feat: use send instead of draft for email reply agent

examples/templates/email_reply_agent/agent.py

@@ -18,7 +18,7 @@ from .nodes import intake_node, search_node, confirm_draft_node
 goal = Goal(
     id="email-reply-goal",
     name="Email Reply Agent",
-    description="Filter unreplied emails by user criteria, confirm recipients, draft personalized replies.",
+    description="Filter unreplied emails by user criteria, confirm recipients, send personalized replies.",
     success_criteria=[
         SuccessCriterion(
             id="sc-filter",
@@ -29,15 +29,15 @@ goal = Goal(
         ),
         SuccessCriterion(
             id="sc-confirm",
-            description="User confirms recipient list before drafting",
+            description="User confirms recipient list before sending",
             metric="Confirmation rate",
             target="100%",
             weight=0.25,
         ),
         SuccessCriterion(
             id="sc-personalize",
-            description="Drafts are personalized based on email content and tone guidance",
-            metric="User satisfaction with draft relevance",
+            description="Replies are personalized based on email content and tone guidance",
+            metric="User satisfaction with reply relevance",
             target="85%",
             weight=0.40,
         ),
@@ -45,7 +45,7 @@ goal = Goal(
     constraints=[
         Constraint(
             id="c-privacy",
-            description="Never auto-send emails; all replies go to drafts for user review",
+            description="Never send emails without explicit user confirmation; always present recipient list and get approval first",
             constraint_type="hard",
             category="functional",
         ),
@@ -103,7 +103,7 @@ terminal_nodes = []
 
 # Module-level vars read by AgentRunner.load()
 conversation_mode = "continuous"
-identity_prompt = "You are a helpful email reply assistant that filters unreplied emails and drafts personalized responses."
+identity_prompt = "You are a helpful email reply assistant that filters unreplied emails and sends personalized responses."
 loop_config = {
     "max_iterations": 100,
     "max_tool_calls_per_turn": 30,

examples/templates/email_reply_agent/config.py

@@ -36,7 +36,7 @@ default_config = RuntimeConfig()
 class AgentMetadata:
     name: str = "Email Reply Agent"
     version: str = "1.0.0"
-    description: str = "Filter unreplied emails, confirm recipients, draft personalized replies."
+    description: str = "Filter unreplied emails, confirm recipients, send personalized replies."
     intro_message: str = "Tell me which emails you want to reply to (e.g., 'emails from @company.com in the last week')."
 
 

examples/templates/email_reply_agent/nodes/__init__.py

@@ -74,39 +74,39 @@ If no emails found, set empty array: set_output("email_list", [])
     tools=["gmail_list_messages", "gmail_get_message", "gmail_batch_get_messages"],
 )
 
-# Node 3: Confirm & Draft (client-facing)
+# Node 3: Confirm & Reply (client-facing)
 confirm_draft_node = NodeSpec(
     id="confirm-draft",
-    name="Confirm & Draft",
-    description="Present emails for confirmation, draft personalized replies",
+    name="Confirm & Reply",
+    description="Present emails for confirmation, send personalized replies",
     node_type="event_loop",
     client_facing=True,
     max_node_visits=0,
     input_keys=["email_list", "filter_criteria"],
     output_keys=["batch_complete", "restart"],
     nullable_output_keys=["batch_complete", "restart"],
-    success_criteria="User confirmed recipients and personalized drafts created for each.",
+    success_criteria="User confirmed recipients and personalized replies sent for each.",
     system_prompt="""\
-You are a Gmail reply drafter. Present emails for confirmation, then draft personalized replies.
+You are a Gmail reply assistant. Present emails for confirmation, then send personalized replies.
 
 **STEP 1 — Present for confirmation (text only, NO tool calls):**
 1. Show the email list in readable format:
    - #. Sender Name <email> - Subject (Date)
    - Snippet: first 150 chars
-2. Ask: "These are the people to reply to. Confirm? Any tone preferences or specific messages?"
+2. Ask: "These are the emails to reply to. Confirm? Any tone preferences or specific messages?"
 3. Wait for user response
 
 **STEP 2 — Handle user response:**
 
 If user CONFIRMS (says yes, go ahead, sounds good, etc.):
 For EACH email in email_list:
-1. Read the sender, subject, and snippet
+1. Read the subject and snippet
 2. Use tone_guidance from filter_criteria + any user-specified preferences
-3. Call gmail_create_draft with:
-   - to: sender email
-   - subject: "Re: " + original_subject
-   - body: personalized 2-4 sentence reply based on email context
-4. After all drafts created, call: set_output("batch_complete", True)
+3. Call gmail_reply_email with:
+   - message_id: the email's message_id
+   - html: personalized 2-4 sentence reply based on email context
+   (The tool automatically handles recipient, subject, and threading)
+4. After all replies sent, call: set_output("batch_complete", True)
 
 If user wants to CHANGE LOGIC/FILTER (says change filter, different criteria, not these emails, wrong emails, etc.):
 1. Acknowledge their request
@@ -118,7 +118,7 @@ Personalization rules:
 - If tone_guidance specifies style, follow it
 - Keep replies concise but warm
 """,
-    tools=["gmail_create_draft"],
+    tools=["gmail_reply_email"],
 )
 
 __all__ = ["intake_node", "search_node", "confirm_draft_node"]

examples/templates/email_reply_agent/tests/test_structure.py

@@ -60,10 +60,10 @@ class TestAgentStructure:
         assert "gmail_list_messages" in search_node.tools
         assert "gmail_get_message" in search_node.tools
 
-    def test_confirm_draft_node_has_draft_tool(self, agent_module):
-        """Confirm-draft node has draft creation tool."""
+    def test_confirm_draft_node_has_reply_tool(self, agent_module):
+        """Confirm-draft node has reply tool."""
         draft_node = next(n for n in agent_module.nodes if n.id == "confirm-draft")
-        assert "gmail_create_draft" in draft_node.tools
+        assert "gmail_reply_email" in draft_node.tools
 
     def test_confirm_draft_node_has_restart_output(self, agent_module):
         """Confirm-draft node has restart output key for logic changes."""