chore: bump version number to 1.4.2

PiperOrigin-RevId: 773867075

.github/workflows/check-file-contents.yml

@@ -0,0 +1,113 @@
+# 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.
+
+name: "Check file contents"
+
+on:
+  pull_request:
+    paths:
+      - '**.py'
+
+jobs:
+  check-file-contents:
+    runs-on: ubuntu-latest
+    steps:
+      - name: Checkout Code
+        uses: actions/checkout@v4
+        with:
+          fetch-depth: 2
+
+      - name: Check for logger pattern in all changed Python files
+        run: |
+          git fetch origin ${{ github.base_ref }}
+          CHANGED_FILES=$(git diff --diff-filter=ACMR --name-only origin/${{ github.base_ref }}...HEAD | grep -E '\.py$' || true)
+          if [ -n "$CHANGED_FILES" ]; then
+            echo "Changed Python files to check:"
+            echo "$CHANGED_FILES"
+            echo ""
+
+            # Check for 'logger = logging.getLogger(__name__)' in changed .py files.
+            # The grep command will exit with a non-zero status code if the pattern is not found.
+            # We invert the exit code with ! so the step succeeds if the pattern is NOT found.
+            set +e
+            FILES_WITH_FORBIDDEN_LOGGER=$(grep -lE 'logger = logging\.getLogger\(__name__\)' $CHANGED_FILES)
+            GREP_EXIT_CODE=$?
+            set -e
+
+            # grep exits with 0 if matches are found, 1 if no matches are found.
+            # A non-zero exit code other than 1 indicates an error.
+            if [ $GREP_EXIT_CODE -eq 0 ]; then
+              echo "❌ Found forbidden use of 'logger = logging.getLogger(__name__)'. Please use 'logger = logging.getLogger('google_adk.' + __name__)' instead."
+              echo "The following files contain the forbidden pattern:"
+              echo "$FILES_WITH_FORBIDDEN_LOGGER"
+              exit 1
+            elif [ $GREP_EXIT_CODE -eq 1 ]; then
+              echo "✅ No instances of 'logger = logging.getLogger(__name__)' found in changed Python files."
+            fi
+          else
+            echo "✅ No relevant Python files found."
+          fi
+
+      - name: Check for import pattern in certain changed Python files
+        run: |
+          git fetch origin ${{ github.base_ref }}
+          CHANGED_FILES=$(git diff --diff-filter=ACMR --name-only origin/${{ github.base_ref }}...HEAD | grep -E '\.py$' | grep -v -E '__init__.py$|version.py$|tests/.*|contributing/samples/' || true)
+          if [ -n "$CHANGED_FILES" ]; then
+            echo "Changed Python files to check:"
+            echo "$CHANGED_FILES"
+            echo ""
+
+            # Use grep -L to find files that DO NOT contain the pattern.
+            # This command will output a list of non-compliant files.
+            FILES_MISSING_IMPORT=$(grep -L 'from __future__ import annotations' $CHANGED_FILES)
+
+            # Check if the list of non-compliant files is empty
+            if [ -z "$FILES_MISSING_IMPORT" ]; then
+              echo "✅ All modified Python files include 'from __future__ import annotations'."
+              exit 0
+            else
+              echo "❌ The following files are missing 'from __future__ import annotations':"
+              echo "$FILES_MISSING_IMPORT"
+              echo "This import is required to allow forward references in type annotations without quotes."
+              exit 1
+            fi
+          else
+            echo "✅ No relevant Python files found."
+          fi
+
+      - name: Check for import from cli package in certain changed Python files
+        run: |
+          git fetch origin ${{ github.base_ref }}
+          CHANGED_FILES=$(git diff --diff-filter=ACMR --name-only origin/${{ github.base_ref }}...HEAD | grep -E '\.py$' | grep -v -E 'cli/.*|tests/.*|contributing/samples/' || true)
+          if [ -n "$CHANGED_FILES" ]; then
+            echo "Changed Python files to check:"
+            echo "$CHANGED_FILES"
+            echo ""
+
+            set +e
+            FILES_WITH_FORBIDDEN_IMPORT=$(grep -lE '^from.*cli.*import.*$' $CHANGED_FILES)
+            GREP_EXIT_CODE=$?
+            set -e
+
+            if [[ $GREP_EXIT_CODE -eq 0 ]]; then
+              echo "❌ Do not import from the cli package outside of the cli package. If you need to reuse the code elsewhere, please move the code outside of the cli package."
+              echo "The following files contain the forbidden pattern:"
+              echo "$FILES_WITH_FORBIDDEN_IMPORT"
+              exit 1
+            else
+              echo "✅ No instances of importing from the cli package found in relevant changed Python files."
+            fi
+          else
+            echo "✅ No relevant Python files found."
+          fi

.github/workflows/python-unit-tests.yml

@@ -43,11 +43,19 @@ jobs:
       run: |
         uv venv .venv
         source .venv/bin/activate
-        uv sync --extra test --extra eval
+        uv sync --extra test --extra eval --extra a2a
 
     - name: Run unit tests with pytest
       run: |
         source .venv/bin/activate
-        pytest tests/unittests \
-          --ignore=tests/unittests/artifacts/test_artifact_service.py \
-          --ignore=tests/unittests/tools/google_api_tool/test_googleapi_to_openapi_converter.py
+        if [[ "${{ matrix.python-version }}" == "3.9" ]]; then
+          pytest tests/unittests \
+            --ignore=tests/unittests/a2a \
+            --ignore=tests/unittests/tools/mcp_tool \
+            --ignore=tests/unittests/artifacts/test_artifact_service.py \
+            --ignore=tests/unittests/tools/google_api_tool/test_googleapi_to_openapi_converter.py
+        else
+          pytest tests/unittests \
+            --ignore=tests/unittests/artifacts/test_artifact_service.py \
+            --ignore=tests/unittests/tools/google_api_tool/test_googleapi_to_openapi_converter.py
+        fi

.github/workflows/triage.yml

@@ -0,0 +1,43 @@
+name: ADK Issue Triaging Agent
+
+on:
+  issues:
+    types: [opened, reopened]
+  schedule:
+    - cron: '0 */6 * * *' # every 6h
+
+jobs:
+  agent-triage-issues:
+    runs-on: ubuntu-latest
+    permissions:
+      issues: write
+      contents: read
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install requests google-adk
+
+      - name: Run Triaging Script
+        env:
+          GITHUB_TOKEN: ${{ secrets.ADK_TRIAGE_AGENT }}
+          GOOGLE_API_KEY: ${{ secrets.GOOGLE_API_KEY }}
+          GOOGLE_GENAI_USE_VERTEXAI: 0
+          OWNER: 'google'
+          REPO: 'adk-python'
+          INTERACTIVE: 0
+          EVENT_NAME: ${{ github.event_name }} # 'issues', 'schedule', etc.
+          ISSUE_NUMBER: ${{ github.event.issue.number }}
+          ISSUE_TITLE: ${{ github.event.issue.title }}
+          ISSUE_BODY: ${{ github.event.issue.body }}
+          ISSUE_COUNT_TO_PROCESS: '3' # Process 3 issues at a time on schedule
+        run: python contributing/samples/adk_triaging_agent/main.py

CHANGELOG.md

@@ -1,5 +1,181 @@
 # Changelog
 
+## [1.4.2](https://github.com/google/adk-python/compare/v1.4.1...v1.4.2) (2025-06-20)
+
+
+### Bug Fixes
+
+* 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))
+
+## [1.4.1](https://github.com/google/adk-python/compare/v1.3.0...v1.4.1) (2025-06-18)
+
+
+### Features
+
+* Add Authenticated Tool (Experimental) ([dcea776](https://github.com/google/adk-python/commit/dcea7767c67c7edfb694304df32dca10b74c9a71))
+* 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))
+* Enable MCP Tool Auth (Experimental) ([157d9be](https://github.com/google/adk-python/commit/157d9be88d92f22320604832e5a334a6eb81e4af))
+* 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))
+
+### Bug Fixes
+
+* Fix Agent generate config err ([#1305](https://github.com/google/adk-python/issues/1305)) ([badbcbd](https://github.com/google/adk-python/commit/badbcbd7a464e6b323cf3164d2bcd4e27cbc057f))
+* Fix Agent generate config error ([#1450](https://github.com/google/adk-python/issues/1450)) ([694b712](https://github.com/google/adk-python/commit/694b71256c631d44bb4c4488279ea91d82f43e26))
+* 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))
+
+
+
+## [1.3.0](https://github.com/google/adk-python/compare/v1.2.1...v1.3.0) (2025-06-11)
+
+
+### Features
+
+* 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))
+* Tool enhancements:
+  * Add url_context_tool ([fe1de7b](https://github.com/google/adk-python/commit/fe1de7b10326a38e0d5943d7002ac7889c161826))
+  * 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))
+* Fix broken agent graphs ([3b1f2ae](https://github.com/google/adk-python/commit/3b1f2ae9bfdb632b52e6460fc5b7c9e04748bd50))
+* 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))
+
+
+## [1.2.1](https://github.com/google/adk-python/compare/v1.2.0...v1.2.1) (2025-06-04)
+
+
+### Bug Fixes
+
+* Import deprecated from typing_extensions ([068df04](https://github.com/google/adk-python/commit/068df04bcef694725dd36e09f4476b5e67f1b456))
+
+
+## [1.2.0](https://github.com/google/adk-python/compare/v1.1.1...v1.2.0) (2025-06-04)
+
+
+### Features
+
+* 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))
+* Add jira_agent adk samples code which connect Jira cloud ([8759a25](https://github.com/google/adk-python/commit/8759a2525170edb2f4be44236fa646a93ba863e6))
+* 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))
+* Restore errors path ([32c5ffa](https://github.com/google/adk-python/commit/32c5ffa8ca5e037f41ff345f9eecf5b26f926ea1))
+* 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))
+* Update pending event dialog style ([1db601c](https://github.com/google/adk-python/commit/1db601c4bd90467b97a2f26fe9d90d665eb3c740))
+* 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))
+* ADK: add section comment ([349a414](https://github.com/google/adk-python/commit/349a414120fbff0937966af95864bd683f063d08))
+
+
+### Chore
+
+* Miscellaneous changes ([0724a83](https://github.com/google/adk-python/commit/0724a83aa9cda00c1b228ed47a5baa7527bb4a0a), [a9dcc58](https://github.com/google/adk-python/commit/a9dcc588ad63013d063dbe37095c0d2e870142c3), [ac52eab](https://github.com/google/adk-python/commit/ac52eab88eccafa451be7584e24aea93ff15f3f3), [a0714b8](https://github.com/google/adk-python/commit/a0714b8afc55461f315ede8451b17aad18d698dd))
+* Enable release-please workflow ([57d99aa](https://github.com/google/adk-python/commit/57d99aa7897fb229f41c2a08034606df1e1e6064))
+* 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

README.md

@@ -3,6 +3,7 @@
 [![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](LICENSE)
 [![Python Unit Tests](https://github.com/google/adk-python/actions/workflows/python-unit-tests.yml/badge.svg)](https://github.com/google/adk-python/actions/workflows/python-unit-tests.yml)
 [![r/agentdevelopmentkit](https://img.shields.io/badge/Reddit-r%2Fagentdevelopmentkit-FF4500?style=flat&logo=reddit&logoColor=white)](https://www.reddit.com/r/agentdevelopmentkit/)
+[![Ask DeepWiki](https://deepwiki.com/badge.svg)](https://deepwiki.com/google/adk-python)
 
 <html>
     <h2 align="center">

contributing/README.md

@@ -2,7 +2,7 @@
 
 This folder host resources for ADK contributors, for example, testing samples etc.
 
-# Samples
+## Samples
 
 Samples folder host samples to test different features. The samples are usually minimal and simplistic to test one or a few scenarios.
 

contributing/samples/adk_triaging_agent/README.md

@@ -0,0 +1,67 @@
+# ADK Issue Triaging Assistant
+
+The ADK Issue Triaging Assistant is a Python-based agent designed to help manage and triage GitHub issues for the `google/adk-python` repository. It uses a large language model to analyze new and unlabelled issues, recommend appropriate labels based on a predefined set of rules, and apply them.
+
+This agent can be operated in two distinct modes: an interactive mode for local use or as a fully automated GitHub Actions workflow.
+
+---
+
+## Interactive Mode
+
+This mode allows you to run the agent locally to review its recommendations in real-time before any changes are made to your repository's issues.
+
+### Features
+* **Web Interface**: The agent's interactive mode can be rendered in a web browser using the ADK's `adk web` command.
+* **User Approval**: In interactive mode, the agent is instructed to ask for your confirmation before applying a label to a GitHub issue.
+
+### Running in Interactive Mode
+To run the agent in interactive mode, first set the required environment variables. Then, execute the following command in your terminal:
+
+```bash
+adk web
+```
+This will start a local server and provide a URL to access the agent's web interface in your browser.
+
+---
+
+## GitHub Workflow Mode
+
+For automated, hands-off issue triaging, the agent can be integrated directly into your repository's CI/CD pipeline using a GitHub Actions workflow.
+
+### Workflow Triggers
+The GitHub workflow is configured to run on specific triggers:
+
+1.  **Issue Events**: The workflow executes automatically whenever a new issue is `opened` or an existing one is `reopened`.
+
+2.  **Scheduled Runs**: The workflow also runs on a recurring schedule (every 6 hours) to process any unlabelled issues that may have been missed.
+
+### Automated Labeling
+When running as part of the GitHub workflow, the agent operates non-interactively. It identifies the best label and applies it directly without requiring user approval. This behavior is configured by setting the `INTERACTIVE` environment variable to `0` in the workflow file.
+
+### Workflow Configuration
+The workflow is defined in a YAML file (`.github/workflows/triage.yml`). This file contains the steps to check out the code, set up the Python environment, install dependencies, and run the triaging script with the necessary environment variables and secrets.
+
+---
+
+## Setup and Configuration
+
+Whether running in interactive or workflow mode, the agent requires the following setup.
+
+### Dependencies
+The agent requires the following Python libraries.
+
+```bash
+pip install --upgrade pip
+pip install google-adk requests
+```
+
+### Environment Variables
+The following environment variables are required for the agent to connect to the necessary services.
+
+* `GITHUB_TOKEN`: **(Required)** A GitHub Personal Access Token with `issues:write` permissions. Needed for both interactive and workflow modes.
+* `GOOGLE_API_KEY`: **(Required)** Your API key for the Gemini API. Needed for both interactive and workflow modes.
+* `OWNER`: The GitHub organization or username that owns the repository (e.g., `google`). Needed for both modes.
+* `REPO`: The name of the GitHub repository (e.g., `adk-python`). Needed for both modes.
+* `INTERACTIVE`: Controls the agent's interaction mode. For the automated workflow, this is set to `0`. For interactive mode, it should be set to `1` or left unset.
+
+For local execution in interactive mode, you can place these variables in a `.env` file in the project's root directory. For the GitHub workflow, they should be configured as repository secrets.

contributing/samples/adk_triaging_agent/agent.py

@@ -0,0 +1,145 @@
+# 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.
+
+import os
+
+from google.adk import Agent
+import requests
+
+GITHUB_TOKEN = os.getenv("GITHUB_TOKEN")
+if not GITHUB_TOKEN:
+  raise ValueError("GITHUB_TOKEN environment variable not set")
+
+OWNER = os.getenv("OWNER", "google")
+REPO = os.getenv("REPO", "adk-python")
+BOT_LABEL = os.getenv("BOT_LABEL", "bot_triaged")
+
+BASE_URL = "https://api.github.com"
+
+headers = {
+    "Authorization": f"token {GITHUB_TOKEN}",
+    "Accept": "application/vnd.github.v3+json",
+}
+
+ALLOWED_LABELS = [
+    "documentation",
+    "services",
+    "question",
+    "tools",
+    "eval",
+    "live",
+    "models",
+    "tracing",
+    "core",
+    "web",
+]
+
+
+def is_interactive():
+  return os.environ.get("INTERACTIVE", "1").lower() in ["true", "1"]
+
+
+def list_issues(issue_count: int):
+  """
+  Generator to list all issues for the repository by handling pagination.
+
+  Args:
+    issue_count: number of issues to return
+
+  """
+  query = f"repo:{OWNER}/{REPO} is:open is:issue no:label"
+
+  unlabelled_issues = []
+  url = f"{BASE_URL}/search/issues"
+
+  params = {
+      "q": query,
+      "sort": "created",
+      "order": "desc",
+      "per_page": issue_count,
+      "page": 1,
+  }
+  response = requests.get(url, headers=headers, params=params, timeout=60)
+  response.raise_for_status()
+  json_response = response.json()
+  issues = json_response.get("items", None)
+  if not issues:
+    return []
+  for issue in issues:
+    if not issue.get("labels", None) or len(issue["labels"]) == 0:
+      unlabelled_issues.append(issue)
+  return unlabelled_issues
+
+
+def add_label_to_issue(issue_number: str, label: str):
+  """
+  Add the specified label to the given issue number.
+
+  Args:
+    issue_number: issue number of the Github issue, in string foramt.
+    label: label to assign
+  """
+  print(f"Attempting to add label '{label}' to issue #{issue_number}")
+  if label not in ALLOWED_LABELS:
+    error_message = (
+        f"Error: Label '{label}' is not an allowed label. Will not apply."
+    )
+    print(error_message)
+    return {"status": "error", "message": error_message, "applied_label": None}
+
+  url = f"{BASE_URL}/repos/{OWNER}/{REPO}/issues/{issue_number}/labels"
+  payload = [label, BOT_LABEL]
+  response = requests.post(url, headers=headers, json=payload, timeout=60)
+  response.raise_for_status()
+  return response.json()
+
+
+approval_instruction = (
+    "Only label them when the user approves the labeling!"
+    if is_interactive()
+    else (
+        "Do not ask for user approval for labeling! If you can't find a"
+        " appropriate labels for the issue, do not label it."
+    )
+)
+
+root_agent = Agent(
+    model="gemini-2.5-pro-preview-05-06",
+    name="adk_triaging_assistant",
+    description="Triage ADK issues.",
+    instruction=f"""
+      You are a Github adk-python repo triaging bot. You will help get issues, and recommend a label.
+      IMPORTANT: {approval_instruction}
+      Here are the rules for labeling:
+      - If the user is asking about documentation-related questions, label it with "documentation".
+      - If it's about session, memory services, label it with "services"
+      - If it's about UI/web, label it with "web"
+      - If the user is asking about a question, label it with "question"
+      - If it's related to tools, label it with "tools"
+      - If it's about agent evalaution, then label it with "eval".
+      - If it's about streaming/live, label it with "live".
+      - If it's about model support(non-Gemini, like Litellm, Ollama, OpenAI models), label it with "models".
+      - If it's about tracing, label it with "tracing".
+      - If it's agent orchestration, agent definition, label it with "core".
+      - If you can't find a appropriate labels for the issue, follow the previous instruction that starts with "IMPORTANT:".
+
+      Present the followings in an easy to read format highlighting issue number and your label.
+      - the issue summary in a few sentence
+      - your label recommendation and justification
+    """,
+    tools=[
+        list_issues,
+        add_label_to_issue,
+    ],
+)

contributing/samples/adk_triaging_agent/main.py

@@ -0,0 +1,164 @@
+# 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.
+
+import asyncio
+import os
+import time
+
+import agent
+from dotenv import load_dotenv
+from google.adk.agents.run_config import RunConfig
+from google.adk.runners import InMemoryRunner
+from google.adk.sessions import Session
+from google.genai import types
+import requests
+
+load_dotenv(override=True)
+
+OWNER = os.getenv("OWNER", "google")
+REPO = os.getenv("REPO", "adk-python")
+GITHUB_TOKEN = os.getenv("GITHUB_TOKEN")
+BASE_URL = "https://api.github.com"
+headers = {
+    "Authorization": f"token {GITHUB_TOKEN}",
+    "Accept": "application/vnd.github.v3+json",
+}
+
+if not GITHUB_TOKEN:
+  print(
+      "Warning: GITHUB_TOKEN environment variable not set. API calls might"
+      " fail."
+  )
+
+
+async def fetch_specific_issue_details(issue_number: int):
+  """Fetches details for a single issue if it's unlabelled."""
+  if not GITHUB_TOKEN:
+    print("Cannot fetch issue details: GITHUB_TOKEN is not set.")
+    return None
+
+  url = f"{BASE_URL}/repos/{OWNER}/{REPO}/issues/{issue_number}"
+  print(f"Fetching details for specific issue: {url}")
+  try:
+    response = requests.get(url, headers=headers, timeout=60)
+    response.raise_for_status()
+    issue_data = response.json()
+    if not issue_data.get("labels") or len(issue_data["labels"]) == 0:
+      print(f"Issue #{issue_number} is unlabelled. Proceeding.")
+      return {
+          "number": issue_data["number"],
+          "title": issue_data["title"],
+          "body": issue_data.get("body", ""),
+      }
+    else:
+      print(f"Issue #{issue_number} is already labelled. Skipping.")
+      return None
+  except requests.exceptions.RequestException as e:
+    print(f"Error fetching issue #{issue_number}: {e}")
+    if hasattr(e, "response") and e.response is not None:
+      print(f"Response content: {e.response.text}")
+    return None
+
+
+async def main():
+  app_name = "triage_app"
+  user_id_1 = "triage_user"
+  runner = InMemoryRunner(
+      agent=agent.root_agent,
+      app_name=app_name,
+  )
+  session_11 = await runner.session_service.create_session(
+      app_name=app_name, user_id=user_id_1
+  )
+
+  async def run_agent_prompt(session: Session, prompt_text: str):
+    content = types.Content(
+        role="user", parts=[types.Part.from_text(text=prompt_text)]
+    )
+    print(f"\n>>>> Agent Prompt: {prompt_text}")
+    final_agent_response_parts = []
+    async for event in runner.run_async(
+        user_id=user_id_1,
+        session_id=session.id,
+        new_message=content,
+        run_config=RunConfig(save_input_blobs_as_artifacts=False),
+    ):
+      if event.content.parts and event.content.parts[0].text:
+        print(f"** {event.author} (ADK): {event.content.parts[0].text}")
+        if event.author == agent.root_agent.name:
+          final_agent_response_parts.append(event.content.parts[0].text)
+    print(f"<<<< Agent Final Output: {''.join(final_agent_response_parts)}\n")
+
+  event_name = os.getenv("EVENT_NAME")
+  issue_number_str = os.getenv("ISSUE_NUMBER")
+
+  if event_name == "issues" and issue_number_str:
+    print(f"EVENT: Processing specific issue due to '{event_name}' event.")
+    try:
+      issue_number = int(issue_number_str)
+      specific_issue = await fetch_specific_issue_details(issue_number)
+
+      if specific_issue:
+        prompt = (
+            f"A new GitHub issue #{specific_issue['number']} has been opened or"
+            f" reopened. Title: \"{specific_issue['title']}\"\nBody:"
+            f" \"{specific_issue['body']}\"\n\nBased on the rules, recommend an"
+            " appropriate label and its justification."
+            " Then, use the 'add_label_to_issue' tool to apply the label "
+            "directly to this issue."
+            f" The issue number is {specific_issue['number']}."
+        )
+        await run_agent_prompt(session_11, prompt)
+      else:
+        print(
+            f"No unlabelled issue details found for #{issue_number} or an error"
+            " occurred. Skipping agent interaction."
+        )
+
+    except ValueError:
+      print(f"Error: Invalid ISSUE_NUMBER received: {issue_number_str}")
+
+  else:
+    print(f"EVENT: Processing batch of issues (event: {event_name}).")
+    issue_count_str = os.getenv("ISSUE_COUNT_TO_PROCESS", "3")
+    try:
+      num_issues_to_process = int(issue_count_str)
+    except ValueError:
+      print(f"Warning: Invalid ISSUE_COUNT_TO_PROCESS. Defaulting to 3.")
+      num_issues_to_process = 3
+
+    prompt = (
+        f"List the first {num_issues_to_process} unlabelled open issues from"
+        f" the {OWNER}/{REPO} repository. For each issue, provide a summary,"
+        " recommend a label with justification, and then use the"
+        " 'add_label_to_issue' tool to apply the recommended label directly."
+    )
+    await run_agent_prompt(session_11, prompt)
+
+
+if __name__ == "__main__":
+  start_time = time.time()
+  print(
+      "Script start time:",
+      time.strftime("%Y-%m-%d %H:%M:%S", time.gmtime(start_time)),
+  )
+  print("------------------------------------")
+  asyncio.run(main())
+  end_time = time.time()
+  print("------------------------------------")
+  print(
+      "Script end time:",
+      time.strftime("%Y-%m-%d %H:%M:%S", time.gmtime(end_time)),
+  )
+  print("Total script execution time:", f"{end_time - start_time:.2f} seconds")

contributing/samples/bigquery/README.md

@@ -40,13 +40,28 @@ would set:
 ### With Application Default Credentials
 
 This mode is useful for quick development when the agent builder is the only
-user interacting with the agent. The tools are initialized with the default
-credentials present on the machine running the agent.
+user interacting with the agent. The tools are run with these credentials.
 
 1. Create application default credentials on the machine where the agent would
 be running by following https://cloud.google.com/docs/authentication/provide-credentials-adc.
 
-1. Set `RUN_WITH_ADC=True` in `agent.py` and run the agent
+1. Set `CREDENTIALS_TYPE=None` in `agent.py`
+
+1. Run the agent
+
+### With Service Account Keys
+
+This mode is useful for quick development when the agent builder wants to run
+the agent with service account credentials. The tools are run with these
+credentials.
+
+1. Create service account key by following https://cloud.google.com/iam/docs/service-account-creds#user-managed-keys.
+
+1. Set `CREDENTIALS_TYPE=AuthCredentialTypes.SERVICE_ACCOUNT` in `agent.py`
+
+1. Download the key file and replace `"service_account_key.json"` with the path
+
+1. Run the agent
 
 ### With Interactive OAuth
 
@@ -72,7 +87,7 @@ type.
   Note: don't create a separate .env, instead put it to the same .env file that
   stores your Vertex AI or Dev ML credentials
 
-1. Set `RUN_WITH_ADC=False` in `agent.py` and run the agent
+1. Set `CREDENTIALS_TYPE=AuthCredentialTypes.OAUTH2` in `agent.py` and run the agent
 
 ## Sample prompts
 

contributing/samples/bigquery/agent.py

@@ -15,20 +15,21 @@
 import os
 
 from google.adk.agents import llm_agent
+from google.adk.auth import AuthCredentialTypes
 from google.adk.tools.bigquery import BigQueryCredentialsConfig
 from google.adk.tools.bigquery import BigQueryToolset
+from google.adk.tools.bigquery.config import BigQueryToolConfig
+from google.adk.tools.bigquery.config import WriteMode
 import google.auth
 
-RUN_WITH_ADC = False
+# Define an appropriate credential type
+CREDENTIALS_TYPE = AuthCredentialTypes.OAUTH2
 
 
-if RUN_WITH_ADC:
-  # Initialize the tools to use the application default credentials.
-  application_default_credentials, _ = google.auth.default()
-  credentials_config = BigQueryCredentialsConfig(
-      credentials=application_default_credentials
-  )
-else:
+# Define BigQuery tool config
+tool_config = BigQueryToolConfig(write_mode=WriteMode.ALLOWED)
+
+if CREDENTIALS_TYPE == AuthCredentialTypes.OAUTH2:
   # Initiaze the tools to do interactive OAuth
   # The environment variables OAUTH_CLIENT_ID and OAUTH_CLIENT_SECRET
   # must be set
@@ -36,8 +37,24 @@ else:
       client_id=os.getenv("OAUTH_CLIENT_ID"),
       client_secret=os.getenv("OAUTH_CLIENT_SECRET"),
   )
+elif CREDENTIALS_TYPE == AuthCredentialTypes.SERVICE_ACCOUNT:
+  # Initialize the tools to use the credentials in the service account key.
+  # If this flow is enabled, make sure to replace the file path with your own
+  # service account key file
+  # https://cloud.google.com/iam/docs/service-account-creds#user-managed-keys
+  creds, _ = google.auth.load_credentials_from_file("service_account_key.json")
+  credentials_config = BigQueryCredentialsConfig(credentials=creds)
+else:
+  # Initialize the tools to use the application default credentials.
+  # https://cloud.google.com/docs/authentication/provide-credentials-adc
+  application_default_credentials, _ = google.auth.default()
+  credentials_config = BigQueryCredentialsConfig(
+      credentials=application_default_credentials
+  )
 
-bigquery_toolset = BigQueryToolset(credentials_config=credentials_config)
+bigquery_toolset = BigQueryToolset(
+    credentials_config=credentials_config, bigquery_tool_config=tool_config
+)
 
 # The variable name `root_agent` determines what your root agent is for the
 # debug CLI

contributing/samples/hello_world/main.py

@@ -70,12 +70,22 @@ async def main():
       if event.content.parts and event.content.parts[0].text:
         print(f'** {event.author}: {event.content.parts[0].text}')
 
+  async def check_rolls_in_state(rolls_size: int):
+    session = await runner.session_service.get_session(
+        app_name=app_name, user_id=user_id_1, session_id=session_11.id
+    )
+    assert len(session.state['rolls']) == rolls_size
+    for roll in session.state['rolls']:
+      assert roll > 0 and roll <= 100
+
   start_time = time.time()
   print('Start time:', start_time)
   print('------------------------------------')
   await run_prompt(session_11, 'Hi')
   await run_prompt(session_11, 'Roll a die with 100 sides')
+  await check_rolls_in_state(1)
   await run_prompt(session_11, 'Roll a die again with 100 sides.')
+  await check_rolls_in_state(2)
   await run_prompt(session_11, 'What numbers did I got?')
   await run_prompt_bytes(session_11, 'Hi bytes')
   print(

contributing/samples/hello_world_anthropic/agent.py

@@ -61,7 +61,7 @@ async def check_prime(nums: list[int]) -> str:
 
 root_agent = Agent(
     model=Claude(model="claude-3-5-sonnet-v2@20241022"),
-    name="data_processing_agent",
+    name="hello_world_agent",
     description=(
         "hello world agent that can roll a dice of 8 sides and check prime"
         " numbers."

contributing/samples/hello_world_ma/agent.py

@@ -15,6 +15,7 @@
 import random
 
 from google.adk.agents import Agent
+from google.adk.examples.example import Example
 from google.adk.tools.example_tool import ExampleTool
 from google.genai import types
 
@@ -66,43 +67,47 @@ def check_prime(nums: list[int]) -> str:
   )
 
 
-example_tool = ExampleTool([
-    {
-        "input": {
-            "role": "user",
-            "parts": [{"text": "Roll a 6-sided die."}],
-        },
-        "output": [
-            {"role": "model", "parts": [{"text": "I rolled a 4 for you."}]}
-        ],
-    },
-    {
-        "input": {
-            "role": "user",
-            "parts": [{"text": "Is 7 a prime number?"}],
-        },
-        "output": [{
-            "role": "model",
-            "parts": [{"text": "Yes, 7 is a prime number."}],
-        }],
-    },
-    {
-        "input": {
-            "role": "user",
-            "parts": [{"text": "Roll a 10-sided die and check if it's prime."}],
-        },
-        "output": [
-            {
-                "role": "model",
-                "parts": [{"text": "I rolled an 8 for you."}],
-            },
-            {
-                "role": "model",
-                "parts": [{"text": "8 is not a prime number."}],
-            },
-        ],
-    },
-])
+example_tool = ExampleTool(
+    examples=[
+        Example(
+            input=types.UserContent(
+                parts=[types.Part(text="Roll a 6-sided die.")]
+            ),
+            output=[
+                types.ModelContent(
+                    parts=[types.Part(text="I rolled a 4 for you.")]
+                )
+            ],
+        ),
+        Example(
+            input=types.UserContent(
+                parts=[types.Part(text="Is 7 a prime number?")]
+            ),
+            output=[
+                types.ModelContent(
+                    parts=[types.Part(text="Yes, 7 is a prime number.")]
+                )
+            ],
+        ),
+        Example(
+            input=types.UserContent(
+                parts=[
+                    types.Part(
+                        text="Roll a 10-sided die and check if it's prime."
+                    )
+                ]
+            ),
+            output=[
+                types.ModelContent(
+                    parts=[types.Part(text="I rolled an 8 for you.")]
+                ),
+                types.ModelContent(
+                    parts=[types.Part(text="8 is not a prime number.")]
+                ),
+            ],
+        ),
+    ]
+)
 
 prime_agent = Agent(
     name="prime_agent",

contributing/samples/integration_connector_euc_agent/__init__.py

@@ -1 +1,15 @@
+# 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 . import agent

contributing/samples/live_bidi_streaming_agent/__init__.py

@@ -0,0 +1,15 @@
+# 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 . import agent

contributing/samples/live_bidi_streaming_agent/agent.py

@@ -0,0 +1,104 @@
+# 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.
+
+import random
+
+from google.adk import Agent
+from google.adk.tools.tool_context import ToolContext
+from google.genai import types
+
+
+def roll_die(sides: int, tool_context: ToolContext) -> int:
+  """Roll a die and return the rolled result.
+
+  Args:
+    sides: The integer number of sides the die has.
+
+  Returns:
+    An integer of the result of rolling the die.
+  """
+  result = random.randint(1, sides)
+  if not 'rolls' in tool_context.state:
+    tool_context.state['rolls'] = []
+
+  tool_context.state['rolls'] = tool_context.state['rolls'] + [result]
+  return result
+
+
+async def check_prime(nums: list[int]) -> str:
+  """Check if a given list of numbers are prime.
+
+  Args:
+    nums: The list of numbers to check.
+
+  Returns:
+    A str indicating which number is prime.
+  """
+  primes = set()
+  for number in nums:
+    number = int(number)
+    if number <= 1:
+      continue
+    is_prime = True
+    for i in range(2, int(number**0.5) + 1):
+      if number % i == 0:
+        is_prime = False
+        break
+    if is_prime:
+      primes.add(number)
+  return (
+      'No prime numbers found.'
+      if not primes
+      else f"{', '.join(str(num) for num in primes)} are prime numbers."
+  )
+
+
+root_agent = Agent(
+    model='gemini-2.0-flash-live-preview-04-09',  # for Vertex project
+    # model='gemini-2.0-flash-live-001',  # for AI studio key
+    name='hello_world_agent',
+    description=(
+        'hello world agent that can roll a dice of 8 sides and check prime'
+        ' numbers.'
+    ),
+    instruction="""
+      You roll dice and answer questions about the outcome of the dice rolls.
+      You can roll dice of different sizes.
+      You can use multiple tools in parallel by calling functions in parallel(in one request and in one round).
+      It is ok to discuss previous dice roles, and comment on the dice rolls.
+      When you are asked to roll a die, you must call the roll_die tool with the number of sides. Be sure to pass in an integer. Do not pass in a string.
+      You should never roll a die on your own.
+      When checking prime numbers, call the check_prime tool with a list of integers. Be sure to pass in a list of integers. You should never pass in a string.
+      You should not check prime numbers before calling the tool.
+      When you are asked to roll a die and check prime numbers, you should always make the following two function calls:
+      1. You should first call the roll_die tool to get a roll. Wait for the function response before calling the check_prime tool.
+      2. After you get the function response from roll_die tool, you should call the check_prime tool with the roll_die result.
+        2.1 If user asks you to check primes based on previous rolls, make sure you include the previous rolls in the list.
+      3. When you respond, you must include the roll_die result from step 1.
+      You should always perform the previous 3 steps when asking for a roll and checking prime numbers.
+      You should not rely on the previous history on prime results.
+    """,
+    tools=[
+        roll_die,
+        check_prime,
+    ],
+    generate_content_config=types.GenerateContentConfig(
+        safety_settings=[
+            types.SafetySetting(  # avoid false alarm about rolling dice.
+                category=types.HarmCategory.HARM_CATEGORY_DANGEROUS_CONTENT,
+                threshold=types.HarmBlockThreshold.OFF,
+            ),
+        ]
+    ),
+)

contributing/samples/live_bidi_streaming_agent/readme.md

@@ -0,0 +1,37 @@
+# Simplistic Live (Bidi-Streaming) Agent
+This project provides a basic example of a live, bidirectional streaming agent 
+designed for testing and experimentation.
+
+You can see full documentation [here](https://google.github.io/adk-docs/streaming/).
+
+## Getting Started
+
+Follow these steps to get the agent up and running:
+
+1.  **Start the ADK Web Server**
+    Open your terminal, navigate to the root directory that contains the 
+    `live_bidi_streaming_agent` folder, and execute the following command:
+    ```bash
+    adk web
+    ```
+
+2.  **Access the ADK Web UI**
+    Once the server is running, open your web browser and navigate to the URL 
+    provided in the terminal (it will typically be `http://localhost:8000`).
+
+3.  **Select the Agent**
+    In the top-left corner of the ADK Web UI, use the dropdown menu to select 
+    this agent.
+
+4.  **Start Streaming**
+    Click on either the **Audio** or **Video** icon located near the chat input 
+    box to begin the streaming session.
+
+5.  **Interact with the Agent**
+    You can now begin talking to the agent, and it will respond in real-time.
+
+## Usage Notes
+
+* You only need to click the **Audio** or **Video** button once to initiate the
+ stream. The current version does not support stopping and restarting the stream
+  by clicking the button again during a session.

contributing/samples/mcp_sse_agent/agent.py

@@ -16,8 +16,8 @@
 import os
 
 from google.adk.agents.llm_agent import LlmAgent
+from google.adk.tools.mcp_tool.mcp_session_manager import SseConnectionParams
 from google.adk.tools.mcp_tool.mcp_toolset import MCPToolset
-from google.adk.tools.mcp_tool.mcp_toolset import SseServerParams
 
 _allowed_path = os.path.dirname(os.path.abspath(__file__))
 
@@ -31,7 +31,7 @@ Allowed directory: {_allowed_path}
     """,
     tools=[
         MCPToolset(
-            connection_params=SseServerParams(
+            connection_params=SseConnectionParams(
                 url='http://localhost:3000/sse',
                 headers={'Accept': 'text/event-stream'},
             ),