backend/
├── main.py
├── requirements.txt
└── .venv/ (user creates)

fastapi==0.115.6
uvicorn[standard]==0.32.1
openai-chatkit<=1.4.0
openai-agents[litellm]>=0.6.2
python-dotenv==1.0.1

from chatkit.agents import AgentContext, stream_agent_response, ThreadItemConverter

import os
import uuid
from pathlib import Path
from datetime import datetime, timezone
from typing import Any, AsyncIterator
from dataclasses import dataclass, field

from dotenv import load_dotenv
from fastapi import FastAPI, Request
from fastapi.middleware.cors import CORSMiddleware
from fastapi.responses import Response, StreamingResponse
from fastapi.staticfiles import StaticFiles

from agents import Agent, Runner
from agents.extensions.models.litellm_model import LitellmModel

from chatkit.server import ChatKitServer, StreamingResult
from chatkit.store import Store
from chatkit.types import ThreadMetadata, ThreadItem, Page
from chatkit.agents import AgentContext, stream_agent_response, ThreadItemConverter

ROOT_DIR = Path(__file__).parent.parent
load_dotenv(ROOT_DIR / ".env")

# [INSERT STORE IMPLEMENTATION - use chatkit-store skill]

# [INSERT MODEL CONFIGURATION - based on provider param]

# [INSERT SERVER IMPLEMENTATION - use chatkit-agent-memory skill]

app = FastAPI(title="ChatKit Server")
app.add_middleware(
    CORSMiddleware,
    allow_origins=["*"],
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)

store = MemoryStore()
server = ChatKitServerImpl(store)

@app.post("/chatkit")
async def chatkit_endpoint(request: Request):
    result = await server.process(await request.body(), {})
    if isinstance(result, StreamingResult):
        return StreamingResponse(result, media_type="text/event-stream")
    return Response(content=result.json, media_type="application/json")

@app.get("/health")
async def health():
    return {"status": "ok"}

# Debug endpoint to inspect stored items
@app.get("/debug/threads")
async def debug_threads():
    result = {}
    for thread_id, state in store._threads.items():
        items = []
        for item in state.items:
            item_data = {"id": item.id, "type": type(item).__name__}
            if hasattr(item, 'content') and item.content:
                content_parts = []
                for part in item.content:
                    if hasattr(part, 'text'):
                        content_parts.append(part.text)
                item_data["content"] = content_parts
            items.append(item_data)
        result[thread_id] = {"items": items, "count": len(items)}
    return result

if __name__ == "__main__":
    import uvicorn
    uvicorn.run(app, host="0.0.0.0", port={{PORT}})

model = LitellmModel(
    model="gemini/gemini-2.0-flash",
    api_key=os.getenv("GEMINI_API_KEY"),
)

model = LitellmModel(
    model="openai/gpt-4o",
    api_key=os.getenv("OPENAI_API_KEY"),
)

model = LitellmModel(
    model="anthropic/claude-3-sonnet-20240229",
    api_key=os.getenv("ANTHROPIC_API_KEY"),
)

async def respond(self, thread, input, context):
    from chatkit.types import (
        ThreadItemAddedEvent, ThreadItemDoneEvent,
        ThreadItemUpdatedEvent, AssistantMessageItem
    )

    # ... setup code ...

    # Track ID mappings to ensure unique IDs
    id_mapping: dict[str, str] = {}

    async for event in stream_agent_response(agent_context, result):
        # Fix potential ID collisions from LiteLLM/Gemini
        if event.type == "thread.item.added":
            if isinstance(event.item, AssistantMessageItem):
                old_id = event.item.id
                if old_id not in id_mapping:
                    new_id = self.store.generate_item_id("message", thread, context)
                    id_mapping[old_id] = new_id
                event.item.id = id_mapping[old_id]
        elif event.type == "thread.item.done":
            if isinstance(event.item, AssistantMessageItem):
                old_id = event.item.id
                if old_id in id_mapping:
                    event.item.id = id_mapping[old_id]
        elif event.type == "thread.item.updated":
            if event.item_id in id_mapping:
                event.item_id = id_mapping[event.item_id]

        yield event