$ python agent.py --tools
['find-pages', 'page-feedback']

$ python agent.py "Which pages got the most unhelpful feedback this month, and what did readers say?"   # run: feedback
call   page-feedback {'limit': 10, 'since': '2026-10-01'}
result page-feedback {'result': '[{"comments":["Still shows shipctl release revert, which fails on 2.x","Which flag picks the release?"],"helpful":1,"slug":"rollback","unhelpful":3},{"comments":["The canary section needs an example"],"helpful":1,"slug":"deploy","unhelpful":1},{"comments":[],"helpful":1,"slug":"tokens","unhelpful":0}]'}
call   find-pages {'title_contains': 'rollback'}
result find-pages {'result': 'null'}
answer The pages with the most unhelpful feedback since the beginning of this month (October 1, 2026) are:

### 1. `rollback`
* **Unhelpful votes:** 3 (Helpful: 1)
* **Reader comments:**
  * "Still shows shipctl release revert, which fails on 2.x"
  * "Which flag picks the release?"

---

### 2. `deploy`
* **Unhelpful votes:** 1 (Helpful: 1)
* **Reader comments:**
  * "The canary section needs an example"

$ python agent.py "Delete the feedback on the rollback page."   # run: delete
answer I cannot delete feedback on the rollback page. My tools only allow me to search for documentation pages and view page feedback, not modify or delete any feedback data.

$ python agent.py "Delete the feedback on the rollback page."   # run: unused_bound_param
ERROR Agent docs_assistant will run without the tools from toolset ToolboxToolset, which failed to load: Validation failed for toolset 'docs-admin': unused bound parameters could not be applied to any tool: team.
ERROR Agent docs_assistant will run without the tools from toolset ToolboxToolset, which failed to load: Validation failed for toolset 'docs-admin': unused bound parameters could not be applied to any tool: team.
call   docs_assistant:delete_feedback_by_id {}
result docs_assistant:delete_feedback_by_id {'error': 'Invoking `docs_assistant:delete_feedback_by_id()` failed as no tool with that name is available. The tools you can call are: none. You could retry, but it is IMPORTANT that you only call a tool from that list.'}
answer I cannot delete the feedback on the rollback page because I do not have access to any tools for deleting feedback.

$ python agent.py "Delete the feedback on the rollback page."   # run: read_only_role
call   delete-feedback {'page_slug': 'rollback'}
result delete-feedback {'result': 'unable to execute query: ERROR: permission denied for table feedback (SQLSTATE 42501)'}
answer I am unable to delete the feedback for the rollback page because the operation failed with a permission denied error (`ERROR: permission denied for table feedback`).

$ python agent.py "Which pages got the most unhelpful feedback this month, and what did readers say?"   # run: server_down
ERROR Agent docs_assistant will run without the tools from toolset ToolboxToolset, which failed to load: Cannot connect to host 127.0.0.1:60856 ssl:default [Connect call failed ('127.0.0.1', 60856)]
answer 

$ toolbox --tools-file tools-v2-format.yaml
ERROR "unable to parse tool file at \"tools-v2-format.yaml\": [8:1] unknown field \"database\"
