and should not impact application functionality. The workflows should be tested by running them on a branch before merging.
Co-authored-by: Xiang (Sean) Zhou <seanzhougoogle@google.com>
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/3933 from salmanmkc:upgrade-github-actions-node24-general 142ef77d94da42b0f75a1fc810e8deeb666684a4
PiperOrigin-RevId: 845804209
Previously, the warning check occurred after "plugins" could be populated from "app.plugins". This caused the deprecation warning to trigger incorrectly even when plugins were properly provided via the app argument. Moving the check ensures it only triggers when the deprecated plugins argument is explicitly used.
The change also enhanced the condition that would trigger the warning to cover the empty list case.
PiperOrigin-RevId: 845746847
Merge https://github.com/google/adk-python/pull/3937
**Please ensure you have read the [contribution guide](https://github.com/google/adk-python/blob/main/CONTRIBUTING.md) before creating a pull request.**
### Link to Issue or Description of Change
Not applicable
**Problem:**
Several markdown files contained typos, grammatical errors (e.g., "search youtubes"), and awkward phrasing.
**Solution:**
Performed a comprehensive quality assurance pass on the documentation.
- Fixed typos in README.md and AGENTS.md.
- Improved grammar and phrasing in CONTRIBUTING.md and sample READMEs.
### Testing Plan
This is a documentation and typo fix PR.
**Unit Tests:**
- [ ] I have added or updated unit tests for my change.
- [ ] All unit tests pass locally.
N/A - Documentation changes only.
**Manual End-to-End (E2E) Tests:**
This is a documentation and typo fix PR.
### Checklist
- [x] I have read the [CONTRIBUTING.md](https://github.com/google/adk-python/blob/main/CONTRIBUTING.md) document.
- [x] I have performed a self-review of my own code.
- [ ] I have commented my code, particularly in hard-to-understand areas.
- [ ] I have added tests that prove my fix is effective or that my feature works.
- [ ] New and existing unit tests pass locally with my changes.
- [x] I have manually tested my changes end-to-end.
- [ ] Any dependent changes have been merged and published in downstream modules.
Co-authored-by: Xiang (Sean) Zhou <seanzhougoogle@google.com>
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/3937 from Goodnight77:docs/fix-typos a0cf4db6741f19c77eeb0746c9db524dd02121ac
PiperOrigin-RevId: 845599254
Merge https://github.com/google/adk-python/pull/3939
### Link to Issue or Description of Change
**1. Link to an existing issue (if applicable):**
n/a
**2. Or, if no issue exists, describe the change:**
**Problem:**
In the Community Repo section of README.md, there was a missing space between the markdown link `[adk-python-community repo](...)` and the word `that`, causing the text to render as `repo](...)that` instead of `repo](...) that`.
**Solution:**
Add a single space between the closing parenthesis of the markdown link and the word "that" to fix the typo.
### Testing Plan
**Unit Tests:**
This is a small documentation/typo fix. No code changes were made.
**Manual End-to-End (E2E) Tests:**
I verified that the markdown renders correctly with proper spacing between the link and following text.
### Checklist
- [x] I have read the [CONTRIBUTING.md](https://github.com/google/adk-python/blob/main/CONTRIBUTING.md) document.
- [x] I have performed a self-review of my own code.
- [x] I have commented my code, particularly in hard-to-understand areas.
- [x] I have added tests that prove my fix is effective or that my feature works.
- [x] New and existing unit tests pass locally with my changes.
- [x] I have manually tested my changes end-to-end.
- [x] Any dependent changes have been merged and published in downstream modules.
### Additional context
This is a minor typo fix in the README.md file. No functional changes.
Co-authored-by: Xiang (Sean) Zhou <seanzhougoogle@google.com>
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/3939 from hiroakis:fix-readme-typo f4e8014367961b55124da57b5c910890a287b2af
PiperOrigin-RevId: 845595505
Part 2 of https://github.com/google/adk-python/discussions/3605.
The DatabaseSessionService now checks for the usage of a V1 schema based on the "adk_internal_metadata" table. Table creation and subsequent operations use either the V0 or V1 SQLAlchemy models accordingly. New databases will default to V1.
Migration script and CLI command will be provided in the next change.
Co-authored-by: Liang Wu <wuliang@google.com>
PiperOrigin-RevId: 845443406
Part 1 of https://github.com/google/adk-python/discussions/3605.
This change adds a new schema that uses JSON serialization to store Events data in the database. A new "adk_internal_metadata" table is also added to store information like schema version. Since we want to keep supporting existing DB, we fork from the original schema and call it "v0", while the new one is called "v1".
The change is no-op for existing users. In later change, the new schema will be used for new databases, and migration scripts will be provided for existing databases.
Co-authored-by: Liang Wu <wuliang@google.com>
PiperOrigin-RevId: 844986248
Merge https://github.com/google/adk-python/pull/3917
To migrate from existing DB :
ALTER TABLE events ALTER COLUMN error_message TYPE TEXT; -- PostgreSQL
ALTER TABLE events MODIFY error_message TEXT; -- MySQL
SQLite: Doesn't enforce VARCHAR length limits anyway. No impact.
### Link to Issue or Description of Change
**1. Link to an existing issue (if applicable):**
n/a
**2. Or, if no issue exists, describe the change:**
**Problem:**
When storing events with error messages longer than 1024 characters using `DatabaseSessionService`, PostgreSQL raises:
```
ERROR: value too long for type character varying(1024)
```
The `error_message` column in `StorageEvent` is defined as `String(1024)`, which maps to `VARCHAR(1024)`. Error messages can exceed 1024 characters.
**Solution:**
Change the column type from `String(1024)` to `Text` to allow unlimited length error messages.
### Testing Plan
**Unit Tests:**
- [x] I have added or updated unit tests for my change.
- [x] All unit tests pass locally.
$ pytest ./tests/unittests/sessions/ -v
======================= 75 passed, 3 warnings in 26.92s ========================
**Manual End-to-End (E2E) Tests:**
- Verified that events with long error messages (>1024 chars) can be stored in PostgreSQL
- Verified backward compatibility with existing databases
### Checklist
- [x] I have read the [CONTRIBUTING.md](https://github.com/google/adk-python/blob/main/CONTRIBUTING.md) document.
- [x] I have performed a self-review of my own code.
- [x] I have commented my code, particularly in hard-to-understand areas.
- [x] I have added tests that prove my fix is effective or that my feature works.
- [x] New and existing unit tests pass locally with my changes.
- [x] I have manually tested my changes end-to-end.
- [x] Any dependent changes have been merged and published in downstream modules.
### Additional context
This is a minimal change (1 line) that only affects the `error_message` column type definition.
Co-authored-by: Xiang (Sean) Zhou <seanzhougoogle@google.com>
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/3917 from hiroakis:main 1474fd552cdbd7206de383e5507fd8a733aecda1
PiperOrigin-RevId: 844845692
This change ensures that file URI parts passed to LiteLLM always include a "format" field. If `mime_type` is not explicitly provided in `FileData`, the system attempts to infer it from the URI's file extension. If inference fails, a default "application/octet-stream" is used. This is necessary because LiteLLM's Vertex AI backend requires the "format" field for GCS URIs.
Close#3787
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 843753810
Merge https://github.com/google/adk-python/pull/2870
## Summary
Add `token_endpoint_auth_method` field to OAuth2Auth class to allow configuring OAuth2 token endpoint authentication methods. This enables users to specify how the client should authenticate with the authorization server's token
endpoint.
• Add `token_endpoint_auth_method` field to `OAuth2Auth` with default value `"client_secret_basic"`
• Update `create_oauth2_session()` to pass the authentication method to `OAuth2Session`
• Maintain backward compatibility with existing OAuth2 configurations
## Unit Tests
Added unit test coverage with 3 new test methods:
1. `test_create_oauth2_session_with_token_endpoint_auth_method()` - Tests explicit auth method setting (`client_secret_post`)
2. `test_create_oauth2_session_with_default_token_endpoint_auth_method()` - Tests default behavior (`client_secret_basic`)
3. `test_create_oauth2_session_oauth2_scheme_with_token_endpoint_auth_method()` - Tests with OAuth2 scheme using `client_secret_jwt`
**Test Results:**
✅ 16/16 OAuth2 credential utility tests passed
✅ 240/240 auth module tests passed (no regressions)
✅ Tests cover both GOOGLE_AI and VERTEX variants
✅ Pylint score: 9.41/10
## Changes Made
**src/google/adk/auth/auth_credential.py**
- Added `token_endpoint_auth_method: Optional[str] = "client_secret_basic"` to `OAuth2Auth` class
**src/google/adk/auth/oauth2_credential_util.py**
- Updated `create_oauth2_session()` to pass `token_endpoint_auth_method` parameter to `OAuth2Session`
**tests/unittests/auth/test_oauth2_credential_util.py**
- Added 3 comprehensive test methods covering different authentication scenarios
## Backward Compatibility
✅ **Non-breaking change** - All existing OAuth2 configurations continue to work unchanged with the default `client_secret_basic` authentication method.
## Supported Authentication Methods
- `client_secret_basic` (default) - Client credentials in Authorization header
- `client_secret_post` - Client credentials in request body
- `client_secret_jwt` - JWT with client secret
- `private_key_jwt` - JWT with private key
Co-authored-by: Xiang (Sean) Zhou <seanzhougoogle@google.com>
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/2870 from sully90:feat/oauth2-token-endpoint-auth-method 04fe8244598f96b4e3366f0fc79382628382e9c2
PiperOrigin-RevId: 843739984
LiteLLM's StreamHandlers output to stderr by default. In cloud environments like GCP, stderr output is treated as ERROR severity regardless of actual log level, causing INFO-level logs to be incorrectly classified as errors.
This change redirects LiteLLM loggers to stdout in two places:
- In `lite_llm.py`: Immediately after litellm import
- In `logs.py`: When `setup_adk_logger()` is called (with guard to check if litellm is imported)
Close#3824
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 843393874
LiteLLM's `ollama_chat` provider does not accept array-based content in messages. This change flattens multipart content by joining text parts or JSON-serializing non-text parts before sending the request to the LiteLLM completion API. This ensures compatibility with Ollama's chat endpoint.
Close#3727
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 843382361
The `_to_litellm_response_format` function now adapts the output format based on the provided model. Gemini models continue to use the "response_schema" key, while OpenAI-compatible models (including Azure OpenAI and Anthropic) now use the "json_schema" key as per LiteLLM's documentation for JSON mode. The schema name is also included in the "json_schema" format.
Close#3713Close#3890
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 843326850
Explicitly resolve the GCP project from arguments or environment variables before calling `spanner.Client`. This avoids redundant calls to `google.auth.default()` that newer versions of the Spanner library might make.
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 843320305
Performance: Switched to BigQuery Storage Write API with async batching, reducing agent latency.
Multimodal: Native support for GCS offloading (ObjectRef) for images, video, and large text.
Reliability: Added connection pooling, retries, and a "rescue flush" for safe shutdown on Cloud Run.
Observability: Fixed distributed tracing hierarchy with ContextVars support.
PiperOrigin-RevId: 843062561
This change introduces an add_session_to_memory method to both CallbackContext and ToolContext, allowing agents and tools to explicitly trigger the saving of the current session to the memory service. This enables more fine-grained control over when session data is persisted for memory generation. A ValueError is raised if the memory service is not configured.
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 843021899
Merge https://github.com/google/adk-python/pull/3875
# Problem
The example in `contributing/samples/human_in_loop/README.md` shows:
```python
await runner.run_async(...)
```
However, `run_async` returns an **async generator**, so awaiting it raises:
```
TypeError: object async_generator can't be used in 'await' expression
```
Additionally, the example payload uses `"ticket-id"` while ADK tools and other examples use `"ticketId"`, creating a mismatch that breaks copy/paste usage.
# Solution
- Updated the snippet to consume the async generator correctly:
```python
async for event in runner.run_async(...):
...
```
- Aligned the payload key from `"ticket-id"` → `"ticketId"` for consistency with ADK schema and other examples.
These changes make the example runnable and consistent with the API’s actual behavior.
# Testing Plan
This PR is a **small documentation correction**, so no unit tests are required per contribution guidelines.
- Verified the corrected snippet manually to ensure it no longer raises `TypeError`.
# Checklist
- [x] I have read the CONTRIBUTING.md document.
- [x] I have performed a self-review of my own code.
- [ ] I have commented my code, particularly in hard-to-understand areas. *(N/A – docs only)*
- [ ] I have added tests that prove my fix is effective or that my feature works. *(N/A – docs only)*
- [ ] New and existing unit tests pass locally with my changes. *(N/A – docs only)*
- [x] I have manually tested my changes end-to-end.
- [ ] Any dependent changes have been merged and published in downstream modules. *(N/A)*
COPYBARA_INTEGRATE_REVIEW=https://github.com/google/adk-python/pull/3875 from krishna-dhulipalla:docs/fix-adk-run_async-example 83fc5b430690b63b8b7bf1025ef03b0761264751
PiperOrigin-RevId: 842952362
When users instantiate LlmAgent directly (not subclassed), the origin inference incorrectly detected ADK's internal google/adk/agents/ path as a mismatch.
Use metadata from AgentLoader when available
Skip inference for google.adk.* module
Close#3143
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 842774292
Context: many issues related to local mult-agent system is tagged with a2a
Co-authored-by: Xiang (Sean) Zhou <seanzhougoogle@google.com>
PiperOrigin-RevId: 842397159
Add using the execute sql query return result as list of dictionaries.
In each dictionary the key is the column name and the value is the value of
the that column in a given row.
PiperOrigin-RevId: 840909555
This change introduces a `verify` parameter to `RestApiTool` and `OpenAPIToolset`. This parameter allows users to configure how SSL certificates are verified when making API calls using the `requests` library. Options include providing a path to a CA bundle, disabling verification, or using a custom `ssl.SSLContext`. New methods `configure_verify` and `configure_verify_all` are added to update this setting after initialization. This is useful for environments with TLS-intercepting proxies.
Fixes: https://github.com/google/adk-python/issues/3720
Co-authored-by: Xuan Yang <xygoogle@google.com>
PiperOrigin-RevId: 840809727
The RemoteA2aAgent now extracts a "task_id" from the custom metadata of the last agent event in the session, alongside the existing "context_id". This task_id is then included in the A2AMessage sent to the remote A2A service.
Close#3765
PiperOrigin-RevId: 840375992
Update fastapi constraint from <0.119.0 to <0.124.0
Update starlette minimum version from >=0.46.2 to >=0.49.1
Closes#3822
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 840372879
When converting `types.Content` with a `function_response` to LiteLLM's `ChatCompletionToolMessage`, if the response is already a string, use it directly. Otherwise, serialize the response to JSON. This prevents double-serialization of string payloads
Close#3676
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 840013822
This change refactors how session, memory, and artifact services are created in the fast_api server, using the shared service_factory.
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 839997110
This change introduces `Gemma3Ollama`, a new LLM model class for running Gemma 3 models locally via Ollama, leveraging LiteLLM. The function calling logic previously in the `Gemma` class has been refactored into a `GemmaFunctionCallingMixin` and is now used by both `Gemma` and `Gemma3Ollama`. A new sample application, `hello_world_gemma3_ollama`, is added to demonstrate using `Gemma3Ollama` with an agent. Unit tests for `Gemma3Ollama` are also included.
Merge: https://github.com/google/adk-python/pull/3120
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 839996879
This change expands the supported file MIME types and introduces provider-specific handling for file uploads. For providers like OpenAI and Azure, inline file data is now uploaded via `litellm.acreate_file` to obtain a `file_id`, which is then used in the message content. Other providers continue to use base64 encoded file data. Affected functions have been updated to be asynchronous
Merge:https://github.com/google/adk-python/pull/2863
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 839996848
The RemoteA2aAgent now extracts a "task_id" from the custom metadata of the last agent event in the session, alongside the existing "context_id". This task_id is then included in the A2AMessage sent to the remote A2A service.
Close#3765
Co-authored-by: George Weale <gweale@google.com>
PiperOrigin-RevId: 839996774
* The newly released Gemini [Interactions API](https://ai.google.dev/gemini-api/docs/interactions) is supported in ADK now. To use it:
```Python
Agent(
model=Gemini(
model="gemini-3-pro-preview",
use_interactions_api=True,
),
name="...",
description="...",
instruction="...",
)
```
see [samples](https://github.com/google/adk-python/tree/main/contributing/samples/interactions_api) for details
* **[Services]**
* Add `add_session_to_memory` to `CallbackContext` and `ToolContext` to explicitly save the current session to memory ([7b356dd](https://github.com/google/adk-python/commit/7b356ddc1b1694d2c8a9eee538f3a41cf5518e42))
* **[Plugins]**
* Add location for table in agent events in plugin BigQueryAgentAnalytics ([507424a](https://github.com/google/adk-python/commit/507424acb9aabc697fc64ef2e9a57875f25f0a21))
* Upgrade BigQueryAgentAnalyticsPlugin to v2.0 with improved performance, multimodal support, and reliability ([7b2fe14](https://github.com/google/adk-python/commit/7b2fe14dab96440ee25b66dae9e66eadba629a56))
* **[A2A]**
* Adds ADK EventActions to A2A response ([32e87f6](https://github.com/google/adk-python/commit/32e87f6381ff8905a06a9a43a0207d758a74299d))
* **[Tools]**
* Add `header_provider` to `OpenAPIToolset` and `RestApiTool` ([e1a7593](https://github.com/google/adk-python/commit/e1a7593ae8455d51cdde46f5165410217400d3c9))
* Add SSL certificate verification configuration to OpenAPI tools using the `verify` parameter ([9d2388a](https://github.com/google/adk-python/commit/9d2388a46f7a481ea1ec522f33641a06c64394ed))
* Use json schema for function tool declaration when feature enabled ([cb3244b](https://github.com/google/adk-python/commit/cb3244bb58904ab508f77069b436f85b442d3299))
* **[Models]**
* Add Gemma3Ollama model integration and a sample ([e9182e5](https://github.com/google/adk-python/commit/e9182e5eb4a37fb5219fc607cd8f06d7e6982e83))
### Bug Fixes
* Install dependencies for py 3.10 ([9cccab4](https://github.com/google/adk-python/commit/9cccab453706138826f313c47118812133e099c4))
* Refactor LiteLLM response schema formatting for different models ([894d8c6](https://github.com/google/adk-python/commit/894d8c6c2652492324c428e8dae68a8646b17485))
* Resolve project and credentials before creating Spanner client ([99f893a](https://github.com/google/adk-python/commit/99f893ae282a04c67cce5f80e87d3bfadd3943e6))
* Avoid false positive "App name mismatch" warnings in Runner ([6388ba3](https://github.com/google/adk-python/commit/6388ba3b2054e60d218eae6ec8abc621ed0a1139))
* Update the code to work with either 1 event or more than 1 events ([4f54660](https://github.com/google/adk-python/commit/4f54660d6de54ddde0fec6e09fdd68890ce657ca))
* OpenAPI schema generation by skipping JSON schema for judge_model_config ([56775af](https://github.com/google/adk-python/commit/56775afc48ee54e9cbea441a6e0fa6c8a12891b9))
* Add tool_name_prefix support to OpenAPIToolset ([82e6623](https://github.com/google/adk-python/commit/82e6623fa97fb9cbc6893b44e228f4da098498da))
* Pass context to client interceptors ([143ad44](https://github.com/google/adk-python/commit/143ad44f8c5d1c56fc92dd691589aaa0b788e485))
* Yield event with error code when agent run raised A2AClientHTTPError ([b7ce5e1](https://github.com/google/adk-python/commit/b7ce5e17b6653074c5b41d08b2027b5e9970a671))
* Handle string function responses in LiteLLM conversion ([2b64715](https://github.com/google/adk-python/commit/2b6471550591ee7fc5f70f79e66a6e4080df442b))
* ApigeeLLM support for Built-in tools like GoogleSearch, BuiltInCodeExecutor when calling Gemini models through Apigee ([a9b853f](https://github.com/google/adk-python/commit/a9b853fe364d08703b37914a89cf02293b5c553b))
* Extract and propagate task_id in RemoteA2aAgent ([82bd4f3](https://github.com/google/adk-python/commit/82bd4f380bd8b4822191ea16e6140fe2613023ad))
* Update FastAPI and Starlette to fix CVE-2025-62727 (ReDoS vulnerability) ([c557b0a](https://github.com/google/adk-python/commit/c557b0a1f2aac9f0ef7f1e0f65e3884007407e30))
* Add client id to token exchange ([f273517](https://github.com/google/adk-python/commit/f2735177f195b8d7745dba6360688ddfebfed31a))
### Improvements
* Normalize multipart content for LiteLLM's ollama_chat provider ([055dfc7](https://github.com/google/adk-python/commit/055dfc79747aa365db8441908d4994f795e94a68))
* Update adk web, fixes image not rendering, state not updating, update drop down box width and trace icons ([df86847](https://github.com/google/adk-python/commit/df8684734bbfd5a8afe3b4362574fe93dcb43048))
* Add sample agent for interaction api integration ([68d7048](https://github.com/google/adk-python/commit/68d70488b9340251a9d37e8ae3a9166870f26aa1))
* Update genAI SDK version ([f0bdcab](https://github.com/google/adk-python/commit/f0bdcaba449f21bd8c27cde7dbedc03bf5ec5349))
* Introduce `build_function_declaration_with_json_schema` to use pydantic to generate json schema for FunctionTool ([51a638b](https://github.com/google/adk-python/commit/51a638b6b85943d4aaec4ee37c95a55386ebac90))
* Update component definition for triaging agent ([ee743bd](https://github.com/google/adk-python/commit/ee743bd19a8134129111fc4769ec24e40a611982))
* Migrate Google tools to use the new feature decorator ([bab5729](https://github.com/google/adk-python/commit/bab57296d553cb211106ece9ee2c226c64a60c57))
* Migrate computer to use the new feature decorator ([1ae944b](https://github.com/google/adk-python/commit/1ae944b39d9cf263e15b36c76480975fe4291d22))
* Add Spanner execute sql query result mode using list of dictionaries ([f22bac0](https://github.com/google/adk-python/commit/f22bac0b202cd8f273bf2dee9fff57be1b40730d))
* Improve error message for missing `invocation_id` and `new_message` in `run_async` ([de841a4](https://github.com/google/adk-python/commit/de841a4a0982d98ade4478f10481c817a923faa2))
* Returns dict as result from McpTool to comply with BaseTool expectations ([4df9263](https://github.com/google/adk-python/commit/4df926388b6e9ebcf517fbacf2f5532fd73b0f71))
* Fixes the identity prompt to be one line ([7d5c6b9](https://github.com/google/adk-python/commit/7d5c6b9acf0721dd230f08df919c7409eed2b7d0))
* Fix the broken langchain importing caused their 1.0.0 release ([c850da3](https://github.com/google/adk-python/commit/c850da3a07ec1441037ced1b654d8aacacd277ab))
* Fix the broken langchain importing caused by their 1.0.0 release ([c850da3](https://github.com/google/adk-python/commit/c850da3a07ec1441037ced1b654d8aacacd277ab))
* Fix BuiltInCodeExecutor to support visualizations ([ce3418a](https://github.com/google/adk-python/commit/ce3418a69de56570847d45f56ffe7139ab0a47aa))
* Improve error message when adk web is run in wrong directory ([4a842c5](https://github.com/google/adk-python/commit/4a842c5a1334c3ee01406f796651299589fe12ab))
@@ -559,7 +629,7 @@
### Documentation
* Clean up docs in sample [a360bc2](https://github.com/google/adk-python/commit/a360bc25429bf4bef6a80da59afe30d6933a844b)
* Fixes root_agent.yaml in tool_mcp_stdio_notion_config for Agent Config sample and add README.md [2c088ac](https://github.com/google/adk-python/commit/2c088acc9b34f030537b02b45a4afd458445d15b)
* Fixes root_agent.yaml in tool_mcp_stdio_notion_config for Agent Config sample and adds README.md [2c088ac](https://github.com/google/adk-python/commit/2c088acc9b34f030537b02b45a4afd458445d15b)
* Add What's new section to README.md [ccab076](https://github.com/google/adk-python/commit/ccab076aceff917591eb3a3cc89a9f85226b832a)
@@ -158,13 +158,13 @@ We welcome contributions from the community! Whether it's bug reports, feature r
## Community Repo
We have [adk-python-community repo](https://github.com/google/adk-python-community)that is home to a growing ecosystem of community-contributed tools, third-party
We have [adk-python-community repo](https://github.com/google/adk-python-community)that is home to a growing ecosystem of community-contributed tools, third-party
service integrations, and deployment scripts that extend the core capabilities
of the ADK.
## 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.
If you want 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.
This folder host resources for ADK contributors, for example, testing samples etc.
This folder hosts resources for ADK contributors, for example, testing samples etc.
## Samples
@@ -13,4 +13,4 @@ Samples folder host samples to test different features. The samples are usually
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.
-> **Report**: "Analysis for Issue #[number]: ACTIVE. Last action was by user. No action."
- **Check Role**: If `last_action_role` is 'maintainer':
@@ -53,16 +53,21 @@ Your job is to analyze a specific issue and report findings before taking action
**STEP 3: ANALYZE MAINTAINER INTENT**
- **Context**: The last person to act was a Maintainer.
- **Action**: Read the text in `last_comment_text`.
- **Question Check**: Does the text ask a question, request clarification, ask for logs, or suggest trying a fix?
- **Action**: Analyze `last_comment_text` using `maintainers` list and `last_actor_name`.
- **Internal Discussion Check**: Does the comment mention or address any username found in the `maintainers` list (other than the speaker `last_actor_name`)?
- **Verdict**: **ACTIVE** (Internal Team Discussion).
- **Report**: "Analysis for Issue #[number]: ACTIVE. Maintainer is discussing with another maintainer. No action."
- **Question Check**: Does the text ask a question, request clarification, ask for logs, or give suggestions?
- **Time Check**: Is `days_since_activity` > {stale_threshold_days}?
- **DECISION**:
- **IF (Question == YES) AND (Time == YES)**:
- **IF (Question == YES) AND (Time == YES) AND (Internal Discussion Check == FALSE):**
- **Action**: Call `add_stale_label_and_comment`.
- **Check**: If '{REQUEST_CLARIFICATION_LABEL}' is not in `current_labels`, call `add_label_to_issue` for it.
- **Check**: If '{REQUEST_CLARIFICATION_LABEL}' is not in `current_labels`, call `add_label_to_issue` with '{REQUEST_CLARIFICATION_LABEL}'.
- **Report**: "Analysis for Issue #[number]: STALE. Maintainer asked question [days_since_activity] days ago. Marking stale."
- **IF (Question == YES) BUT (Time == NO)**:
- **Report**: "Analysis for Issue #[number]: PENDING. Maintainer asked question, but threshold not met yet. No action."
- **IF (Question == NO)** (e.g., "I am working on this"):
- **Report**: "Analysis for Issue #[number]: ACTIVE. Maintainer gave status update (not a question). No action."
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