Mark an email as read by removing the UNREAD label.

Mark an email as unread by adding the UNREAD label.

Store and mark our itinerary as accepted by the customer.

If a new question is asked, this tool will reset context variables and route to the basic_agent. Only call this if the user has just asked a new quest

Return the last N verified facts for awareness.

Return the last N interrogation turns.

Network specialist: ICMP ping a host.

Editor: plan the research outline with report sections.

Post 3–5 concrete remediation steps to the ticket. This closes the diagnosis workflow and moves the ticket to Remediation_Recommended — a sepa

Storage fixer: stage a failing disk for replacement. The physical hot-swap is DISRUPTIVE and requires operator sign-off before it runs.

Human Review: present research findings for human approval.

Intake decided this is not a duplicate; hand off to Triage.

Confirm this is not a duplicate; hand off to Triage.

Submit events information for the specified city and date range

Submit a response from the finance specialist

Submit dining recommendations for the specified city

Submit a response from the general knowledge specialist

Submit a response from the healthcare specialist

Submit a response from the technology specialist

Submit traffic/transportation information for the specified city

Submit weather information for the specified city and date range

Read a file from the due diligence report directory. Pass the relative path (e.g. 'investors.json').

Read a text file from the sandbox (first `max_bytes` bytes).

Record each nested agent's response, track completion, and prepare for evaluation

Reply to all recipients of an email. - email_id: ID of the message to reply to - body: plain-text reply body

Reply to an email (sender only). - email_id: ID of the message to reply to - body: plain-text reply body

Request clarification from the user when the query is ambiguous

Run the multi-agent pipeline and stream AG-UI events.

Accept human feedback and resume the paused pipeline.

Infra fixer: restart a service on a host.

Route the current request to the finance specialist

Route the current request to the general knowledge specialist

Route the current request to the healthcare specialist

Route the current request to the technology specialist

Run the inventory check for the order

Execute Python code inside the Daytona sandbox. The sandbox has pandas, numpy, matplotlib, and seaborn pre-installed. Any plot you save under

Run the validation check for the order

Save research content to a markdown file. Args: content (str): The research content to save (will be formatted as markdown) filen

Schedule the marketing posts (email, LinkedIn, X) for publishing at the given time.

Scrapes a Yahoo Finance article from the given URL and returns a summarized version. Parameters: - url (str): The URL of the Yahoo Finan

Search emails by subject, body keywords, sender, or date range. - subject: words to find in the subject - body: words to find in the body

Send a new email. - to: recipient email address - subject: email subject line - body: plain-text email body

Config fixer: adjust the nginx upstream timeout and reload.

Endpoint to return the HTML page for audio chat.

Start the document creation feedback loop with a prompt and document type

Start the order processing pipeline with provided order details JSON string

Storage fixer: start a scrub/repair on a ZFS pool.

Submit the document draft for review

Submit the initial document plan

Submit feedback on the document

Each specialist submits its independent findings.

Each specialist submits its independent findings after investigation. Once all assigned specialists have called this, the workflow joins to RC

Each fixer submits the outcome of its work. ``status`` is one of ``"applied"`` (done), ``"partial"`` (some steps pending), or ``"blocked_pendi

Submit the synthesised root cause analysis. ``confidence`` is one of ``"low"``, ``"medium"``, ``"high"``.

Submit the revised document, which may lead to another feedback loop or finalization

Search the web. Returns a list of {title, url, content} dicts ranked by relevance.

Search the web. Returns a list of {title, url, content} dicts ranked by relevance. Use this first to discover candidate sources for a question.

Test that the AG2 agent processes a message and returns a response.

Test that the agent correctly uses the time tool.

Test that the agent correctly uses the weather tool.

Regression test for an issue surfaced by running real code: `_resolve_routing` in AG2 main does NOT populate `tool_args` on the routing dict —

Triage calls assign_specialists(["network", "storage"]) → fan-out.