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Found docs updates needed from ADK python release v1.14.0 to v1.14.1 #699

@adk-bot

Description

@adk-bot

I have analyzed the changes between ADK Python releases v1.14.0 and v1.14.1.
Here are the recommended updates for the ADK documentation:

  1. New Spanner similarity_search tool.
    A new tool similarity_search has been added to the Spanner toolset. The documentation should be updated to include this new tool.

    Proposed Change:
    In docs/tools/built-in-tools.md, add a new section for the Spanner toolset, similar to the BigQuery section, and document the similarity_search tool.

    Reasoning:
    This is a major new feature that needs to be documented for users to be able to use it.

    Reference:

  2. Update Gemini Model to gemini-2.5-flash.
    The default Gemini model has been updated from gemini-2.0-flash to gemini-2.5-flash. All occurrences of gemini-2.0-flash and gemini-1.5-flash in the documentation should be updated.

    Proposed Change:
    Replace all instances of gemini-2.0-flash and gemini-1.5-flash with gemini-2.5-flash in the following files:

    • docs/a2a/quickstart-consuming.md
    • docs/a2a/quickstart-exposing.md
    • docs/agents/config.md
    • docs/agents/custom-agents.md
    • docs/agents/llm-agents.md
    • docs/agents/models.md
    • docs/agents/multi-agents.md
    • docs/artifacts/index.md
    • docs/deploy/gke.md
    • docs/get-started/quickstart.md
    • docs/get-started/streaming/quickstart-streaming-java.md
    • docs/get-started/streaming/quickstart-streaming.md
    • docs/observability/arize-ax.md
    • docs/observability/logging.md
    • docs/observability/phoenix.md
    • docs/observability/weave.md
    • docs/plugins/index.md
    • docs/safety/index.md
    • docs/sessions/memory.md
    • docs/sessions/state.md
    • docs/streaming/custom-streaming-ws.md
    • docs/streaming/custom-streaming.md
    • docs/streaming/streaming-tools.md
    • docs/tools/built-in-tools.md
    • docs/tools/google-cloud-tools.md
    • docs/tools/mcp-tools.md
    • docs/tools/openapi-tools.md
    • docs/tools/third-party-tools.md
    • docs/tutorials/agent-team.md

    Reasoning:
    To ensure the documentation is up-to-date with the latest recommended model.

    Reference:

  3. New save_live_audio flag in RunConfig.
    A new flag save_live_audio has been added to RunConfig to save live audio data.

    Proposed Change:
    In docs/runtime/runconfig.md, add a new row to the parameters table for the save_live_audio flag.

    Reasoning:
    To document the new feature for live agents.

    Reference:

  4. BigQuery Tool location parameter.
    The BigQuery toolset now supports a location parameter.

    Proposed Change:
    In docs/tools/built-in-tools.md, update the BigQuery toolset description to include the new location parameter.

    Reasoning:
    To document the new feature for the BigQuery toolset.

    Reference:

    • google/adk-python@0c1f1fa
    • src/google/adk/tools/bigquery/client.py
    • src/google/adk/tools/bigquery/config.py
    • src/google/adk/tools/bigquery/metadata_tool.py
    • src/google/adk/tools/bigquery/query_tool.py
  5. New adk_documentation and live_agent_api_server_example samples.
    Two new samples, adk_documentation and live_agent_api_server_example, have been added to the adk-python repository.

    Proposed Change:
    In docs/get-started/index.md, add a note about the new samples available in the adk-python repository, with links to the samples.

    Reasoning:
    To make users aware of the new samples.

    Reference:

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