fix: map LiteLLM thought parts to reasoning_content

- Treat Part(thought=True) as reasoning_content when building assistant messages. - Add unit tests for thought-only and thought+text cases. Close #4069 Co-authored-by: George Weale <gweale@google.com> PiperOrigin-RevId: 853790274
chore: Put user_id in the error message when session is not found
2026-07-09 18:19:28 -07:00 · 2026-01-08 10:10:13 -08:00 · 2026-01-08 09:19:31 -08:00 · 2026-01-08 09:14:45 -08:00 · 2026-01-07 19:57:53 -08:00 · 2026-01-07 19:19:24 -08:00
329 changed files with 30976 additions and 8727 deletions
@@ -16,10 +16,10 @@ jobs:

    steps:
      - name: Checkout repository
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6

      - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
        with:
          python-version: '3.11'

@@ -24,7 +24,7 @@ jobs:
    runs-on: ubuntu-latest
    steps:
      - name: Checkout Code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
        with:
          fetch-depth: 2

@@ -25,7 +25,7 @@ jobs:

    steps:
      - name: Check for Copybara commits and close PRs
-        uses: actions/github-script@v7
+        uses: actions/github-script@v8
        with:
          github-token: ${{ secrets.ADK_TRIAGE_AGENT }}
          script: |
@@ -15,16 +15,16 @@ jobs:

    steps:
      - name: Checkout repository
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6

      - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
        with:
          python-version: '3.11'

      - name: Authenticate to Google Cloud
        id: auth
-        uses: 'google-github-actions/auth@v2'
+        uses: 'google-github-actions/auth@v3'
        with:
          credentials_json: '${{ secrets.ADK_GCP_SA_KEY }}'

@@ -26,12 +26,12 @@ jobs:

    steps:
      - name: Checkout code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
        with:
          fetch-depth: 2

      - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
        with:
          python-version: '3.x'

@@ -20,10 +20,10 @@ jobs:

    steps:
      - name: Checkout repository
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6

      - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
        with:
          python-version: '3.11'

@@ -26,12 +26,12 @@ jobs:

    steps:
      - name: Checkout code
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6
        with:
          fetch-depth: 2

      - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
        with:
          python-version: '3.x'

@@ -25,14 +25,14 @@ jobs:
    runs-on: ubuntu-latest
    strategy:
      matrix:
-        python-version: ["3.9", "3.10", "3.11", "3.12", "3.13"]
+        python-version: ["3.10", "3.11", "3.12", "3.13"]

    steps:
    - name: Checkout code
-      uses: actions/checkout@v4
+      uses: actions/checkout@v6

    - name: Set up Python ${{ matrix.python-version }}
-      uses: actions/setup-python@v5
+      uses: actions/setup-python@v6
      with:
        python-version: ${{ matrix.python-version }}

@@ -48,14 +48,6 @@ jobs:
    - name: Run unit tests with pytest
      run: |
        source .venv/bin/activate
-        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
+        pytest tests/unittests \
+          --ignore=tests/unittests/artifacts/test_artifact_service.py \
+          --ignore=tests/unittests/tools/google_api_tool/test_googleapi_to_openapi_converter.py
@@ -0,0 +1,57 @@
+# 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: ADK Stale Issue Auditor
+
+on:
+  workflow_dispatch:
+
+  schedule:
+    # This runs at 6:00 AM UTC (10 PM PST)
+    - cron: '0 6 * * *'
+
+jobs:
+  audit-stale-issues:
+    runs-on: ubuntu-latest
+    timeout-minutes: 60
+
+    permissions:
+      issues: write
+      contents: read
+
+    steps:
+      - name: Checkout repository
+        uses: actions/checkout@v6
+
+      - name: Set up Python
+        uses: actions/setup-python@v6
+        with:
+          python-version: '3.11'
+
+      - name: Install dependencies
+        run: |
+          python -m pip install --upgrade pip
+          pip install requests google-adk
+
+      - name: Run Auditor Agent Script
+        env:
+          GITHUB_TOKEN: ${{ secrets.ADK_TRIAGE_AGENT }}
+          GOOGLE_API_KEY: ${{ secrets.GOOGLE_API_KEY }}
+          OWNER: ${{ github.repository_owner }}
+          REPO: adk-python
+          CONCURRENCY_LIMIT: 3
+          LLM_MODEL_NAME: "gemini-2.5-flash"
+          PYTHONPATH: contributing/samples
+
+        run: python -m adk_stale_agent.main
@@ -2,21 +2,32 @@ name: ADK Issue Triaging Agent

 on:
  issues:
-    types: [opened, reopened]
+    types: [opened, labeled]
+  schedule:
+    # Run every 6 hours to triage untriaged issues
+    - cron: '0 */6 * * *'

 jobs:
  agent-triage-issues:
    runs-on: ubuntu-latest
+    # Run for:
+    # - Scheduled runs (batch processing)
+    # - New issues (need component labeling)
+    # - Issues labeled with "planned" (need owner assignment)
+    if: >-
+      github.event_name == 'schedule' ||
+      github.event.action == 'opened' ||
+      github.event.label.name == 'planned'
    permissions:
      issues: write
      contents: read

    steps:
      - name: Checkout repository
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6

      - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
        with:
          python-version: '3.11'

@@ -30,8 +41,8 @@ jobs:
          GITHUB_TOKEN: ${{ secrets.ADK_TRIAGE_AGENT }}
          GOOGLE_API_KEY: ${{ secrets.GOOGLE_API_KEY }}
          GOOGLE_GENAI_USE_VERTEXAI: 0
-          OWNER: 'google'
-          REPO: 'adk-python'
+          OWNER: ${{ github.repository_owner }}
+          REPO: ${{ github.event.repository.name }}
          INTERACTIVE: 0
          EVENT_NAME: ${{ github.event_name }} # 'issues', 'schedule', etc.
          ISSUE_NUMBER: ${{ github.event.issue.number }}
@@ -13,7 +13,7 @@ jobs:

    steps:
      - name: Checkout repository
-        uses: actions/checkout@v4
+        uses: actions/checkout@v6

      - name: Clone adk-docs repository
        run: git clone https://github.com/google/adk-docs.git /tmp/adk-docs
@@ -22,13 +22,13 @@ jobs:
        run: git clone https://github.com/google/adk-python.git /tmp/adk-python

      - name: Set up Python
-        uses: actions/setup-python@v5
+        uses: actions/setup-python@v6
        with:
          python-version: '3.11'

      - name: Authenticate to Google Cloud
        id: auth
-        uses: 'google-github-actions/auth@v2'
+        uses: 'google-github-actions/auth@v3'
        with:
          credentials_json: '${{ secrets.ADK_GCP_SA_KEY }}'

@@ -101,6 +101,7 @@ Thumbs.db

 # AI Coding Tools - Project-specific configs
 # Developers should symlink or copy AGENTS.md and add their own overrides locally
+.adk/
 .claude/
 CLAUDE.md
 .cursor/
@@ -1,5 +1,216 @@
 # Changelog

+## [1.21.0](https://github.com/google/adk-python/compare/v1.20.0...v1.21.0) (2025-12-11)
+
+### Features
+* **[Interactions API Support]**
+  * The newly released Gemini [Interactions API](https://ai.google.dev/gemini-api/docs/interactions) is supported in ADK now. To use it:
+  ```Python
+  Agent(
+    model=Gemini(
+        model="gemini-3-pro-preview",
+        use_interactions_api=True,
+    ),
+    name="...",
+    description="...",
+    instruction="...",
+  )
+  ```
+  see [samples](https://github.com/google/adk-python/tree/main/contributing/samples/interactions_api) for details
+
+
+* **[Services]**
+  * Add `add_session_to_memory` to `CallbackContext` and `ToolContext` to explicitly save the current session to memory ([7b356dd](https://github.com/google/adk-python/commit/7b356ddc1b1694d2c8a9eee538f3a41cf5518e42))
+
+* **[Plugins]**
+  * Add location for table in agent events in plugin BigQueryAgentAnalytics ([507424a](https://github.com/google/adk-python/commit/507424acb9aabc697fc64ef2e9a57875f25f0a21))
+  * Upgrade BigQueryAgentAnalyticsPlugin to v2.0 with improved performance, multimodal support, and reliability ([7b2fe14](https://github.com/google/adk-python/commit/7b2fe14dab96440ee25b66dae9e66eadba629a56))
+
+
+* **[A2A]**
+  * Adds ADK EventActions to A2A response ([32e87f6](https://github.com/google/adk-python/commit/32e87f6381ff8905a06a9a43a0207d758a74299d))
+
+* **[Tools]**
+  * Add `header_provider` to `OpenAPIToolset` and `RestApiTool` ([e1a7593](https://github.com/google/adk-python/commit/e1a7593ae8455d51cdde46f5165410217400d3c9))
+  * Allow overriding connection template ([cde7f7c](https://github.com/google/adk-python/commit/cde7f7c243a7cdc8c7b886f68be55fd59b1f6d5a))
+  * Add SSL certificate verification configuration to OpenAPI tools using the `verify` parameter ([9d2388a](https://github.com/google/adk-python/commit/9d2388a46f7a481ea1ec522f33641a06c64394ed))
+  * Use json schema for function tool declaration when feature enabled ([cb3244b](https://github.com/google/adk-python/commit/cb3244bb58904ab508f77069b436f85b442d3299))
+
+* **[Models]**
+  * Add Gemma3Ollama model integration and a sample ([e9182e5](https://github.com/google/adk-python/commit/e9182e5eb4a37fb5219fc607cd8f06d7e6982e83))
+
+
+### Bug Fixes
+
+* Install dependencies for py 3.10 ([9cccab4](https://github.com/google/adk-python/commit/9cccab453706138826f313c47118812133e099c4))
+* Refactor LiteLLM response schema formatting for different models ([894d8c6](https://github.com/google/adk-python/commit/894d8c6c2652492324c428e8dae68a8646b17485))
+* Resolve project and credentials before creating Spanner client ([99f893a](https://github.com/google/adk-python/commit/99f893ae282a04c67cce5f80e87d3bfadd3943e6))
+* Avoid false positive "App name mismatch" warnings in Runner ([6388ba3](https://github.com/google/adk-python/commit/6388ba3b2054e60d218eae6ec8abc621ed0a1139))
+* Update the code to work with either 1 event or more than 1 events ([4f54660](https://github.com/google/adk-python/commit/4f54660d6de54ddde0fec6e09fdd68890ce657ca))
+* OpenAPI schema generation by skipping JSON schema for judge_model_config ([56775af](https://github.com/google/adk-python/commit/56775afc48ee54e9cbea441a6e0fa6c8a12891b9))
+* Add tool_name_prefix support to OpenAPIToolset ([82e6623](https://github.com/google/adk-python/commit/82e6623fa97fb9cbc6893b44e228f4da098498da))
+* Pass context to client interceptors ([143ad44](https://github.com/google/adk-python/commit/143ad44f8c5d1c56fc92dd691589aaa0b788e485))
+* Yield event with error code when agent run raised A2AClientHTTPError ([b7ce5e1](https://github.com/google/adk-python/commit/b7ce5e17b6653074c5b41d08b2027b5e9970a671))
+* Handle string function responses in LiteLLM conversion ([2b64715](https://github.com/google/adk-python/commit/2b6471550591ee7fc5f70f79e66a6e4080df442b))
+* ApigeeLLM support for Built-in tools like GoogleSearch, BuiltInCodeExecutor when calling Gemini models through Apigee ([a9b853f](https://github.com/google/adk-python/commit/a9b853fe364d08703b37914a89cf02293b5c553b))
+* Extract and propagate task_id in RemoteA2aAgent ([82bd4f3](https://github.com/google/adk-python/commit/82bd4f380bd8b4822191ea16e6140fe2613023ad))
+* Update FastAPI and Starlette to fix CVE-2025-62727 (ReDoS vulnerability) ([c557b0a](https://github.com/google/adk-python/commit/c557b0a1f2aac9f0ef7f1e0f65e3884007407e30))
+* Add client id to token exchange ([f273517](https://github.com/google/adk-python/commit/f2735177f195b8d7745dba6360688ddfebfed31a))
+
+### Improvements
+
+* Normalize multipart content for LiteLLM's ollama_chat provider ([055dfc7](https://github.com/google/adk-python/commit/055dfc79747aa365db8441908d4994f795e94a68))
+* Update adk web, fixes image not rendering, state not updating, update drop down box width and trace icons ([df86847](https://github.com/google/adk-python/commit/df8684734bbfd5a8afe3b4362574fe93dcb43048))
+* Add sample agent for interaction api integration ([68d7048](https://github.com/google/adk-python/commit/68d70488b9340251a9d37e8ae3a9166870f26aa1))
+* Update genAI SDK version ([f0bdcab](https://github.com/google/adk-python/commit/f0bdcaba449f21bd8c27cde7dbedc03bf5ec5349))
+* Introduce `build_function_declaration_with_json_schema` to use pydantic to generate json schema for FunctionTool ([51a638b](https://github.com/google/adk-python/commit/51a638b6b85943d4aaec4ee37c95a55386ebac90))
+* Update component definition for triaging agent ([ee743bd](https://github.com/google/adk-python/commit/ee743bd19a8134129111fc4769ec24e40a611982))
+* Migrate Google tools to use the new feature decorator ([bab5729](https://github.com/google/adk-python/commit/bab57296d553cb211106ece9ee2c226c64a60c57))
+* Migrate computer to use the new feature decorator ([1ae944b](https://github.com/google/adk-python/commit/1ae944b39d9cf263e15b36c76480975fe4291d22))
+* Add Spanner execute sql query result mode using list of dictionaries ([f22bac0](https://github.com/google/adk-python/commit/f22bac0b202cd8f273bf2dee9fff57be1b40730d))
+* Improve error message for missing `invocation_id` and `new_message` in `run_async` ([de841a4](https://github.com/google/adk-python/commit/de841a4a0982d98ade4478f10481c817a923faa2))
+
+## [1.20.0](https://github.com/google/adk-python/compare/v1.19.0...v1.20.0) (2025-12-01)
+
+
+### Features
+* **[Core]**
+  * Add enum constraint to `agent_name` for `transfer_to_agent` ([4a42d0d](https://github.com/google/adk-python/commit/4a42d0d9d81b7aab98371427f70a7707dbfb8bc4))
+  * Add validation for unique sub-agent names ([#3557](https://github.com/google/adk-python/issues/3557)) ([2247a45](https://github.com/google/adk-python/commit/2247a45922afdf0a733239b619f45601d9b325ec))
+  * Support streaming function call arguments in progressive SSE streaming feature ([786aaed](https://github.com/google/adk-python/commit/786aaed335e1ce64b7e92dff2f4af8316b2ef593))
+
+* **[Models]**
+  * Enable multi-provider support for Claude and LiteLLM ([d29261a](https://github.com/google/adk-python/commit/d29261a3dc9c5a603feef27ea657c4a03bb8a089))
+
+* **[Tools]**
+  * Create APIRegistryToolset to add tools from Cloud API registry to agent ([ec4ccd7](https://github.com/google/adk-python/commit/ec4ccd718feeadeb6b2b59fcc0e9ff29a4fd0bac))
+  * Add an option to disallow propagating runner plugins to AgentTool runner ([777dba3](https://github.com/google/adk-python/commit/777dba3033a9a14667fb009ba017f648177be41d))
+
+* **[Web]**
+  * Added an endpoint to list apps with details ([b57fe5f](https://github.com/google/adk-python/commit/b57fe5f4598925ec7592917bb32c7f0d6eca287a))
+
+
+### Bug Fixes
+
+* Allow image parts in user messages for Anthropic Claude ([5453b5b](https://github.com/google/adk-python/commit/5453b5bfdedc91d9d668c9eac39e3bb009a7bbbf))
+* Mark the Content as non-empty if its first part contains text or inline_data or file_data or func call/response ([631b583](https://github.com/google/adk-python/commit/631b58336d36bfd93e190582be34069613d38559))
+* Fixes double response processing issue in `base_llm_flow.py` where, in Bidi-streaming (live) mode, the multi-agent structure causes duplicated responses after tool calling. ([cf21ca3](https://github.com/google/adk-python/commit/cf21ca358478919207049695ba6b31dc6e0b2673))
+* Fix out of bounds error in _run_async_impl ([8fc6128](https://github.com/google/adk-python/commit/8fc6128b62ba576480d196d4a2597564fd0a7006))
+* Fix paths for public docs ([cd54f48](https://github.com/google/adk-python/commit/cd54f48fed0c87b54fb19743c9c75e790c5d9135))
+* Ensure request bodies without explicit names are named 'body' ([084c2de](https://github.com/google/adk-python/commit/084c2de0dac84697906e2b4beebf008bbd9ae8e1)), closes [#2213](https://github.com/google/adk-python/issues/2213)
+* Optimize Stale Agent with GraphQL and Search API to resolve 429 Quota errors ([cb19d07](https://github.com/google/adk-python/commit/cb19d0714c90cd578551753680f39d8d6076c79b))
+* Update AgentTool to use Agent's description when input_schema is provided in FunctionDeclaration ([52674e7](https://github.com/google/adk-python/commit/52674e7fac6b7689f0e3871d41c4523e13471a7e))
+* Update LiteLLM system instruction role from "developer" to "system" ([2e1f730](https://github.com/google/adk-python/commit/2e1f730c3bc0eb454b76d7f36b7b9f1da7304cfe)), closes [#3657](https://github.com/google/adk-python/issues/3657)
+* Update session last update time when appending events ([a3e4ad3](https://github.com/google/adk-python/commit/a3e4ad3cd130714affcaa880f696aeb498cd93af)), closes [#2721](https://github.com/google/adk-python/issues/2721)
+* Update the retry_on_closed_resource decorator to retry on all errors ([a3aa077](https://github.com/google/adk-python/commit/a3aa07722a7de3e08807e86fd10f28938f0b267d))
+* Windows Path Handling and Normalize Cross-Platform Path Resolution in AgentLoader ([a1c09b7](https://github.com/google/adk-python/commit/a1c09b724bb37513eaabaff9643eeaa68014f14d))
+
+
+### Documentation
+
+* Add Code Wiki badge to README ([caf23ac](https://github.com/google/adk-python/commit/caf23ac49fe08bc7f625c61eed4635c26852c3ba))
+
+
+## [1.19.0](https://github.com/google/adk-python/compare/v1.18.0...v1.19.0) (2025-11-19)
+
+### Features
+
+* **[Core]**
+  * Add `id` and `custom_metadata` fields to `MemoryEntry` ([4dd28a3](https://github.com/google/adk-python/commit/4dd28a3970d0f76c571caf80b3e1bea1b79e9dde))
+  * Add progressive SSE streaming feature ([a5ac1d5](https://github.com/google/adk-python/commit/a5ac1d5e14f5ce7cd875d81a494a773710669dc1))
+  * Add a2a_request_meta_provider to RemoteAgent init ([d12468e](https://github.com/google/adk-python/commit/d12468ee5a2b906b6699ccdb94c6a5a4c2822465))
+  * Add feature decorator for the feature registry system ([871da73](https://github.com/google/adk-python/commit/871da731f1c09c6a62d51b137d9d2e7c9fb3897a))
+  * Breaking: Raise minimum Python version to 3_10 ([8402832](https://github.com/google/adk-python/commit/840283228ee77fb3dbd737cfe7eb8736d9be5ec8))
+  * Refactor and rename BigQuery agent analytics plugin ([6b14f88](https://github.com/google/adk-python/commit/6b14f887262722ccb85dcd6cef9c0e9b103cfa6e))
+  * Pass custom_metadata through forwarding artifact service ([c642f13](https://github.com/google/adk-python/commit/c642f13f216fb64bc93ac46c1c57702c8a2add8c))
+  * Update save_files_as_artifacts_plugin to never keep inline data ([857de04](https://github.com/google/adk-python/commit/857de04debdeba421075c2283c9bd8518d586624))
+
+* **[Evals]**
+  * Add support for InOrder and AnyOrder match in ToolTrajectoryAvgScore Metric ([e2d3b2d](https://github.com/google/adk-python/commit/e2d3b2d862f7fc93807d16089307d4df25367a24))
+
+* **[Integrations]**
+  * Enhance BQ Plugin Schema, Error Handling, and Logging ([5ac5129](https://github.com/google/adk-python/commit/5ac5129fb01913516d6f5348a825ca83d024d33a))
+  * Schema Enhancements with Descriptions, Partitioning, and Truncation Indicator ([7c993b0](https://github.com/google/adk-python/commit/7c993b01d1b9d582b4e2348f73c0591d47bf2f3a))
+
+* **[Services]**
+  * Add file-backed artifact service ([99ca6aa](https://github.com/google/adk-python/commit/99ca6aa6e6b4027f37d091d9c93da6486def20d7))
+  * Add service factory for configurable session and artifact backends ([a12ae81](https://github.com/google/adk-python/commit/a12ae812d367d2d00ab246f85a73ed679dd3828a))
+  * Add SqliteSessionService and a migration script to migrate existing DB using DatabaseSessionService to SqliteSessionService ([e218254](https://github.com/google/adk-python/commit/e2182544952c0174d1a8307fbba319456dca748b))
+  * Add transcription fields to session events ([3ad30a5](https://github.com/google/adk-python/commit/3ad30a58f95b8729f369d00db799546069d7b23a))
+  * Full async implementation of DatabaseSessionService ([7495941](https://github.com/google/adk-python/commit/74959414d8ded733d584875a49fb4638a12d3ce5))
+
+* **[Models]**
+  * Add experimental feature to use `parameters_json_schema` and `response_json_schema` for McpTool ([1dd97f5](https://github.com/google/adk-python/commit/1dd97f5b45226c25e4c51455c78ebf3ff56ab46a))
+  * Add support for parsing inline JSON tool calls in LiteLLM responses ([22eb7e5](https://github.com/google/adk-python/commit/22eb7e5b06c9e048da5bb34fe7ae9135d00acb4e))
+  * Expose artifact URLs to the model when available ([e3caf79](https://github.com/google/adk-python/commit/e3caf791395ce3cc0b10410a852be6e7b0d8d3b1))
+
+* **[Tools]**
+  * Add BigQuery related label handling ([ffbab4c](https://github.com/google/adk-python/commit/ffbab4cf4ed6ceb313241c345751214d3c0e11ce))
+  * Allow setting max_billed_bytes in BigQuery tools config ([ffbb0b3](https://github.com/google/adk-python/commit/ffbb0b37e128de50ebf57d76cba8b743a8b970d5))
+  * Propagate `application_name` set for the BigQuery Tools as BigQuery job labels ([f13a11e](https://github.com/google/adk-python/commit/f13a11e1dc27c5aa46345154fbe0eecfe1690cbb))
+  * Set per-tool user agent in BQ calls and tool label in BQ jobs ([c0be1df](https://github.com/google/adk-python/commit/c0be1df0521cfd4b84585f404d4385b80d08ba59))
+
+* **[Observability]**
+  * Migrate BigQuery logging to Storage Write API ([a2ce34a](https://github.com/google/adk-python/commit/a2ce34a0b9a8403f830ff637d0e2094e82dee8e7))
+
+### Bug Fixes
+
+* Add `jsonschema` dependency for Agent Builder config validation ([0fa7e46](https://github.com/google/adk-python/commit/0fa7e4619d589dc834f7508a18bc2a3b93ec7fd9))
+* Add None check for `event` in `remote_a2a_agent.py` ([744f94f](https://github.com/google/adk-python/commit/744f94f0c8736087724205bbbad501640b365270))
+* Add vertexai initialization for code being deployed to AgentEngine ([b8e4aed](https://github.com/google/adk-python/commit/b8e4aedfbf0eb55b34599ee24e163b41072a699c))
+* Change LiteLLM content and tool parameter handling ([a19be12](https://github.com/google/adk-python/commit/a19be12c1f04bb62a8387da686499857c24b45c0))
+* Change name for builder agent ([131d39c](https://github.com/google/adk-python/commit/131d39c3db1ae25e3911fa7f72afbe05e24a1c37))
+* Ensure event compaction completes by awaiting task ([b5f5df9](https://github.com/google/adk-python/commit/b5f5df9fa8f616b855c186fcef45bade00653c77))
+* Fix deploy to cloud run on Windows ([29fea7e](https://github.com/google/adk-python/commit/29fea7ec1fb27989f07c90494b2d6acbe76c03d8))
+* Fix error handling when MCP server is unreachable ([ee8106b](https://github.com/google/adk-python/commit/ee8106be77f253e3687e72ae0e236687d254965c))
+* Fix error when query job destination is None ([0ccc43c](https://github.com/google/adk-python/commit/0ccc43cf49dc0882dc896455d6603a602d8a28e7))
+* Fix Improve logic for checking if a MCP session is disconnected ([a754c96](https://github.com/google/adk-python/commit/a754c96d3c4fd00f9c2cd924fc428b68cc5115fb))
+* Fix McpToolset crashing with anyio.BrokenResourceError ([8e0648d](https://github.com/google/adk-python/commit/8e0648df23d0694afd3e245ec4a3c41aa935120a))
+* Fix Safely handle `FunctionDeclaration` without a `required` attribute ([93aad61](https://github.com/google/adk-python/commit/93aad611983dc1daf415d3a73105db45bbdd1988))
+* Fix status code in error message in RestApiTool ([9b75456](https://github.com/google/adk-python/commit/9b754564b3cc5a06ad0c6ae2cd2d83082f9f5943))
+* Fix Use `async for` to loop through event iterator to get all events in vertex_ai_session_service ([9211f4c](https://github.com/google/adk-python/commit/9211f4ce8cc6d918df314d6a2ff13da2e0ef35fa))
+* Fix: Fixes DeprecationWarning when using send method ([2882995](https://github.com/google/adk-python/commit/28829952890c39dbdb4463b2b67ff241d0e9ef6d))
+* Improve logic for checking if a MCP session is disconnected ([a48a1a9](https://github.com/google/adk-python/commit/a48a1a9e889d4126e6f30b56c93718dfbacef624))
+* Improve handling of partial and complete transcriptions in live calls ([1819ecb](https://github.com/google/adk-python/commit/1819ecb4b8c009d02581c2d060fae49cd7fdf653))
+* Keep vertex session event after the session update time ([0ec0195](https://github.com/google/adk-python/commit/0ec01956e86df6ae8e6553c70e410f1f8238ba88))
+* Let part converters also return multiple parts so they can support more usecases ([824ab07](https://github.com/google/adk-python/commit/824ab072124e037cc373c493f43de38f8b61b534))
+* Load agent/app before creating session ([236f562](https://github.com/google/adk-python/commit/236f562cd275f84837be46f7dfb0065f85425169))
+* Remove app name from FileArtifactService directory structure ([12db84f](https://github.com/google/adk-python/commit/12db84f5cd6d8b6e06142f6f6411f6b78ff3f177))
+* Remove hardcoded `google-cloud-aiplatform` version in agent engine requirements ([e15e19d](https://github.com/google/adk-python/commit/e15e19da05ee1b763228467e83f6f73e0eced4b5))
+* Stop updating write mode in the global settings during tool execution ([5adbf95](https://github.com/google/adk-python/commit/5adbf95a0ab0657dd7df5c4a6bac109d424d436e))
+* Update description for `load_artifacts` tool ([c485889](https://github.com/google/adk-python/commit/c4858896ff085bedcfbc42b2010af8bd78febdd0))
+
+### Improvements
+
+* Add BigQuery related label handling ([ffbab4c](https://github.com/google/adk-python/commit/ffbab4cf4ed6ceb313241c345751214d3c0e11ce))
+* Add demo for rewind ([8eb1bdb](https://github.com/google/adk-python/commit/8eb1bdbc58dc709006988f5b6eec5fda25bd0c89))
+* Add debug logging for live connection ([5d5708b](https://github.com/google/adk-python/commit/5d5708b2ab26cb714556311c490b4d6f0a1f9666))
+* Add debug logging for missing function call events ([f3d6fcf](https://github.com/google/adk-python/commit/f3d6fcf44411d07169c14ae12189543f44f96c27))
+* Add default retry options as fall back to llm_request that are made during evals ([696852a](https://github.com/google/adk-python/commit/696852a28095a024cbe76413ee7617356e19a9e3))
+* Add plugin for returning GenAI Parts from tools into the model request ([116b26c](https://github.com/google/adk-python/commit/116b26c33e166bf1a22964e2b67013907fbfcb80))
+* Add support for abstract types in AFC ([2efc184](https://github.com/google/adk-python/commit/2efc184a46173529bdfc622db0d6f3866e7ee778))
+* Add support for structured output schemas in LiteLLM models ([7ea4aed](https://github.com/google/adk-python/commit/7ea4aed35ba70ec5a38dc1b3b0a9808183c2bab1))
+* Add tests for `max_query_result_rows` in BigQuery tool config ([fd33610](https://github.com/google/adk-python/commit/fd33610e967ad814bc02422f5d14dae046bee833))
+* Add type hints in `cleanup_unused_files.py` ([2dea573](https://github.com/google/adk-python/commit/2dea5733b759a7a07d74f36a4d6da7b081afc732))
+* Add util to build our llms.txt and llms-full.txt files
+* ADK changes ([f1f4467](https://github.com/google/adk-python/commit/f1f44675e4a86b75e72cfd838efd8a0399f23e24))
+* Defer import of `google.cloud.storage` in `GCSArtifactService` ([999af55](https://github.com/google/adk-python/commit/999af5588005e7b29451bdbf9252265187ca992d))
+* Defer import of `live`, `Client` and `_transformers` in `google.genai` ([22c6dbe](https://github.com/google/adk-python/commit/22c6dbe83cd1a8900d0ac6fd23d2092f095189fa))
+* Enhance the messaging with possible fixes for RESOURCE_EXHAUSTED errors from Gemini ([b2c45f8](https://github.com/google/adk-python/commit/b2c45f8d910eb7bca4805c567279e65aff72b58a))
+* Improve gepa tau-bench colab for external use ([e02f177](https://github.com/google/adk-python/commit/e02f177790d9772dd253c9102b80df1a9418aa7f))
+* Improve gepa voter agent demo colab ([d118479](https://github.com/google/adk-python/commit/d118479ccf3a970ce9b24ac834b4b6764edb5de4))
+* Lazy import DatabaseSessionService in the adk/sessions/ module ([5f05749](https://github.com/google/adk-python/commit/5f057498a274d3b3db0be0866f04d5225334f54a))
+* Move adk_agent_builder_assistant to built_in_agents ([b2b7f2d](https://github.com/google/adk-python/commit/b2b7f2d6aa5b919a00a92abaf2543993746e939e))
+* Plumb memory service from LocalEvalService to EvaluationGenerator ([dc3f60c](https://github.com/google/adk-python/commit/dc3f60cc939335da49399a69c0b4abc0e7f25ea4))
+* Removes the unrealistic todo comment of visibility management ([e511eb1](https://github.com/google/adk-python/commit/e511eb1f70f2a3fccc9464ddaf54d0165db22feb))
+* Returns agent state regardless if ctx.is_resumable ([d6b928b](https://github.com/google/adk-python/commit/d6b928bdf7cdbf8f1925d4c5227c7d580093348e))
+* Stop logging the full content of LLM blobs ([0826755](https://github.com/google/adk-python/commit/082675546f501a70f4bc8969b9431a2e4808bd13))
+* Update ADK web to match main branch ([14e3802](https://github.com/google/adk-python/commit/14e3802643a2d8ce436d030734fafd163080a1ad))
+* Update agent instructions and retry limit in `plugin_reflect_tool_retry` sample ([01bac62](https://github.com/google/adk-python/commit/01bac62f0c14cce5d454a389b64a9f44a03a3673))
+* Update conformance test CLI to handle long-running tool calls ([dd706bd](https://github.com/google/adk-python/commit/dd706bdc4563a2a815459482237190a63994cb6f))
+* Update Gemini Live model names in live bidi streaming sample ([aa77834](https://github.com/google/adk-python/commit/aa77834e2ecd4b77dfb4e689ef37549b3ebd6134))
+
+
 ## [1.18.0](https://github.com/google/adk-python/compare/v1.17.0...v1.18.0) (2025-11-05)

 ### Features
@@ -141,7 +352,7 @@

 * Returns dict as result from McpTool to comply with BaseTool expectations ([4df9263](https://github.com/google/adk-python/commit/4df926388b6e9ebcf517fbacf2f5532fd73b0f71))
 * Fixes the identity prompt to be one line ([7d5c6b9](https://github.com/google/adk-python/commit/7d5c6b9acf0721dd230f08df919c7409eed2b7d0))
-* Fix the broken langchain importing caused their 1.0.0 release ([c850da3](https://github.com/google/adk-python/commit/c850da3a07ec1441037ced1b654d8aacacd277ab))
+* Fix the broken langchain importing caused by their 1.0.0 release ([c850da3](https://github.com/google/adk-python/commit/c850da3a07ec1441037ced1b654d8aacacd277ab))
 * Fix BuiltInCodeExecutor to support visualizations ([ce3418a](https://github.com/google/adk-python/commit/ce3418a69de56570847d45f56ffe7139ab0a47aa))
 * Relax runner app-name enforcement and improve agent origin inference ([dc4975d](https://github.com/google/adk-python/commit/dc4975dea9fb79ad887460659f8f397a537ee38f))
 * Improve error message when adk web is run in wrong directory ([4a842c5](https://github.com/google/adk-python/commit/4a842c5a1334c3ee01406f796651299589fe12ab))
@@ -418,7 +629,7 @@
 ### Documentation

 * Clean up docs in sample [a360bc2](https://github.com/google/adk-python/commit/a360bc25429bf4bef6a80da59afe30d6933a844b)
-* Fixes root_agent.yaml in tool_mcp_stdio_notion_config for Agent Config sample and add README.md [2c088ac](https://github.com/google/adk-python/commit/2c088acc9b34f030537b02b45a4afd458445d15b)
+* Fixes root_agent.yaml in tool_mcp_stdio_notion_config for Agent Config sample and adds README.md [2c088ac](https://github.com/google/adk-python/commit/2c088acc9b34f030537b02b45a4afd458445d15b)
 * Add What's new section to README.md [ccab076](https://github.com/google/adk-python/commit/ccab076aceff917591eb3a3cc89a9f85226b832a)

 ## 1.12.0 (2025-08-21)
@@ -56,14 +56,14 @@ information on using pull requests.

 ### Requirement for PRs

-   All PRs, other than small documentation or typo fixes, should have a Issue
+-   All PRs, other than small documentation or typo fixes, should have an Issue
    associated. If a relevant issue doesn't exist, please create one first or
    you may instead describe the bug or feature directly within the PR
    description, following the structure of our issue templates.
 -   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
+-   Please include a `testing plan` section in your PR to describe how you
    will test. This will save time for PR review. See `Testing Requirements`
    section for more details.

@@ -126,7 +126,7 @@ Depending on your change:

 For any changes that impact user-facing documentation (guides, API reference,
 tutorials), please open a PR in the
-[adk-docs](https://github.com/google/adk-docs) repository to update relevant
+[adk-docs](https://github.com/google/adk-docs) repository to update the relevant
 part before or alongside your code PR.

 ## Development Setup
@@ -160,7 +160,11 @@ part before or alongside your code PR.
    source .venv/bin/activate
    ```

-    **windows** `shell source .\.venv\Scripts\activate`
+    **Windows**
+
+    ```shell
+    source .\.venv\Scripts\activate
+    ```

 4.  **Install dependencies:**

@@ -230,7 +234,7 @@ part before or alongside your code PR.
 ## Contributing Resources

 [Contributing folder](https://github.com/google/adk-python/tree/main/contributing)
-has resources that is helpful for contributors.
+has resources that are helpful for contributors.

 ## Vibe Coding

@@ -4,7 +4,7 @@
 [![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)
+<a href="https://codewiki.google/github.com/google/adk-python"><img src="https://www.gstatic.com/_/boq-sdlc-agents-ui/_/r/Mvosg4klCA4.svg" alt="Ask Code Wiki" height="20"></a>

 <html>
    <h2 align="center">
@@ -158,13 +158,13 @@ We welcome contributions from the community! Whether it's bug reports, feature r

 ## Community Repo

-We have [adk-python-community repo](https://github.com/google/adk-python-community)that is home to a growing ecosystem of community-contributed tools, third-party
+We have [adk-python-community repo](https://github.com/google/adk-python-community) that is home to a growing ecosystem of community-contributed tools, third-party
 service integrations, and deployment scripts that extend the core capabilities
 of the ADK.

 ## Vibe Coding

-If you are to develop agent via vibe coding the [llms.txt](./llms.txt) and the [llms-full.txt](./llms-full.txt) can be used as context to LLM. While the former one is a summarized one and the later one has the full information in case your LLM has big enough context window.
+If you want to develop agent via vibe coding the [llms.txt](./llms.txt) and the [llms-full.txt](./llms-full.txt) can be used as context to LLM. While the former one is a summarized one and the later one has the full information in case your LLM has big enough context window.

 ## Community Events

@@ -1,6 +1,6 @@
 # Contributing Resources

-This folder host resources for ADK contributors, for example, testing samples etc.
+This folder hosts resources for ADK contributors, for example, testing samples etc.

 ## Samples

@@ -13,4 +13,4 @@ Samples folder host samples to test different features. The samples are usually
 The [adk_project_overview_and_architecture.md](adk_project_overview_and_architecture.md) describes the ADK project overview and its technical architecture from high-level.

 This is helpful for contributors to understand the project and design philosophy.
- It can also be feed into LLMs for vibe-coding.
+ It can also be fed into LLMs for vibe-coding.
@@ -34,7 +34,7 @@ my_adk_project/
    └── my_app/
        ├── agents/
        │   ├── my_agent/
-        │   │   ├── __init__.py   # Must contain: from. import agent \
+        │   │   ├── __init__.py   # Must contain: from . import agent \
        │   │   └── agent.py      # Must contain: root_agent = Agent(...) \
        │   └── another_agent/
        │       ├── __init__.py
@@ -43,7 +43,7 @@ my_adk_project/

 agent.py: Must define the agent and assign it to a variable named root_agent. This is how ADK's tools find it.

-`__init__.py`: In each agent directory, it must contain from. import agent to make the agent discoverable.
+`__init__.py`: In each agent directory, it must contain `from . import agent` to make the agent discoverable.

 ## Local Development & Debugging

@@ -69,7 +69,7 @@ We expose agents as production APIs using FastAPI.

 - Custom Endpoints: We can add our own routes (e.g., /health) to the app object returned by the helper.

-Python
+```Python

 from google.adk.cli.fast_api import get_fast_api_app
 app = get_fast_api_app(agent_dir="./agents")
@@ -77,6 +77,7 @@ app = get_fast_api_app(agent_dir="./agents")
@app.get("/health")
 async def health_check():
    return {"status": "ok"}
+```


 ## Deployment to Production
@@ -24,13 +24,14 @@ from adk_documentation.settings import DOC_OWNER
 from adk_documentation.settings import DOC_REPO
 from adk_documentation.tools import get_issue
 from adk_documentation.utils import call_agent_async
+from adk_documentation.utils import parse_suggestions
 from google.adk.cli.utils import logs
 from google.adk.runners import InMemoryRunner

 APP_NAME = "adk_docs_updater"
 USER_ID = "adk_docs_updater_user"

-logs.setup_adk_logger(level=logging.DEBUG)
+logs.setup_adk_logger(level=logging.INFO)


 def process_arguments():
@@ -68,23 +69,84 @@ async def main():
    print(f"Failed to get issue {issue_number}: {get_issue_response}\n")
    return
  issue = get_issue_response["issue"]
+  issue_title = issue.get("title", "")
+  issue_body = issue.get("body", "")
+
+  # Parse numbered suggestions from issue body
+  suggestions = parse_suggestions(issue_body)
+
+  if not suggestions:
+    print(f"No numbered suggestions found in issue #{issue_number}.")
+    print("Falling back to processing the entire issue as a single task.")
+    suggestions = [(1, issue_body)]
+
+  print(f"Found {len(suggestions)} suggestion(s) in issue #{issue_number}.")
+  print("=" * 80)

  runner = InMemoryRunner(
      agent=agent.root_agent,
      app_name=APP_NAME,
  )
-  session = await runner.session_service.create_session(
-      app_name=APP_NAME,
-      user_id=USER_ID,
-  )

-  response = await call_agent_async(
-      runner,
-      USER_ID,
-      session.id,
-      f"Please update the ADK docs according to the following issue:\n{issue}",
+  results = []
+  for suggestion_num, suggestion_text in suggestions:
+    print(f"\n>>> Processing suggestion #{suggestion_num}...")
+    print("-" * 80)
+
+    # Create a new session for each suggestion to avoid context interference
+    session = await runner.session_service.create_session(
+        app_name=APP_NAME,
+        user_id=USER_ID,
+    )
+
+    prompt = f"""
+      Please update the ADK docs according to suggestion #{suggestion_num} from issue #{issue_number}.
+
+      Issue title: {issue_title}
+
+      Suggestion to process:
+      {suggestion_text}
+
+      Note: Focus only on this specific suggestion. Create exactly one pull request for this suggestion.
+    """
+
+    try:
+      response = await call_agent_async(
+          runner,
+          USER_ID,
+          session.id,
+          prompt,
+      )
+      results.append({
+          "suggestion_num": suggestion_num,
+          "status": "success",
+          "response": response,
+      })
+      print(f"<<<< Suggestion #{suggestion_num} completed.")
+    except Exception as e:
+      results.append({
+          "suggestion_num": suggestion_num,
+          "status": "error",
+          "error": str(e),
+      })
+      print(f"<<<< Suggestion #{suggestion_num} failed: {e}")
+
+    print("-" * 80)
+
+  # Print summary
+  print("\n" + "=" * 80)
+  print("SUMMARY")
+  print("=" * 80)
+  successful = [r for r in results if r["status"] == "success"]
+  failed = [r for r in results if r["status"] == "error"]
+  print(
+      f"Total: {len(results)}, Success: {len(successful)}, Failed:"
+      f" {len(failed)}"
  )
-  print(f"<<<< Agent Final Output: {response}\n")
+  if failed:
+    print("\nFailed suggestions:")
+    for r in failed:
+      print(f"  - Suggestion #{r['suggestion_num']}: {r['error']}")


 if __name__ == "__main__":
@@ -12,9 +12,11 @@
 # See the License for the specific language governing permissions and
 # limitations under the License.

+import re
 from typing import Any
 from typing import Dict
 from typing import List
+from typing import Tuple

 from adk_documentation.settings import GITHUB_TOKEN
 from google.adk.agents.run_config import RunConfig
@@ -96,3 +98,47 @@ async def call_agent_async(
          final_response_text += text

  return final_response_text
+
+
+def parse_suggestions(issue_body: str) -> List[Tuple[int, str]]:
+  """Parse numbered suggestions from issue body.
+
+  Supports multiple formats:
+  - Format A (markdown headers): "### 1. Title"
+  - Format B (numbered list with bold): "1. **Title**"
+
+  Args:
+      issue_body: The body text of the GitHub issue.
+
+  Returns:
+      A list of tuples, where each tuple contains:
+      - The suggestion number (1-based)
+      - The full text of that suggestion
+  """
+  # Try different patterns in order of preference
+  patterns = [
+      # Format A: "### 1. Title" (markdown header with number)
+      (r"(?=^###\s+\d+\.)", r"^###\s+(\d+)\."),
+      # Format B: "1. **Title**" (numbered list with bold)
+      (r"(?=^\d+\.\s+\*\*)", r"^(\d+)\.\s+\*\*"),
+  ]
+
+  for split_pattern, match_pattern in patterns:
+    parts = re.split(split_pattern, issue_body, flags=re.MULTILINE)
+
+    suggestions = []
+    for part in parts:
+      part = part.strip()
+      if not part:
+        continue
+
+      match = re.match(match_pattern, part)
+      if match:
+        suggestion_num = int(match.group(1))
+        suggestions.append((suggestion_num, part))
+
+    # If we found suggestions with this pattern, return them
+    if suggestions:
+      return suggestions
+
+  return []
@@ -0,0 +1,73 @@
+You are a highly intelligent repository auditor for '{OWNER}/{REPO}'.
+Your job is to analyze a specific issue and report findings before taking action.
+
+**Primary Directive:** Ignore any events from users ending in `[bot]`.
+**Reporting Directive:** Output a concise summary starting with "Analysis for Issue #[number]:".
+
+**THRESHOLDS:**
+- Stale Threshold: {stale_threshold_days} days.
+- Close Threshold: {close_threshold_days} days.
+
+**WORKFLOW:**
+1.  **Context Gathering**: Call `get_issue_state`.
+2.  **Decision**: Follow this strict decision tree using the data returned by the tool.
+
+--- **DECISION TREE** ---
+
+**STEP 1: CHECK IF ALREADY STALE**
+- **Condition**: Is `is_stale` (from tool) **True**?
+- **Action**:
+    - **Check Role**: Look at `last_action_role`.
+
+    - **IF 'author' OR 'other_user'**:
+        - **Context**: The user has responded. The issue is now ACTIVE.
+        - **Action 1**: Call `remove_label_from_issue` with '{STALE_LABEL_NAME}'.
+        - **Action 2 (ALERT CHECK)**: Look at `maintainer_alert_needed`.
+            - **IF True**: User edited description silently.
+              -> **Action**: Call `alert_maintainer_of_edit`.
+            - **IF False**: User commented normally. No alert needed.
+        - **Report**: "Analysis for Issue #[number]: ACTIVE. User activity detected. Removed stale label."
+
+    - **IF 'maintainer'**:
+        - **Check Time**: Check `days_since_stale_label`.
+            - **If `days_since_stale_label` > {close_threshold_days}**:
+                - **Action**: Call `close_as_stale`.
+                - **Report**: "Analysis for Issue #[number]: STALE. Close threshold met. Closing."
+            - **Else**:
+                - **Report**: "Analysis for Issue #[number]: STALE. Waiting for close threshold. No action."
+
+**STEP 2: CHECK IF ACTIVE (NOT STALE)**
+- **Condition**: `is_stale` is **False**.
+- **Action**:
+    - **Check Role**: If `last_action_role` is 'author' or 'other_user':
+        - **Context**: The issue is Active.
+        - **Action (ALERT CHECK)**: Look at `maintainer_alert_needed`.
+            - **IF True**: The user edited the description silently, and we haven't alerted yet.
+              -> **Action**: Call `alert_maintainer_of_edit`.
+              -> **Report**: "Analysis for Issue #[number]: ACTIVE. Silent update detected (Description Edit). Alerted maintainer."
+            - **IF False**:
+              -> **Report**: "Analysis for Issue #[number]: ACTIVE. Last action was by user. No action."
+
+    - **Check Role**: If `last_action_role` is 'maintainer':
+      - **Proceed to STEP 3.**
+
+**STEP 3: ANALYZE MAINTAINER INTENT**
+- **Context**: The last person to act was a Maintainer.
+- **Action**: Analyze `last_comment_text` using `maintainers` list and `last_actor_name`.
+
+    - **Internal Discussion Check**: Does the comment mention or address any username found in the `maintainers` list (other than the speaker `last_actor_name`)?
+        - **Verdict**: **ACTIVE** (Internal Team Discussion).
+        - **Report**: "Analysis for Issue #[number]: ACTIVE. Maintainer is discussing with another maintainer. No action."
+
+    - **Question Check**: Does the text ask a question, request clarification, ask for logs, or give suggestions?
+    - **Time Check**: Is `days_since_activity` > {stale_threshold_days}?
+
+    - **DECISION**:
+        - **IF (Question == YES) AND (Time == YES) AND (Internal Discussion Check == FALSE):**
+            - **Action**: Call `add_stale_label_and_comment`.
+            - **Check**: If '{REQUEST_CLARIFICATION_LABEL}' is not in `current_labels`, call `add_label_to_issue` with '{REQUEST_CLARIFICATION_LABEL}'.
+            - **Report**: "Analysis for Issue #[number]: STALE. Maintainer asked question [days_since_activity] days ago. Marking stale."
+        - **IF (Question == YES) BUT (Time == NO)**:
+            - **Report**: "Analysis for Issue #[number]: PENDING. Maintainer asked question, but threshold not met yet. No action."
+        - **IF (Question == NO) OR (Internal Discussion Check == TRUE):**
+            - **Report**: "Analysis for Issue #[number]: ACTIVE. Maintainer gave status update or internal discussion detected. No action."
--- a/Show More
+++ b/Show More