# Runtime / Backend Setup Guide
This guide shows how to set up the CopilotKit backend — from minimal to fully configured with all optional extension points.
---
## What Talks to What
```mermaid
graph TB
subgraph Frontends
React["React App"]
Angular["Angular App"]
Vanilla["Vanilla JS"]
end
subgraph Your Server
EP["Express / Hono
Endpoint handler"]
BM["beforeRequestMiddleware
(optional)"]
RT["CopilotRuntime"]
AM["afterRequestMiddleware
(optional)"]
Runner["AgentRunner
InMemory (default)
or SQLite"]
TS["TranscriptionService
(optional)"]
end
subgraph Agents
A1["Agent 1
LangGraph"]
A2["Agent 2
CrewAI"]
A3["Agent 3
Custom"]
end
React -->|HTTP| EP
Angular -->|HTTP| EP
Vanilla -->|HTTP| EP
EP --> BM
BM --> RT
RT --> AM
RT --> Runner
RT --> TS
Runner -->|AG-UI events| A1
Runner -->|AG-UI events| A2
Runner -->|AG-UI events| A3
```
---
## Minimal Setup (Express)
### 1. Install
```bash
npm install @copilotkit/runtime express
```
### 2. Create the runtime
```typescript
// server.ts
import express from "express";
import { CopilotRuntime } from "@copilotkit/runtime";
import { createCopilotEndpointExpress } from "@copilotkit/runtime/express";
const app = express();
const runtime = new CopilotRuntime({
agents: {
default: myAgent, // Any AbstractAgent implementation
},
});
app.use("/api/copilotkit", createCopilotEndpointExpress({ runtime }));
app.listen(3000);
```
That's it. The endpoint handler creates these routes automatically:
| Route | Method | What it does |
| ----------------------------------------------- | ------ | ----------------------------------- |
| `/api/copilotkit/info` | GET | Returns list of available agents |
| `/api/copilotkit/agent/:agentId/run` | POST | Run an agent (returns SSE stream) |
| `/api/copilotkit/agent/:agentId/connect` | POST | Connect/reconnect to a thread |
| `/api/copilotkit/agent/:agentId/stop/:threadId` | POST | Stop a running agent |
| `/api/copilotkit/transcribe` | POST | Audio transcription (if configured) |
```mermaid
sequenceDiagram
participant Client as Frontend
participant EP as Express Router
participant RT as CopilotRuntime
participant Agent as AI Agent
Client->>EP: GET /api/copilotkit/info
EP->>RT: List agents
RT-->>Client: [{ id: "default", description: "..." }]
Client->>EP: POST /agent/default/run
EP->>RT: handleRunAgent({ agentId: "default" })
RT->>Agent: runner.run()
Agent-->>Client: SSE: TEXT_MESSAGE_START
Agent-->>Client: SSE: TEXT_MESSAGE_CONTENT
Agent-->>Client: SSE: TEXT_MESSAGE_END
Agent-->>Client: SSE: RUN_FINISHED
```
---
## Hono Setup
```typescript
import { Hono } from "hono";
import { CopilotRuntime } from "@copilotkit/runtime";
import { createCopilotEndpointHono } from "@copilotkit/runtime/hono";
const app = new Hono();
const runtime = new CopilotRuntime({
agents: { default: myAgent },
});
app.route("/api/copilotkit", createCopilotEndpointHono({ runtime }));
export default app;
```
---
## Using the Built-in Agent
CopilotKit includes a built-in agent powered by the Vercel AI SDK:
```typescript
import { CopilotRuntime } from "@copilotkit/runtime";
import { BuiltInAgent } from "@copilotkit/runtime/v2";
const agent = new BuiltInAgent({
model: "openai/gpt-4o",
systemPrompt: "You are a helpful shopping assistant.",
});
const runtime = new CopilotRuntime({
agents: { default: agent },
});
```
---
## Lazy-Loaded Agents
Agents can be a `Promise` — useful for dynamic loading:
```typescript
const runtime = new CopilotRuntime({
agents: loadAgents(), // Returns Promise>
});
async function loadAgents() {
const config = await fetchConfig();
return {
default: new BuiltInAgent({ model: config.model }),
research: new HttpAgent({ url: config.researchAgentUrl }),
};
}
```
---
## All CopilotRuntime Options
```typescript
const runtime = new CopilotRuntime({
// Required: map of agent IDs to agent instances
agents: {
default: defaultAgent,
research: researchAgent,
coding: codingAgent,
},
// Optional: how agents are executed
runner: new InMemoryAgentRunner(), // default
// Optional: audio → text
transcriptionService: myTranscriptionService,
// Optional: intercept requests before processing
beforeRequestMiddleware: async ({ request, path }) => {
console.log(`[${path}] Request received`);
// Return modified request, or void to pass through
},
// Optional: run after response is prepared
afterRequestMiddleware: async ({ response, path }) => {
console.log(`[${path}] Response sent`);
},
});
```
```mermaid
graph TB
subgraph "CopilotRuntime Options"
direction TB
subgraph "Required"
AGENTS["agents
Record<string, AbstractAgent>"]
end
subgraph "Optional"
RUNNER["runner
AgentRunner
Default: InMemoryAgentRunner"]
TS["transcriptionService
TranscriptionService"]
BM["beforeRequestMiddleware
(request, path) → Request | void"]
AM["afterRequestMiddleware
(response, path) → void"]
end
end
```
---
## AgentRunner: How Agents Execute
The `AgentRunner` is the abstraction that actually executes agents. It manages threads, streaming, and agent lifecycle.
```mermaid
graph TB
subgraph "AgentRunner (Abstract)"
RUN["run(request)
Execute agent, return Observable<BaseEvent>"]
CONNECT["connect(request)
Reconnect to existing thread"]
RUNNING["isRunning(request)
Check if thread is active"]
STOP["stop(request)
Abort a running thread"]
end
subgraph Implementations
IM["InMemoryAgentRunner
Default — in-process, ephemeral"]
SQ["SQLiteAgentRunner
Persistent state on disk"]
CU["Your Custom Runner
Extend AgentRunner"]
end
IM --> RUN
SQ --> RUN
CU --> RUN
```
### InMemoryAgentRunner (default)
Stores agent threads in memory. Simple, no persistence. Threads are lost on server restart.
```typescript
import { InMemoryAgentRunner } from "@copilotkit/runtime";
const runtime = new CopilotRuntime({
agents: { default: myAgent },
runner: new InMemoryAgentRunner(), // This is the default
});
```
### SQLiteAgentRunner (persistent)
Stores agent threads in SQLite. Survives restarts.
```typescript
import { SQLiteAgentRunner } from "@copilotkit/sqlite-runner";
const runtime = new CopilotRuntime({
agents: { default: myAgent },
runner: new SQLiteAgentRunner({ dbPath: "./agent-state.db" }),
});
```
### Custom Runner
```typescript
import { AgentRunner } from "@copilotkit/runtime";
import { Observable } from "rxjs";
class RedisAgentRunner extends AgentRunner {
async run(request) {
// Store in Redis, return event stream
return new Observable((subscriber) => {
// ... your implementation
});
}
async connect(request) {
// Reconnect to existing Redis-stored thread
}
async isRunning(request) {
// Check Redis for active thread
}
async stop(request) {
// Signal thread to stop
}
}
```
---
## Middleware
Middleware lets you intercept requests before and after processing.
### Before Request Middleware
Runs before any handler. Use it for auth, logging, request modification.
```typescript
const runtime = new CopilotRuntime({
agents: { default: myAgent },
beforeRequestMiddleware: async ({ request, path, runtime }) => {
// Example: verify auth token
const token = request.headers.get("authorization");
if (!token) {
return new Response("Unauthorized", { status: 401 });
}
// Example: add user context to request
const user = await verifyToken(token);
request.headers.set("x-user-id", user.id);
// Return modified request (or void to pass through)
return request;
},
});
```
### After Request Middleware
Runs after the response is prepared but before it's sent.
```typescript
const runtime = new CopilotRuntime({
agents: { default: myAgent },
afterRequestMiddleware: async ({ response, path, runtime }) => {
// Example: log responses
console.log(`[${path}] Response status: ${response.status}`);
// Example: add custom headers
// (Note: response may be SSE stream)
},
});
```
```mermaid
sequenceDiagram
participant Client
participant Before as beforeRequestMiddleware
participant Handler as Route Handler
participant After as afterRequestMiddleware
Client->>Before: HTTP Request
alt Middleware rejects
Before-->>Client: 401 Unauthorized
else Middleware passes
Before->>Handler: (modified) Request
Handler->>After: Response
After-->>Client: Final Response
end
```
---
## Transcription Service
Enable audio-to-text transcription:
```typescript
import { TranscriptionService } from "@copilotkit/runtime";
class OpenAITranscription extends TranscriptionService {
async transcribeFile({ audioFile, mimeType, size }) {
const formData = new FormData();
formData.append("file", audioFile);
formData.append("model", "whisper-1");
const response = await fetch(
"https://api.openai.com/v1/audio/transcriptions",
{
method: "POST",
headers: { Authorization: `Bearer ${process.env.OPENAI_API_KEY}` },
body: formData,
},
);
const result = await response.json();
return result.text;
}
}
const runtime = new CopilotRuntime({
agents: { default: myAgent },
transcriptionService: new OpenAITranscription(),
});
```
The `/transcribe` endpoint is only active when `transcriptionService` is configured.
---
## Request Flow Detail
```mermaid
sequenceDiagram
participant Client as Frontend
participant CORS as CORS Handler
participant Before as Before Middleware
participant Router as Route Handler
participant Runtime as CopilotRuntime
participant Runner as AgentRunner
participant Agent as AI Agent
participant After as After Middleware
Client->>CORS: POST /agent/default/run
CORS->>Before: Check middleware
Before->>Router: Forward request
Router->>Runtime: handleRunAgent()
Note over Runtime: 1. Resolve agents (await if Promise)
Note over Runtime: 2. Find agent by ID
Note over Runtime: 3. Clone agent (avoid shared state)
Note over Runtime: 4. Parse RunAgentInput from body
Note over Runtime: 5. Set messages, state, threadId
Runtime->>Runner: runner.run({ agent, input })
Runner->>Agent: agent.runAgent(input)
loop SSE Stream
Agent-->>Client: event: TEXT_MESSAGE_CONTENT
end
Agent-->>Client: event: RUN_FINISHED
Router->>After: Response complete
```
---
## Full Example: Express + Multiple Agents + Middleware
```typescript
import express from "express";
import { CopilotRuntime } from "@copilotkit/runtime";
import { createCopilotEndpointExpress } from "@copilotkit/runtime/express";
import { BuiltInAgent } from "@copilotkit/runtime/v2";
import { SQLiteAgentRunner } from "@copilotkit/sqlite-runner";
const app = express();
// Create agents
const generalAgent = new BuiltInAgent({
model: "openai/gpt-4o",
systemPrompt: "You are a helpful assistant.",
});
const codeAgent = new BuiltInAgent({
model: "openai/gpt-4o",
systemPrompt: "You are a coding expert. Always provide code examples.",
});
// Create runtime with all optional features
const runtime = new CopilotRuntime({
agents: {
default: generalAgent,
coding: codeAgent,
},
// Persistent agent state
runner: new SQLiteAgentRunner({ dbPath: "./data/agents.db" }),
// Auth middleware
beforeRequestMiddleware: async ({ request, path }) => {
const token = request.headers.get("authorization")?.replace("Bearer ", "");
if (!token) {
return new Response(JSON.stringify({ error: "Unauthorized" }), {
status: 401,
headers: { "Content-Type": "application/json" },
});
}
// Validate token...
},
// Logging middleware
afterRequestMiddleware: async ({ path }) => {
console.log(`[CopilotKit] ${new Date().toISOString()} ${path}`);
},
});
// Mount CopilotKit endpoints
app.use("/api/copilotkit", createCopilotEndpointExpress({ runtime }));
app.listen(3000, () => {
console.log("Server running on :3000");
console.log("CopilotKit endpoints at /api/copilotkit/*");
});
```