One pip install replaces the STT provider SDK, TTS provider SDK, telephony SDK, and WebSocket library you would need to wire together yourself.
No Webhook State Reconstruction
Call state lives on the platform, not in your webhook handlers. Query it by UUID. Transfer calls with full context preserved.
No Glue Code Between Vendors
The AI kernel runs inside the media stack. It orchestrates speech recognition, language model inference, and speech synthesis with direct access to the audio stream, eliminating the overhead of bolt-on pipelines.
No 18-Month Build Timeline
Define your agent in Python, add tools that call your backend, and deploy as a standard HTTP microservice. Days, not months.
Build a Voice AI Agent
fromsignalwire_agentsimportAgentBasefromsignalwire_agents.core.function_resultimportSwaigFunctionResultclassSupportAgent(AgentBase):def__init__(self):super().__init__(name="Support Agent",route="/support")self.prompt_add_section("Instructions",body="You are a customer support agent. ""Greet the caller and resolve their issue.")self.add_language("English","en-US","rime.spore:mistv2")@AgentBase.tool(name="check_order")defcheck_order(self,order_id:str):"""Check the status of a customer order. Args: order_id: The order ID to look up """returnSwaigFunctionResult(f"Order {order_id}: shipped, ETA April 2nd")agent=SupportAgent()agent.run()
import{AgentBase,FunctionResult}from'@signalwire/sdk';constagent=newAgentBase({name:'Support Agent',route:'/support',});agent.promptAddSection('Instructions','You are a customer support agent. Greet the caller and resolve their issue.');agent.addLanguage({name:'English',code:'en-US',voice:'rime.spore:mistv2'});agent.defineTool({name:'check_order',description:'Check the status of a customer order',parameters:{type:'object',properties:{order_id:{type:'string',description:'The order ID to look up'},},required:['order_id'],},handler:(args)=>{returnnewFunctionResult(`Order ${args.order_id}: shipped, ETA April 2nd`);},});agent.run();
packagemainimport("fmt""github.com/signalwire/signalwire-go/pkg/agent""github.com/signalwire/signalwire-go/pkg/swaig")funcmain(){a:=agent.NewAgentBase(agent.WithName("Support Agent"),agent.WithRoute("/support"),)a.PromptAddSection("Instructions","You are a customer support agent. Greet the caller and resolve their issue.")a.AddLanguage(map[string]any{"name":"English","code":"en-US","voice":"rime.spore:mistv2",})a.DefineTool(agent.ToolDefinition{Name:"check_order",Description:"Check the status of a customer order",Parameters:map[string]any{"type":"object","properties":map[string]any{"order_id":map[string]any{"type":"string","description":"The order ID to look up",},},"required":[]string{"order_id"},},Handler:func(argsmap[string]any,rawDatamap[string]any)*swaig.FunctionResult{orderID:=args["order_id"]returnswaig.NewFunctionResult(fmt.Sprintf("Order %v: shipped, ETA April 2nd",orderID),)},})a.Run()}
importcom.signalwire.sdk.agent.AgentBase;importcom.signalwire.sdk.swaig.FunctionResult;importjava.util.List;importjava.util.Map;publicclassSupportAgent{publicstaticvoidmain(String[]args)throwsException{varagent=AgentBase.builder().name("Support Agent").route("/support").build();agent.promptAddSection("Instructions","You are a customer support agent. "+"Greet the caller and resolve their issue.");agent.addLanguage("English","en-US","rime.spore:mistv2");agent.defineTool("check_order","Check the status of a customer order",Map.of("type","object","properties",Map.of("order_id",Map.of("type","string","description","The order ID to look up")),"required",List.of("order_id")),(toolArgs,rawData)->{varorderId=toolArgs.get("order_id");returnnewFunctionResult("Order "+orderId+": shipped, ETA April 2nd");});agent.run();}}
# frozen_string_literal: truerequire'signalwire'agent=SignalWire::AgentBase.new(name:'Support Agent',route:'/support')agent.prompt_add_section('Instructions','You are a customer support agent. Greet the caller and resolve their issue.')agent.add_language(name:'English',code:'en-US',voice:'rime.spore:mistv2')agent.define_tool(name:'check_order',description:'Check the status of a customer order',parameters:{'order_id'=>{'type'=>'string','description'=>'The order ID to look up'}})do|args,_raw|SignalWire::Swaig::FunctionResult.new("Order #{args['order_id']}: shipped, ETA April 2nd")endagent.run
<?phprequire'vendor/autoload.php';useSignalWire\Agent\AgentBase;useSignalWire\SWAIG\FunctionResult;$agent=newAgentBase(['name'=>'Support Agent','route'=>'/support']);$agent->promptAddSection('Instructions','You are a customer support agent. Greet the caller and resolve their issue.');$agent->addLanguage('English','en-US','rime.spore:mistv2');$agent->defineTool(name:'check_order',description:'Check the status of a customer order',parameters:['order_id'=>['type'=>'string','description'=>'The order ID to look up'],],handler:function(array$args):FunctionResult{returnnewFunctionResult("Order {$args['order_id']}: shipped, ETA April 2nd");});$agent->run();
#!/usr/bin/env perlusestrict;usewarnings;uselib'lib';useSignalWire::Agent::AgentBase;useSignalWire::SWAIG::FunctionResult;my$agent=SignalWire::Agent::AgentBase->new(name=>'Support Agent',route=>'/support',);$agent->prompt_add_section('Instructions','You are a customer support agent. Greet the caller and resolve their issue.');$agent->add_language(name=>'English',code=>'en-US',voice=>'rime.spore:mistv2');$agent->define_tool(name=>'check_order',description=>'Check the status of a customer order',parameters=>{order_id=>{type=>'string',description=>'The order ID to look up'},},handler=>sub{my($args,$raw)=@_;returnSignalWire::SWAIG::FunctionResult->new(response=>"Order $args->{order_id}: shipped, ETA April 2nd");},);$agent->run;
#include<signalwire/agent/agent_base.hpp>usingnamespacesignalwire;usingjson=nlohmann::json;classSupportAgent:publicagent::AgentBase{public:SupportAgent():AgentBase("Support Agent","/support"){prompt_add_section("Instructions","You are a customer support agent. ""Greet the caller and resolve their issue.");add_language({"English","en-US","rime.spore:mistv2"});define_tool({.name="check_order",.description="Check the status of a customer order",.parameters={{"order_id",{{"type","string"},{"description","The order ID to look up"}}}},.handler=[](constjson&args,constjson&){autoorder_id=args.value("order_id","unknown");returnswaig::FunctionResult("Order "+order_id+": shipped, ETA April 2nd");}});}};intmain(){SupportAgent().run();}
usingSignalWire.Agent;usingSignalWire.SWAIG;varagent=newAgentBase(newAgentOptions{Name="Support Agent",Route="/support"});agent.PromptAddSection("Instructions","You are a customer support agent. Greet the caller and resolve their issue.");agent.AddLanguage("English","en-US","rime.spore:mistv2");agent.DefineTool("check_order","Check the status of a customer order",new{type="object",properties=new{order_id=new{type="string",description="The order ID to look up"}},required=new[]{"order_id"}},(args,rawData)=>{varorderId=args.TryGetValue("order_id",outvarid)?id:"unknown";returnnewFunctionResult($"Order {orderId}: shipped, ETA April 2nd");});agent.Run();
usesignalwire::agent::AgentBase;usesignalwire::swaig::FunctionResult;useserde_json::json;fnmain(){letmutagent=AgentBase::builder().name("Support Agent").route("/support").build();agent.prompt_add_section("Instructions","You are a customer support agent. Greet the caller and resolve their issue.",&[]).add_language("English","en-US","rime.spore:mistv2");agent.define_tool("check_order","Check the status of a customer order",json!({"type":"object","properties":{"order_id":{"type":"string","description":"The order ID to look up"}},"required":["order_id"]}),Box::new(|args,_raw|{letorder_id=args.get("order_id").and_then(|v|v.as_str()).unwrap_or("unknown");FunctionResult::with_response(&format!("Order {order_id}: shipped, ETA April 2nd"))}),);agent.run();}
Multi-Vendor Pipeline vs. Single Platform
Bolt-On Stack
Separate STT, LLM, TTS, and telephony vendors
Glue code to route audio between services
Each hop adds latency and a failure mode
Five invoices, five escalation paths for one voice call
State lives in your webhooks; race conditions at scale
One invoice, one platform, $0.16/min AI processing
Platform owns call state; query by UUID
What You Build vs. What the Platform Handles
Concern
Your Code
SignalWire
Conversation logic
Define prompts and tools
Orchestrates STT, LLM, TTS pipeline
State management
Tool handlers update business state
Tracks call state, step state, context
Telephony
Provision numbers via API
SIP, PSTN, routing, media
Transfers
Define transfer targets
Executes with full context preservation
Barge-in handling
Nothing
Detects and handles caller interruptions
Error recovery
Define fallback behaviors
Retries, logs, recovers automatically
Scaling
Scale your microservice
Scales telephony and AI independently
From Zero to Production
1
Install the SDK
pip install signalwire-agents. One package, no additional dependencies for STT, TTS, or telephony.
2
Define your agent
Write a Python class with prompts and tool handlers. Your agent runs as a standard HTTP microservice.
3
Connect your backend
Wire up tool functions to your database, CRM, or scheduling system. The AI handles the conversation; your code handles the truth.
4
Deploy anywhere
Container, VM, or serverless. Point a phone number at your agent. Inbound calls route to your AI with sub-second latency.
Built by the FreeSWITCH Team The team that created FreeSWITCH, the open-source telephony engine powering major carriers and contact centers worldwide, built this platform. Two decades of voice infrastructure engineering. 2.7 billion minutes processed.
FAQ
What does the SDK actually do?
You define agents in Python. The SDK generates declarative markup and serves it to the platform as a standard HTTP microservice. The platform handles STT, LLM orchestration, TTS, and telephony.
Can I use my own LLM provider?
Yes. The platform integrates with multiple LLM providers. Choose the model that fits your use case and budget.
How do tool calls work?
When the AI decides to call a tool, your Python function executes. Your code accesses your database, enforces your business rules, and returns the result. The AI communicates the result to the caller.
What about declarative YAML?
YAML configuration works for standard agents and rapid prototyping. The Python SDK adds full IDE support, testing, and programmatic tool definitions. Both target the same platform.
How do I handle real-time events during a call?
WebSocket control enables live call manipulation: inject prompts mid-call, transfer on external events, build supervisor dashboards. All three interfaces (YAML, SDK, WebSocket) compose together.
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Build Your First Voice AI Agent Today
One pip install. One phone number. Production in an afternoon.