feat: Add --agent_engine_config_file option to adk deploy agent_engine

PiperOrigin-RevId: 800171071

.github/workflows/discussion_answering.yml

@@ -27,14 +27,16 @@ jobs:
       - name: Install dependencies
         run: |
           python -m pip install --upgrade pip
-          pip install google-adk
+          pip install google-adk google-cloud-discoveryengine
 
       - name: Run Answering Script
         env:
           GITHUB_TOKEN: ${{ secrets.ADK_TRIAGE_AGENT }}
+          ADK_GCP_SA_KEY: ${{ secrets.ADK_GCP_SA_KEY }}
           GOOGLE_CLOUD_PROJECT: ${{ secrets.GOOGLE_CLOUD_PROJECT }}
           GOOGLE_CLOUD_LOCATION: ${{ secrets.GOOGLE_CLOUD_LOCATION }}
           VERTEXAI_DATASTORE_ID: ${{ secrets.VERTEXAI_DATASTORE_ID }}
+          GEMINI_API_DATASTORE_ID: ${{ secrets.GEMINI_API_DATASTORE_ID }}
           GOOGLE_GENAI_USE_VERTEXAI: 1
           OWNER: 'google'
           REPO: 'adk-python'

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

@@ -25,7 +25,7 @@ jobs:
     runs-on: ubuntu-latest
     strategy:
       matrix:
-        python-version: ["3.9", "3.10", "3.11"]
+        python-version: ["3.9", "3.10", "3.11", "3.12", "3.13"]
 
     steps:
     - name: Checkout code

.github/workflows/upload-adk-docs-to-vertex-ai-search.yml

@@ -0,0 +1,51 @@
+name: Upload ADK Docs to Vertex AI Search
+
+on:
+  # Runs once per day at 16:00 UTC
+  schedule:
+   - cron: '00 16 * * *'
+  # Manual trigger for testing and fixing
+  workflow_dispatch:
+
+jobs:
+  upload-adk-docs-to-vertex-ai-search:
+    runs-on: ubuntu-latest
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v4
+
+      - name: Clone adk-docs repository
+        run: git clone https://github.com/google/adk-docs.git /tmp/adk-docs
+
+      - name: Clone adk-python repository
+        run: git clone https://github.com/google/adk-python.git /tmp/adk-python
+
+      - name: Set up Python
+        uses: actions/setup-python@v5
+        with:
+          python-version: '3.11'
+
+      - name: Authenticate to Google Cloud
+        id: auth
+        uses: 'google-github-actions/auth@v2'
+        with:
+          credentials_json: '${{ secrets.ADK_GCP_SA_KEY }}'
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install google-adk markdown google-cloud-storage google-cloud-discoveryengine
+
+      - name: Run Answering Script
+        env:
+          GITHUB_TOKEN: ${{ secrets.ADK_TRIAGE_AGENT }}
+          GOOGLE_CLOUD_PROJECT: ${{ secrets.GOOGLE_CLOUD_PROJECT }}
+          GOOGLE_CLOUD_LOCATION: ${{ secrets.GOOGLE_CLOUD_LOCATION }}
+          VERTEXAI_DATASTORE_ID: ${{ secrets.VERTEXAI_DATASTORE_ID }}
+          GOOGLE_GENAI_USE_VERTEXAI: 1
+          GCS_BUCKET_NAME: ${{ secrets.GCS_BUCKET_NAME }}
+          ADK_DOCS_ROOT_PATH: /tmp/adk-docs
+          ADK_PYTHON_ROOT_PATH: /tmp/adk-python
+          PYTHONPATH: contributing/samples
+        run: python -m adk_answering_agent.upload_docs_to_vertex_ai_search

CHANGELOG.md

@@ -1,5 +1,103 @@
 # Changelog
 
+## 1.12.0 (2025-08-21)
+
+### Features
+
+**[Agent Config]** 🌟 **NEW FEATURE**: Support using config file (YAML) to author agents in addition to python code. See the [documentation](https://google.github.io/adk-docs/agents/config/) for details.
+* [Agent Config] Support deploying config agent to Agent Engine in CLI ([b3b7003](https://github.com/google/adk-python/commit/b3b70035c432670a5f0b5cdd1e9467f43b80495c))
+* [Tools] Add a dedicated Bigtable toolset to provide an easier, integrated way to interact
+with Bigtable for building AI Agent applications(experimental feature) ([a953807](https://github.com/google/adk-python/commit/a953807cce341425ba23e3f0a85eae58d6b0630f))
+* [Tools] Support custom tool_name_prefix in auto-generated GoogleApiToolset ([a2832d5](https://github.com/google/adk-python/commit/a2832d5ac7ba5264ee91f6d5a6a0058cfe4c9e8a)) See [oauth_calendar_agent](https://github.com/google/adk-python/tree/main/contributing/samples/oauth_calendar_agent) as an example.
+* [CLI] Add `build_image` option for `adk deploy cloud_run` CLI ([c843503](https://github.com/google/adk-python/commit/c84350345af0ea6a232e0818b20c4262b228b103))
+* [Services] Add setdefault method to the ADK State object ([77ed1f5](https://github.com/google/adk-python/commit/77ed1f5f15ed3f009547ed0e20f86d949de12ec2))
+
+
+### Bug Fixes
+
+* Lazy load VertexAiCodeExecutor and ContainerCodeExecutor ([018db79](https://github.com/google/adk-python/commit/018db79d1354f93b8328abb8416f63070b25f9f1))
+* Fix the path for agent card in A2A demo ([fa64545](https://github.com/google/adk-python/commit/fa64545a9de216312a69f93126cfd37f1016c14b))
+* Fix the path for agent card in A2A demo ([a117cf0](https://github.com/google/adk-python/commit/a117cf0af335c5e316ae9d61336a433052316462))
+* litellm-test due to breaking change in dep library of extension extra ([004a0a0](https://github.com/google/adk-python/commit/004a0a0f2d9a4f7ae6bff42a7cad96c11a99acaf))
+* Using base event's invocation id when merge multiple function response event ([279e4fe](https://github.com/google/adk-python/commit/279e4fedd0b1c0d1499c0f9a4454357af7da490e))
+* Avoid crash when there is no candidates_token_count, which is Optional ([22f34e9](https://github.com/google/adk-python/commit/22f34e9d2c552fbcfa15a672ef6ff0c36fa32619))
+* Fix the packaging version comparison logic in adk cli ([a2b7909](https://github.com/google/adk-python/commit/a2b7909fc36e7786a721f28e2bf75a1e86ad230d))
+* Add Spanner admin scope to Spanner tool default Oauth scopes ([b66054d](https://github.com/google/adk-python/commit/b66054dd0d8c5b3d6f6ad58ac1fbd8128d1da614))
+* Fixes SequentialAgent.config_type type hint ([8a9a271](https://github.com/google/adk-python/commit/8a9a271141678996c9b84b8c55d4b539d011391c))
+* Fixes the host in the ansi bracket of adk web ([cd357bf](https://github.com/google/adk-python/commit/cd357bf5aeb01f1a6ae2a72349a73700ca9f1ed2))
+* Add spanner tool name prefix ([a27927d](https://github.com/google/adk-python/commit/a27927dc8197c391c80acb8b2c23d610fba2f887))
+
+### Improvements
+
+* Support `ADK_SUPPRESS_EXPERIMENTAL_FEATURE_WARNINGS` as environment variable to suppress experimental warnings ([4afc9b2](https://github.com/google/adk-python/commit/4afc9b2f33d63381583cea328f97c02213611529))
+* Uses pydantic `Field` for Agent configs, so that the generated AgentConfig.json json schema can carry field description ([5b999ed](https://github.com/google/adk-python/commit/5b999ed6fd23a0fc1da56ccff4c09621f433846b))
+* Update `openai` dependency version, based on correct OPENAI release ([bb8ebd1](https://github.com/google/adk-python/commit/bb8ebd15f90768b518cd0e21a59b269e30d6d944))
+* Add the missing license header for core_callback_config init file ([f8fd6a4](https://github.com/google/adk-python/commit/f8fd6a4f09ab520b8ecdbd8f9fe48228dbff7ebe))
+* Creates yaml_utils.py in utils to allow adk dump yaml in the same style ([1fd58cb](https://github.com/google/adk-python/commit/1fd58cb3633992cd88fa7e09ca6eda0f9b34236f))
+* Return explict None type for DELETE endpoints ([f03f167](https://github.com/google/adk-python/commit/f03f1677790c0a9e59b6ba6f46010d0b7b64be50))
+* Add _config suffix to all yaml-based agent examples ([43f302c](https://github.com/google/adk-python/commit/43f302ce1ab53077ee8f1486d5294540678921e6))
+* Rename run related method and request to align with the conventions ([ecaa7b4](https://github.com/google/adk-python/commit/ecaa7b4c9847b478c7cdc37185b1525f733bb403))
+* Update models in samples/ folder to be gemini 2.0+ ([6c217ba](https://github.com/google/adk-python/commit/6c217bad828edf62b41ec06b168f8a6cb7ece2ed))
+* Remove the "one commit" requirement from the contributing guide ([c32cb6e](https://github.com/google/adk-python/commit/c32cb6eef9ce320ea5a1f3845fc57b83762c237e))
+* Bump version to 1.11.0 ([8005270](https://github.com/google/adk-python/commit/80052700f6cee947322080ae6c415d3a428b6c91))
+
+### Documentation
+
+* Add contributing bigtable sample ([fef5318](https://github.com/google/adk-python/commit/fef5318a22f3dcaadb7ecb858725eb61a0350140))
+* Fix core_callback example ([ba6e85e](https://github.com/google/adk-python/commit/ba6e85eb3fb06f58ce9077574eac193298e18bea))
+* Adds a minimal sample to demo how to use Agent Config to create a multi-agent setup ([1328e6e](https://github.com/google/adk-python/commit/1328e6ef62e9e6260048c0078579edb85a0440bc))
+
+
+## [1.11.0](https://github.com/google/adk-python/compare/v1.10.0...v1.11.0) (2025-08-14)
+
+### Features
+
+* [Tools] Support adding prefix to tool names returned by toolset ([ebd726f](https://github.com/google/adk-python/commit/ebd726f1f5e0a76f383192cace4a80a83204325b))
+* [Eval] Expose `print_detailed_results` param to `AgentEvaluator.evaluate` ([7e08808](https://github.com/google/adk-python/commit/7e0880869b340e9a5e0d68d6936219e64ab41212))
+* [Tools] Add Spanner toolset (breaking change to BigQueryTool, consolidating into generic GoogleTool) ([1fc8d20](https://github.com/google/adk-python/commit/1fc8d20ae88451b7ed764aa86c17c3cdfaffa1cf))
+* [Core] Support both output_schema and tools at the same time in LlmAgent([sample](https://github.com/google/adk-python/tree/main/contributing/samples/output_schema_with_tools)) ([af63567](https://github.com/google/adk-python/commit/af635674b5d3c128cf21737056e091646283aeb7))
+
+### Bug Fixes
+
+* A2A RPC URL got overriden by host and port param of adk api server ([52284b1](https://github.com/google/adk-python/commit/52284b1bae561e0d6c93c9d3240a09f210551b97))
+* Aclose all async generators to fix OTel tracing context ([a30c63c](https://github.com/google/adk-python/commit/a30c63c5933a770b960b08a6e2f8bf13eece8a22))
+* Use PreciseTimestamp for create and update time in database session service to improve precision ([585141e](https://github.com/google/adk-python/commit/585141e0b7dda20abb024c7164073862c8eea7ae))
+* Ignore AsyncGenerator return types in function declarations ([e2518dc](https://github.com/google/adk-python/commit/e2518dc371fe77d7b30328d8d6f5f864176edeac))
+* Make all subclass of BaseToolset to call parent constructor ([8c65967](https://github.com/google/adk-python/commit/8c65967cdc2dc79fa925ff49a2a8d67c2a248fa9))
+* Path parameter extraction for complex Google API endpoints ([54680ed](https://github.com/google/adk-python/commit/54680edf3cac7477c281680ec988c0a207c0915d))
+* Docstring concatenation in 3.13 ([88f759a](https://github.com/google/adk-python/commit/88f759a941c95beef0571f36f8e7a34f27971ba8))
+* Lazy load retrieval tools and prompt users to install extensions if import failed ([9478a31](https://github.com/google/adk-python/commit/9478a31bf2257f0b668ae7eb91a10863e87c7bed))
+* Incorrect logic in LlmRequest.append_tools and make BaseTool to call it ([b4ce3b1](https://github.com/google/adk-python/commit/b4ce3b12d109dd0386f4985fc4b27d5b93787532))
+* Creates an InMemoryMemoryService within the EvaluationGenerator ([e4d54b6](https://github.com/google/adk-python/commit/e4d54b66b38ed334ca92c3bb1a83aca01b19e490))
+* Uncomment OTel tracing in base_llm_flow.py ([9cfe433](https://github.com/google/adk-python/commit/9cfe43334ae50f814fed663cca7cbe330e663b8c))
+
+### Improvements
+
+* Added upper version bounds to dependencies in "pyproject.toml" ([a74d334](https://github.com/google/adk-python/commit/a74d3344bc19e587c5e9f55f3c90fa9d22c478d8))
+* Update python-version in .github/workflows/python-unit-tests.yml to \["3.9", "3.10", "3.11", "3.12", "3.13"] ([ddf2e21](https://github.com/google/adk-python/commit/ddf2e2194b49667c8e91b4a6afde694474674250))
+* Update comment to reference "Streamable HTTP Client" ([c52f956](https://github.com/google/adk-python/commit/c52f9564330f0c00d82338cc58df28cb22400b6f))
+* Remove logging that contains full event data from DatabaseSessionService ([bb3735c](https://github.com/google/adk-python/commit/bb3735c9cab1baa1af2cc22981af3b3984ddfe15))
+* Add the missing env variables in discussion_answering.yml ([a09a5e6](https://github.com/google/adk-python/commit/a09a5e67aa95cf71b51732ab445232dc4815d83d))
+* Add Gemini API docs as a new datastore for the ADK Answering Agent ([5fba196](https://github.com/google/adk-python/commit/5fba1963c31eec512558325c480812ccb919a7bb))
+* Add the missing license header for some sample agents' files ([7d2cb65](https://github.com/google/adk-python/commit/7d2cb654f0d64728741b5de733e572c44c8a5b04))
+* Add docstring to clarify the behavior of preload memory tool ([88114d7](https://github.com/google/adk-python/commit/88114d7c739ca6a1b9bd19d40ed7160e53054a89))
+* Add experimental messages for a2a related API ([d0b3b5d](https://github.com/google/adk-python/commit/d0b3b5d857d8105c689bd64204e367102a67eded))
+* Fixes generate_image sample ([d674178](https://github.com/google/adk-python/commit/d674178a0535be3769edbf6af5a3d8cd3d47fcd2))
+* Make all FastAPI endpoints async ([7f12387](https://github.com/google/adk-python/commit/7f12387eb19b9335a64b80df00609c3c765480e7))
+* Group FastAPI endpoints with tags ([c323de5](https://github.com/google/adk-python/commit/c323de5c692223e55372c3797e62d4752835774d))
+* Allow implementations to skip defining a close method on Toolset ([944e39e](https://github.com/google/adk-python/commit/944e39ec2a7c9ad7f20c08fd66bf544de94a23d7))
+* Add sample agent to test support of output_schema and tools at the same time for gemini model ([f2005a2](https://github.com/google/adk-python/commit/f2005a20267e1ee8581cb79c37aa55dc8e18c0ea))
+* Add Github workflow config for uploading ADK docs to knowledge store ([5900273](https://github.com/google/adk-python/commit/59002734559d49a46940db9822b9c5f490220a8c))
+* Update ADK Answering agent to reference doc site instead of adk-docs repo ([b5a8bad](https://github.com/google/adk-python/commit/b5a8bad170e271b475385dac440c7983ed207df8))
+
+### Documentation
+
+* Fixes tool_functions, which is a config-based sample for using tools ([c5af44c](https://github.com/google/adk-python/commit/c5af44cfc0224e2f07ddc7a649a8561e7141fcdc))
+* Add workflow_triage sample for multi-agent request orchestration ([e295feb](https://github.com/google/adk-python/commit/e295feb4c67cbe8ac4425d9ae230210840378b2e))
+* Add examples for config agents ([d87feb8](https://github.com/google/adk-python/commit/d87feb8ddb6a5e402c63bd3c35625160eb94e132))
+* Adds pypi badge to README.md ([dc26aad](https://github.com/google/adk-python/commit/dc26aad663b6ae72223cfec9b91eaf73a636402d))
+* Update StreamableHTTPConnectionParams docstring to remove SSE references ([8f937b5](https://github.com/google/adk-python/commit/8f937b517548a1ce0569f9698ea55c0a130ef221))
+
 ## [1.10.0](https://github.com/google/adk-python/compare/v1.9.0...v1.10.0) (2025-08-07)
 
 ### Features

CONTRIBUTING.md

@@ -49,8 +49,7 @@ This project follows
 
 ## Requirement for PRs
 
-- Each PR should only have one commit. Please squash it if there are multiple PRs.
-- All PRs, other than small documentation or typo fixes, should have a Issue assoicated. If not, please create one.
+- All PRs, other than small documentation or typo fixes, should have a Issue associated. If not, please create one.
 - Small, focused PRs. Keep changes minimal—one concern per PR.
 - For bug fixes or features, please provide logs or screenshot after the fix is applied to help reviewers better understand the fix.
 - Please include a `testing plan` section in your PR to talk about how you will test. This will save time for PR review. See `Testing Requirements` section for more details.

README.md

@@ -1,6 +1,7 @@
 # Agent Development Kit (ADK)
 
 [![License](https://img.shields.io/badge/License-Apache_2.0-blue.svg)](LICENSE)
+[![PyPI](https://img.shields.io/pypi/v/google-adk)](https://pypi.org/project/google-adk/)
 [![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)
@@ -14,7 +15,7 @@
     </h3>
     <h3 align="center">
       Important Links:
-      <a href="https://google.github.io/adk-docs/">Docs</a>, 
+      <a href="https://google.github.io/adk-docs/">Docs</a>,
       <a href="https://github.com/google/adk-samples">Samples</a>,
       <a href="https://github.com/google/adk-java">Java ADK</a> &
       <a href="https://github.com/google/adk-web">ADK Web</a>.
@@ -26,6 +27,11 @@ Agent Development Kit (ADK) is a flexible and modular framework for developing a
 
 ---
 
+## ✨ What's new
+
+- **Agent Config**: Build agents without code. Check out the
+  [Agent Config](https://google.github.io/adk-docs/agents/config/) feature.
+
 ## ✨ Key Features
 
 - **Rich Tool Ecosystem**: Utilize pre-built tools, custom functions,

autoformat.sh

@@ -52,16 +52,16 @@ echo '---------------------------------------'
 echo '|  Auto-formatting src/...'
 echo '---------------------------------------'
 
-find -L src/ -type f -name "*.py" -exec pyink --config pyproject.toml {} +
+find -L src/ -not -path "*/.*" -type f -name "*.py" -exec pyink --config pyproject.toml {} +
 
 echo '---------------------------------------'
 echo '|  Auto-formatting tests/...'
 echo '---------------------------------------'
 
-find -L tests/ -type f -name "*.py" -exec pyink --config pyproject.toml {} +
+find -L tests/ -not -path "*/.*" -type f -name "*.py" -exec pyink --config pyproject.toml {} +
 
 echo '---------------------------------------'
 echo '|  Auto-formatting contributing/...'
 echo '---------------------------------------'
 
-find -L contributing/ -type f -name "*.py" -exec pyink --config pyproject.toml {} +
+find -L contributing/ -not -path "*/.*" -type f -name "*.py" -exec pyink --config pyproject.toml {} +

contributing/samples/a2a_auth/README.md

@@ -157,12 +157,43 @@ You can extend this sample by:
 - Adding audit logging for authentication events
 - Implementing multi-tenant OAuth token management
 
+## Deployment to Other Environments
+
+When deploying the remote BigQuery A2A agent to different environments (e.g., Cloud Run, different hosts/ports), you **must** update the `url` field in the agent card JSON file:
+
+### Local Development
+```json
+{
+  "url": "http://localhost:8001/a2a/bigquery_agent",
+  ...
+}
+```
+
+### Cloud Run Example
+```json
+{
+  "url": "https://your-bigquery-service-abc123-uc.a.run.app/a2a/bigquery_agent",
+  ...
+}
+```
+
+### Custom Host/Port Example
+```json
+{
+  "url": "https://your-domain.com:9000/a2a/bigquery_agent",
+  ...
+}
+```
+
+**Important:** The `url` field in `remote_a2a/bigquery_agent/agent.json` must point to the actual RPC endpoint where your remote BigQuery A2A agent is deployed and accessible.
+
 ## Troubleshooting
 
 **Connection Issues:**
 - Ensure the local ADK web server is running on port 8000
 - Ensure the remote A2A server is running on port 8001
 - Check that no firewall is blocking localhost connections
+- **Verify the `url` field in `remote_a2a/bigquery_agent/agent.json` matches the actual deployed location of your remote A2A server**
 - Verify the agent card URL passed to RemoteA2AAgent constructor matches the running A2A server
 
 
@@ -182,3 +213,4 @@ You can extend this sample by:
 - Check the logs for both the local ADK web server and remote A2A server
 - Verify OAuth tokens are properly passed between agents
 - Ensure agent instructions are clear about authentication requirements
+- **Double-check that the RPC URL in the agent.json file is correct and accessible**

contributing/samples/a2a_auth/remote_a2a/bigquery_agent/agent.json

@@ -24,6 +24,6 @@
       "tags": ["authentication", "oauth", "security"]
     }
   ],
-  "url": "http://localhost:8000/a2a/bigquery_agent",
+  "url": "http://localhost:8001/a2a/bigquery_agent",
   "version": "1.0.0"
 }

contributing/samples/a2a_basic/README.md

@@ -107,15 +107,47 @@ You can extend this sample by:
 - Adding persistent state management
 - Integrating with external APIs or databases
 
+## Deployment to Other Environments
+
+When deploying the remote A2A agent to different environments (e.g., Cloud Run, different hosts/ports), you **must** update the `url` field in the agent card JSON file:
+
+### Local Development
+```json
+{
+  "url": "http://localhost:8001/a2a/check_prime_agent",
+  ...
+}
+```
+
+### Cloud Run Example
+```json
+{
+  "url": "https://your-service-abc123-uc.a.run.app/a2a/check_prime_agent",
+  ...
+}
+```
+
+### Custom Host/Port Example
+```json
+{
+  "url": "https://your-domain.com:9000/a2a/check_prime_agent",
+  ...
+}
+```
+
+**Important:** The `url` field in `remote_a2a/check_prime_agent/agent.json` must point to the actual RPC endpoint where your remote A2A agent is deployed and accessible.
+
 ## Troubleshooting
 
 **Connection Issues:**
 - Ensure the local ADK web server is running on port 8000
 - Ensure the remote A2A server is running on port 8001
 - Check that no firewall is blocking localhost connections
+- **Verify the `url` field in `remote_a2a/check_prime_agent/agent.json` matches the actual deployed location of your remote A2A server**
 - Verify the agent card URL passed to RemoteA2AAgent constructor matches the running A2A server
 
 
 **Agent Not Responding:**
 - Check the logs for both the local ADK web server on port 8000 and remote A2A server on port 8001
 - Verify the agent instructions are clear and unambiguous
+- **Double-check that the RPC URL in the agent.json file is correct and accessible**

contributing/samples/a2a_human_in_loop/README.md

@@ -116,18 +116,50 @@ You can extend this sample by:
 - Integrating with external approval systems or databases
 - Implementing approval timeouts and escalation procedures
 
+## Deployment to Other Environments
+
+When deploying the remote approval A2A agent to different environments (e.g., Cloud Run, different hosts/ports), you **must** update the `url` field in the agent card JSON file:
+
+### Local Development
+```json
+{
+  "url": "http://localhost:8001/a2a/human_in_loop",
+  ...
+}
+```
+
+### Cloud Run Example
+```json
+{
+  "url": "https://your-approval-service-abc123-uc.a.run.app/a2a/human_in_loop",
+  ...
+}
+```
+
+### Custom Host/Port Example
+```json
+{
+  "url": "https://your-domain.com:9000/a2a/human_in_loop",
+  ...
+}
+```
+
+**Important:** The `url` field in `remote_a2a/human_in_loop/agent.json` must point to the actual RPC endpoint where your remote approval A2A agent is deployed and accessible.
+
 ## Troubleshooting
 
 **Connection Issues:**
 - Ensure the local ADK web server is running on port 8000
 - Ensure the remote A2A server is running on port 8001
 - Check that no firewall is blocking localhost connections
+- **Verify the `url` field in `remote_a2a/human_in_loop/agent.json` matches the actual deployed location of your remote A2A server**
 - Verify the agent card URL passed to RemoteA2AAgent constructor matches the running A2A server
 
 **Agent Not Responding:**
 - Check the logs for both the local ADK web server on port 8000 and remote A2A server on port 8001
 - Verify the agent instructions are clear and unambiguous
 - Ensure long-running tool responses are properly formatted with matching IDs
+- **Double-check that the RPC URL in the agent.json file is correct and accessible**
 
 **Approval Workflow Issues:**
 - Verify that updated tool responses use the same `id` and `name` as the original function call

contributing/samples/a2a_human_in_loop/remote_a2a/human_in_loop/agent.json

@@ -24,6 +24,6 @@
       "tags": ["expenses", "processing", "employee-services"]
     }
   ],
-  "url": "http://localhost:8000/a2a/human_in_loop",
+  "url": "http://localhost:8001/a2a/human_in_loop",
   "version": "1.0.0"
 }

contributing/samples/adk_answering_agent/agent.py

@@ -12,18 +12,19 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
-from typing import Any
-
+from adk_answering_agent.gemini_assistant.agent import root_agent as gemini_assistant_agent
 from adk_answering_agent.settings import BOT_RESPONSE_LABEL
 from adk_answering_agent.settings import IS_INTERACTIVE
 from adk_answering_agent.settings import OWNER
 from adk_answering_agent.settings import REPO
 from adk_answering_agent.settings import VERTEXAI_DATASTORE_ID
-from adk_answering_agent.utils import error_response
-from adk_answering_agent.utils import run_graphql_query
+from adk_answering_agent.tools import add_comment_to_discussion
+from adk_answering_agent.tools import add_label_to_discussion
+from adk_answering_agent.tools import convert_gcs_links_to_https
+from adk_answering_agent.tools import get_discussion_and_comments
 from google.adk.agents.llm_agent import Agent
+from google.adk.tools.agent_tool import AgentTool
 from google.adk.tools.vertex_ai_search_tool import VertexAiSearchTool
-import requests
 
 if IS_INTERACTIVE:
   APPROVAL_INSTRUCTION = (
@@ -35,197 +36,6 @@ else:
       " comment."
   )
 
-
-def get_discussion_and_comments(discussion_number: int) -> dict[str, Any]:
-  """Fetches a discussion and its comments using the GitHub GraphQL API.
-
-  Args:
-      discussion_number: The number of the GitHub discussion.
-
-  Returns:
-      A dictionary with the request status and the discussion details.
-  """
-  print(f"Attempting to get discussion #{discussion_number} and its comments")
-  query = """
-        query($owner: String!, $repo: String!, $discussionNumber: Int!) {
-          repository(owner: $owner, name: $repo) {
-            discussion(number: $discussionNumber) {
-              id
-              title
-              body
-              createdAt
-              closed
-              author {
-                login
-              }
-              # For each discussion, fetch the latest 20 labels.
-              labels(last: 20) {
-                nodes {
-                  id
-                  name
-                }
-              }
-              # For each discussion, fetch the latest 100 comments.
-              comments(last: 100) {
-                nodes {
-                  id
-                  body
-                  createdAt
-                  author {
-                    login
-                  }
-                  # For each discussion, fetch the latest 50 replies
-                  replies(last: 50) {
-                    nodes {
-                      id
-                      body
-                      createdAt
-                      author {
-                        login
-                      }
-                    }
-                  }
-                }
-              }
-            }
-          }
-        }
-    """
-  variables = {
-      "owner": OWNER,
-      "repo": REPO,
-      "discussionNumber": discussion_number,
-  }
-  try:
-    response = run_graphql_query(query, variables)
-    if "errors" in response:
-      return error_response(str(response["errors"]))
-    discussion_data = (
-        response.get("data", {}).get("repository", {}).get("discussion")
-    )
-    if not discussion_data:
-      return error_response(f"Discussion #{discussion_number} not found.")
-    return {"status": "success", "discussion": discussion_data}
-  except requests.exceptions.RequestException as e:
-    return error_response(str(e))
-
-
-def add_comment_to_discussion(
-    discussion_id: str, comment_body: str
-) -> dict[str, Any]:
-  """Adds a comment to a specific discussion.
-
-  Args:
-      discussion_id: The GraphQL node ID of the discussion.
-      comment_body: The content of the comment in Markdown.
-
-  Returns:
-      The status of the request and the new comment's details.
-  """
-  print(f"Adding comment to discussion {discussion_id}")
-  query = """
-        mutation($discussionId: ID!, $body: String!) {
-          addDiscussionComment(input: {discussionId: $discussionId, body: $body}) {
-            comment {
-              id
-              body
-              createdAt
-              author {
-                login
-              }
-            }
-          }
-        }
-    """
-  comment_body = (
-      "**Response from ADK Answering Agent (experimental, answer may be"
-      " inaccurate)**\n\n"
-      + comment_body
-  )
-
-  variables = {"discussionId": discussion_id, "body": comment_body}
-  try:
-    response = run_graphql_query(query, variables)
-    if "errors" in response:
-      return error_response(str(response["errors"]))
-    new_comment = (
-        response.get("data", {}).get("addDiscussionComment", {}).get("comment")
-    )
-    return {"status": "success", "comment": new_comment}
-  except requests.exceptions.RequestException as e:
-    return error_response(str(e))
-
-
-def get_label_id(label_name: str) -> str | None:
-  """Helper function to find the GraphQL node ID for a given label name."""
-  print(f"Finding ID for label '{label_name}'...")
-  query = """
-    query($owner: String!, $repo: String!, $labelName: String!) {
-      repository(owner: $owner, name: $repo) {
-        label(name: $labelName) {
-          id
-        }
-      }
-    }
-    """
-  variables = {"owner": OWNER, "repo": REPO, "labelName": label_name}
-
-  try:
-    response = run_graphql_query(query, variables)
-    if "errors" in response:
-      print(
-          f"[Warning] Error from GitHub API response for label '{label_name}':"
-          f" {response['errors']}"
-      )
-      return None
-    label_info = response["data"].get("repository", {}).get("label")
-    if label_info:
-      return label_info.get("id")
-    print(f"[Warning] Label information for '{label_name}' not found.")
-    return None
-  except requests.exceptions.RequestException as e:
-    print(f"[Warning] Error from GitHub API: {e}")
-    return None
-
-
-def add_label_to_discussion(
-    discussion_id: str, label_name: str
-) -> dict[str, Any]:
-  """Adds a label to a specific discussion.
-
-  Args:
-      discussion_id: The GraphQL node ID of the discussion.
-      label_name: The name of the label to add (e.g., "bug").
-
-  Returns:
-      The status of the request and the label details.
-  """
-  print(
-      f"Attempting to add label '{label_name}' to discussion {discussion_id}..."
-  )
-  # First, get the GraphQL ID of the label by its name
-  label_id = get_label_id(label_name)
-  if not label_id:
-    return error_response(f"Label '{label_name}' not found.")
-
-  # Then, perform the mutation to add the label to the discussion
-  mutation = """
-    mutation AddLabel($discussionId: ID!, $labelId: ID!) {
-      addLabelsToLabelable(input: {labelableId: $discussionId, labelIds: [$labelId]}) {
-        clientMutationId
-      }
-    }
-    """
-  variables = {"discussionId": discussion_id, "labelId": label_id}
-  try:
-    response = run_graphql_query(mutation, variables)
-    if "errors" in response:
-      return error_response(str(response["errors"]))
-    return {"status": "success", "label_id": label_id, "label_name": label_name}
-  except requests.exceptions.RequestException as e:
-    return error_response(str(e))
-
-
 root_agent = Agent(
     model="gemini-2.5-pro",
     name="adk_answering_agent",
@@ -244,10 +54,10 @@ root_agent = Agent(
       * The latest comment is not from you or other agents (marked as "Response from XXX Agent").
       * The latest comment is asking a question or requesting information.
     4. Use the `VertexAiSearchTool` to find relevant information before answering.
+      * If you need infromation about Gemini API, ask the `gemini_assistant` agent to provide the information and references.
+      * You can call the `gemini_assistant` agent with multiple queries to find all the relevant information.
     5. If you can find relevant information, use the `add_comment_to_discussion` tool to add a comment to the discussion.
-    6. If you post a commment and the discussion does not have a label named {BOT_RESPONSE_LABEL},
-       add the label {BOT_RESPONSE_LABEL} to the discussion using the `add_label_to_discussion` tool.
-
+    6. If you post a comment, add the label {BOT_RESPONSE_LABEL} to the discussion using the `add_label_to_discussion` tool.
 
     IMPORTANT:
       * {APPROVAL_INSTRUCTION}
@@ -255,25 +65,23 @@ root_agent = Agent(
         information that is not in the document store. Do not invent citations which are not in the document store.
       * **Be Objective**: your answer should be based on the facts you found in the document store, do not be misled by user's assumptions or user's understanding of ADK.
       * If you can't find the answer or information in the document store, **do not** respond.
-      * Inlclude a short summary of your response in the comment as a TLDR, e.g. "**TLDR**: <your summary>".
+      * Start with a short summary of your response in the comment as a TLDR, e.g. "**TLDR**: <your summary>".
       * Have a divider line between the TLDR and your detail response.
       * Do not respond to any other discussion except the one specified by the user.
       * Please include your justification for your decision in your output
         to the user who is telling with you.
       * If you uses citation from the document store, please provide a footnote
-        referencing the source document format it as: "[1] URL of the document".
-        * Replace the "gs://prefix/" part, e.g. "gs://adk-qa-bucket/", to be "https://github.com/google/"
-        * Add "blob/main/" after the repo name, e.g. "adk-python", "adk-docs", for example:
-          * If the original URL is "gs://adk-qa-bucket/adk-python/src/google/adk/version.py",
-            then the citation URL is "https://github.com/google/adk-python/blob/main/src/google/adk/version.py",
-          * If the original URL is "gs://adk-qa-bucket/adk-docs/docs/index.md",
-            then the citation URL is "https://github.com/google/adk-docs/blob/main/docs/index.md"
-        * If the file is a html file, replace the ".html" to be ".md"
+        referencing the source document format it as: "[1] publicly accessible HTTPS URL of the document".
+        * You **should always** use the `convert_gcs_links_to_https` tool to convert GCS links (e.g. "gs://...") to HTTPS links.
+        * **Do not** use the `convert_gcs_links_to_https` tool for non-GCS links.
+        * Make sure the citation URL is valid. Otherwise do not list this specific citation.
     """,
     tools=[
         VertexAiSearchTool(data_store_id=VERTEXAI_DATASTORE_ID),
+        AgentTool(gemini_assistant_agent),
         get_discussion_and_comments,
         add_comment_to_discussion,
         add_label_to_discussion,
+        convert_gcs_links_to_https,
     ],
 )

contributing/samples/adk_answering_agent/gemini_assistant/__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/adk_answering_agent/gemini_assistant/agent.py

@@ -0,0 +1,94 @@
+# 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 json
+from typing import Any
+from typing import Dict
+from typing import List
+
+from adk_answering_agent.settings import ADK_GCP_SA_KEY
+from adk_answering_agent.settings import GEMINI_API_DATASTORE_ID
+from adk_answering_agent.utils import error_response
+from google.adk.agents.llm_agent import Agent
+from google.api_core.exceptions import GoogleAPICallError
+from google.cloud import discoveryengine_v1beta as discoveryengine
+from google.oauth2 import service_account
+
+
+def search_gemini_api_docs(queries: List[str]) -> Dict[str, Any]:
+  """Searches Gemini API docs using Vertex AI Search.
+
+  Args:
+    queries: The list of queries to search.
+
+  Returns:
+    A dictionary containing the status of the request and the list of search
+    results, which contains the title, url and snippets.
+  """
+  try:
+    adk_gcp_sa_key_info = json.loads(ADK_GCP_SA_KEY)
+    client = discoveryengine.SearchServiceClient(
+        credentials=service_account.Credentials.from_service_account_info(
+            adk_gcp_sa_key_info
+        )
+    )
+  except (TypeError, ValueError) as e:
+    return error_response(f"Error creating Vertex AI Search client: {e}")
+
+  serving_config = f"{GEMINI_API_DATASTORE_ID}/servingConfigs/default_config"
+  results = []
+  try:
+    for query in queries:
+      request = discoveryengine.SearchRequest(
+          serving_config=serving_config,
+          query=query,
+          page_size=20,
+      )
+      response = client.search(request=request)
+      for item in response.results:
+        snippets = []
+        for snippet in item.document.derived_struct_data.get("snippets", []):
+          snippets.append(snippet.get("snippet"))
+
+        results.append({
+            "title": item.document.derived_struct_data.get("title"),
+            "url": item.document.derived_struct_data.get("link"),
+            "snippets": snippets,
+        })
+  except GoogleAPICallError as e:
+    return error_response(f"Error from Vertex AI Search: {e}")
+  return {"status": "success", "results": results}
+
+
+root_agent = Agent(
+    model="gemini-2.5-pro",
+    name="gemini_assistant",
+    description="Answer questions about Gemini API.",
+    instruction="""
+    You are a helpful assistant that responds to questions about Gemini API based on information
+    found in the document store. You can access the document store using the `search_gemini_api_docs` tool.
+
+    When user asks a question, here are the steps:
+    1. Use the `search_gemini_api_docs` tool to find relevant information before answering.
+      * You can call the tool with multiple queries to find all the relevant information.
+    2. Provide a response based on the information you found in the document store. Reference the source document in the response.
+
+    IMPORTANT:
+      * Your response should be based on the information you found in the document store. Do not invent
+        information that is not in the document store. Do not invent citations which are not in the document store.
+      * If you can't find the answer or information in the document store, just respond with "I can't find the answer or information in the document store".
+      * If you uses citation from the document store, please always provide a footnote referencing the source document format it as: "[1] URL of the document".
+    """,
+    tools=[search_gemini_api_docs],
+)

contributing/samples/adk_answering_agent/main.py

@@ -13,6 +13,7 @@
 # limitations under the License.
 
 import asyncio
+import logging
 import time
 
 from adk_answering_agent import agent
@@ -21,11 +22,14 @@ from adk_answering_agent.settings import OWNER
 from adk_answering_agent.settings import REPO
 from adk_answering_agent.utils import call_agent_async
 from adk_answering_agent.utils import parse_number_string
+from google.adk.cli.utils import logs
 from google.adk.runners import InMemoryRunner
 
 APP_NAME = "adk_answering_app"
 USER_ID = "adk_answering_user"
 
+logs.setup_adk_logger(level=logging.DEBUG)
+
 
 async def main():
   runner = InMemoryRunner(

contributing/samples/adk_answering_agent/settings.py

@@ -31,6 +31,9 @@ if not VERTEXAI_DATASTORE_ID:
 
 GOOGLE_CLOUD_PROJECT = os.getenv("GOOGLE_CLOUD_PROJECT")
 GCS_BUCKET_NAME = os.getenv("GCS_BUCKET_NAME")
+GEMINI_API_DATASTORE_ID = os.getenv("GEMINI_API_DATASTORE_ID")
+ADK_GCP_SA_KEY = os.getenv("ADK_GCP_SA_KEY")
+
 ADK_DOCS_ROOT_PATH = os.getenv("ADK_DOCS_ROOT_PATH")
 ADK_PYTHON_ROOT_PATH = os.getenv("ADK_PYTHON_ROOT_PATH")
 

contributing/samples/adk_answering_agent/tools.py

@@ -0,0 +1,230 @@
+# 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 typing import Any
+from typing import Dict
+from typing import Optional
+
+from adk_answering_agent.settings import OWNER
+from adk_answering_agent.settings import REPO
+from adk_answering_agent.utils import convert_gcs_to_https
+from adk_answering_agent.utils import error_response
+from adk_answering_agent.utils import run_graphql_query
+import requests
+
+
+def get_discussion_and_comments(discussion_number: int) -> dict[str, Any]:
+  """Fetches a discussion and its comments using the GitHub GraphQL API.
+
+  Args:
+      discussion_number: The number of the GitHub discussion.
+
+  Returns:
+      A dictionary with the request status and the discussion details.
+  """
+  print(f"Attempting to get discussion #{discussion_number} and its comments")
+  query = """
+        query($owner: String!, $repo: String!, $discussionNumber: Int!) {
+          repository(owner: $owner, name: $repo) {
+            discussion(number: $discussionNumber) {
+              id
+              title
+              body
+              createdAt
+              closed
+              author {
+                login
+              }
+              # For each discussion, fetch the latest 20 labels.
+              labels(last: 20) {
+                nodes {
+                  id
+                  name
+                }
+              }
+              # For each discussion, fetch the latest 100 comments.
+              comments(last: 100) {
+                nodes {
+                  id
+                  body
+                  createdAt
+                  author {
+                    login
+                  }
+                  # For each discussion, fetch the latest 50 replies
+                  replies(last: 50) {
+                    nodes {
+                      id
+                      body
+                      createdAt
+                      author {
+                        login
+                      }
+                    }
+                  }
+                }
+              }
+            }
+          }
+        }
+    """
+  variables = {
+      "owner": OWNER,
+      "repo": REPO,
+      "discussionNumber": discussion_number,
+  }
+  try:
+    response = run_graphql_query(query, variables)
+    if "errors" in response:
+      return error_response(str(response["errors"]))
+    discussion_data = (
+        response.get("data", {}).get("repository", {}).get("discussion")
+    )
+    if not discussion_data:
+      return error_response(f"Discussion #{discussion_number} not found.")
+    return {"status": "success", "discussion": discussion_data}
+  except requests.exceptions.RequestException as e:
+    return error_response(str(e))
+
+
+def add_comment_to_discussion(
+    discussion_id: str, comment_body: str
+) -> dict[str, Any]:
+  """Adds a comment to a specific discussion.
+
+  Args:
+      discussion_id: The GraphQL node ID of the discussion.
+      comment_body: The content of the comment in Markdown.
+
+  Returns:
+      The status of the request and the new comment's details.
+  """
+  print(f"Adding comment to discussion {discussion_id}")
+  query = """
+        mutation($discussionId: ID!, $body: String!) {
+          addDiscussionComment(input: {discussionId: $discussionId, body: $body}) {
+            comment {
+              id
+              body
+              createdAt
+              author {
+                login
+              }
+            }
+          }
+        }
+    """
+  if not comment_body.startswith("**Response from ADK Answering Agent"):
+    comment_body = (
+        "**Response from ADK Answering Agent (experimental, answer may be"
+        " inaccurate)**\n\n"
+        + comment_body
+    )
+
+  variables = {"discussionId": discussion_id, "body": comment_body}
+  try:
+    response = run_graphql_query(query, variables)
+    if "errors" in response:
+      return error_response(str(response["errors"]))
+    new_comment = (
+        response.get("data", {}).get("addDiscussionComment", {}).get("comment")
+    )
+    return {"status": "success", "comment": new_comment}
+  except requests.exceptions.RequestException as e:
+    return error_response(str(e))
+
+
+def get_label_id(label_name: str) -> str | None:
+  """Helper function to find the GraphQL node ID for a given label name."""
+  print(f"Finding ID for label '{label_name}'...")
+  query = """
+    query($owner: String!, $repo: String!, $labelName: String!) {
+      repository(owner: $owner, name: $repo) {
+        label(name: $labelName) {
+          id
+        }
+      }
+    }
+    """
+  variables = {"owner": OWNER, "repo": REPO, "labelName": label_name}
+
+  try:
+    response = run_graphql_query(query, variables)
+    if "errors" in response:
+      print(
+          f"[Warning] Error from GitHub API response for label '{label_name}':"
+          f" {response['errors']}"
+      )
+      return None
+    label_info = response["data"].get("repository", {}).get("label")
+    if label_info:
+      return label_info.get("id")
+    print(f"[Warning] Label information for '{label_name}' not found.")
+    return None
+  except requests.exceptions.RequestException as e:
+    print(f"[Warning] Error from GitHub API: {e}")
+    return None
+
+
+def add_label_to_discussion(
+    discussion_id: str, label_name: str
+) -> dict[str, Any]:
+  """Adds a label to a specific discussion.
+
+  Args:
+      discussion_id: The GraphQL node ID of the discussion.
+      label_name: The name of the label to add (e.g., "bug").
+
+  Returns:
+      The status of the request and the label details.
+  """
+  print(
+      f"Attempting to add label '{label_name}' to discussion {discussion_id}..."
+  )
+  # First, get the GraphQL ID of the label by its name
+  label_id = get_label_id(label_name)
+  if not label_id:
+    return error_response(f"Label '{label_name}' not found.")
+
+  # Then, perform the mutation to add the label to the discussion
+  mutation = """
+    mutation AddLabel($discussionId: ID!, $labelId: ID!) {
+      addLabelsToLabelable(input: {labelableId: $discussionId, labelIds: [$labelId]}) {
+        clientMutationId
+      }
+    }
+    """
+  variables = {"discussionId": discussion_id, "labelId": label_id}
+  try:
+    response = run_graphql_query(mutation, variables)
+    if "errors" in response:
+      return error_response(str(response["errors"]))
+    return {"status": "success", "label_id": label_id, "label_name": label_name}
+  except requests.exceptions.RequestException as e:
+    return error_response(str(e))
+
+
+def convert_gcs_links_to_https(gcs_uris: list[str]) -> Dict[str, Optional[str]]:
+  """Converts GCS files link into publicly accessible HTTPS links.
+
+  Args:
+      gcs_uris: A list of GCS files links, in the format
+        'gs://bucket_name/prefix/relative_path'.
+
+  Returns:
+      A dictionary mapping the original GCS files links to the converted HTTPS
+      links. If a GCS link is invalid, the corresponding value in the dictionary
+      will be None.
+  """
+  return {gcs_uri: convert_gcs_to_https(gcs_uri) for gcs_uri in gcs_uris}

contributing/samples/adk_answering_agent/utils.py

@@ -12,8 +12,11 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.
 
+import os
 import sys
 from typing import Any
+from typing import Optional
+from urllib.parse import urljoin
 
 from adk_answering_agent.settings import GITHUB_GRAPHQL_URL
 from adk_answering_agent.settings import GITHUB_TOKEN
@@ -58,6 +61,92 @@ def parse_number_string(number_str: str | None, default_value: int = 0) -> int:
     return default_value
 
 
+def _check_url_exists(url: str) -> bool:
+  """Checks if a URL exists and is accessible."""
+  try:
+    # Set a timeout to prevent the program from waiting indefinitely.
+    # allow_redirects=True ensures we correctly handle valid links
+    # after redirection.
+    response = requests.head(url, timeout=5, allow_redirects=True)
+    # Status codes 2xx (Success) or 3xx (Redirection) are considered valid.
+    return response.ok
+  except requests.RequestException:
+    # Catch all possible exceptions from the requests library
+    # (e.g., connection errors, timeouts).
+    return False
+
+
+def _generate_github_url(repo_name: str, relative_path: str) -> str:
+  """Generates a standard GitHub URL for a repo file."""
+  return f"https://github.com/google/{repo_name}/blob/main/{relative_path}"
+
+
+def convert_gcs_to_https(gcs_uri: str) -> Optional[str]:
+  """Converts a GCS file link into a publicly accessible HTTPS link.
+
+  Args:
+      gcs_uri: The Google Cloud Storage link, in the format
+        'gs://bucket_name/prefix/relative_path'.
+
+  Returns:
+      The converted HTTPS link as a string, or None if the input format is
+      incorrect.
+  """
+  # Parse the GCS link
+  if not gcs_uri or not gcs_uri.startswith("gs://"):
+    print(f"Error: Invalid GCS link format: {gcs_uri}")
+    return None
+
+  try:
+    # Strip 'gs://' and split by '/', requiring at least 3 parts
+    # (bucket, prefix, path)
+    parts = gcs_uri[5:].split("/", 2)
+    if len(parts) < 3:
+      raise ValueError(
+          "GCS link must contain a bucket, prefix, and relative_path."
+      )
+
+    _, prefix, relative_path = parts
+  except (ValueError, IndexError) as e:
+    print(f"Error: Failed to parse GCS link '{gcs_uri}': {e}")
+    return None
+
+  # Replace .html with .md
+  if relative_path.endswith(".html"):
+    relative_path = relative_path.removesuffix(".html") + ".md"
+
+  # Convert the links for adk-docs
+  if prefix == "adk-docs" and relative_path.startswith("docs/"):
+    path_after_docs = relative_path[len("docs/") :]
+    if not path_after_docs.endswith(".md"):
+      # Use the regular github url
+      return _generate_github_url(prefix, relative_path)
+
+    base_url = "https://google.github.io/adk-docs/"
+    if os.path.basename(path_after_docs) == "index.md":
+      # Use the directory path if it is a index file
+      final_path_segment = os.path.dirname(path_after_docs)
+    else:
+      # Otherwise, use the file name without extention
+      final_path_segment = path_after_docs.removesuffix(".md")
+
+    if final_path_segment and not final_path_segment.endswith("/"):
+      final_path_segment += "/"
+
+    potential_url = urljoin(base_url, final_path_segment)
+
+    # Check if the generated link exists
+    if _check_url_exists(potential_url):
+      return potential_url
+    else:
+      # If it doesn't exist, fallback to the regular github url
+      return _generate_github_url(prefix, relative_path)
+
+  # Convert the links for other cases, e.g. adk-python
+  else:
+    return _generate_github_url(prefix, relative_path)
+
+
 async def call_agent_async(
     runner: Runner, user_id: str, session_id: str, prompt: str
 ) -> str:

contributing/samples/adk_pr_triaging_agent/agent.py

@@ -32,6 +32,7 @@ LABEL_TO_OWNER = {
     "documentation": "polong-lin",
     "services": "DeanChensj",
     "tools": "seanzhou1023",
+    "mcp": "seanzhou1023",
     "eval": "ankursharmas",
     "live": "hangfei",
     "models": "genquan9",
@@ -267,6 +268,7 @@ root_agent = Agent(
       - 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 it's about Model Context Protocol (e.g. MCP tool, MCP toolset, MCP session management etc.), label it with "mcp".
       - If you can't find a appropriate labels for the PR, follow the previous instruction that starts with "IMPORTANT:".
 
       Here is the contribution guidelines: