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OpenRouter SDK Patterns

openrouter-sdk-patterns

Build reusable OpenRouter client wrappers with retries, typing, and

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OpenRouter SDK Patterns

Overview

Build production-grade OpenRouter client wrappers using the OpenAI SDK. The OpenAI Python/​TypeScript SDKs work natively with OpenRouter by changing base_url to https://openrouter.ai/​api/​v1. This skill covers typed wrappers, retry strategies, middleware, and reusable patterns.

Python: Production Client Wrapper

import os, time, hashlib, json, logging
from dataclasses import dataclass
from typing import Optional
from openai import OpenAI, APIError, RateLimitError, APITimeoutError

log = logging.getLogger("openrouter")

@dataclass
class CompletionResult:
    content: str
    model: str
    prompt_tokens: int
    completion_tokens: int
    generation_id: str
    latency_ms: float

class OpenRouterClient:
    def __init__(
        self,
        api_key: Optional[str] = None,
        app_name: str = "my-app",
        app_url: str = "https://my-app.com",
        max_retries: int = 3,
        timeout: float = 60.0,
    ):
        self.client = OpenAI(
            base_url="https://openrouter.ai/​api/​v1",
            api_key=api_key or os.environ["OPENROUTER_API_KEY"],
            max_retries=max_retries,  # Built-in SDK retry with backoff
            timeout=timeout,
            default_headers={
                "HTTP-Referer": app_url,
                "X-Title": app_name,
            },
        )
        self._cache: dict[str, CompletionResult] = {}

    def complete(
        self,
        prompt: str,
        model: str = "anthropic/​claude-3.5-sonnet",
        system: str = "",
        max_tokens: int = 1024,
        temperature: float = 0.7,
        cache: bool = False,
        **extra_params,
    ) -> CompletionResult:
        messages = []
        if system:
            messages.append({"role": "system", "content": system})
        messages.append({"role": "user", "content": prompt})

        # Optional caching (deterministic requests only)
        cache_key = None
        if cache and temperature == 0:
            cache_key = hashlib.sha256(
                json.dumps({"model": model, "messages": messages, "max_tokens": max_tokens}).encode()
            ).hexdigest()
            if cache_key in self._cache:
                log.debug(f"Cache hit: {cache_key[:12]}")
                return self._cache[cache_key]

        start = time.monotonic()
        response = self.client.chat.completions.create(
            model=model,
            messages=messages,
            max_tokens=max_tokens,
            temperature=temperature,
            **extra_params,
        )
        latency = (time.monotonic() - start) * 1000

        result = CompletionResult(
            content=response.choices[0].message.content or "",
            model=response.model,
            prompt_tokens=response.usage.prompt_tokens,
            completion_tokens=response.usage.completion_tokens,
            generation_id=response.id,
            latency_ms=round(latency, 1),
        )

        log.info(f"[{result.model}] {result.prompt_tokens}+{result.completion_tokens} tokens, {result.latency_ms}ms")

        if cache_key:
            self._cache[cache_key] = result
        return result

    def check_credits(self) -> dict:
        """Check remaining credits and rate limits."""
        import requests
        resp = requests.get(
            "https://openrouter.ai/​api/​v1/​auth/​key",
            headers={"Authorization": f"Bearer {self.client.api_key}"},
        )
        return resp.json()["data"]

# Usage
or_client = OpenRouterClient(app_name="my-saas")
result = or_client.complete("Explain recursion", model="openai/​gpt-4o-mini", max_tokens=200)
print(f"{result.content}\n---\n{result.model} | {result.latency_ms}ms | {result.prompt_tokens}+{result.completion_tokens} tokens")

TypeScript: Production Client Wrapper

import OpenAI from "openai";

interface CompletionResult {
  content: string;
  model: string;
  promptTokens: number;
  completionTokens: number;
  generationId: string;
  latencyMs: number;
}

class OpenRouterClient {
  private client: OpenAI;

  constructor(opts: { apiKey?: string; appName?: string; appUrl?: string } = {}) {
    this.client = new OpenAI({
      baseURL: "https://openrouter.ai/​api/​v1",
      apiKey: opts.apiKey ?? process.env.OPENROUTER_API_KEY,
      maxRetries: 3,
      timeout: 60_000,
      defaultHeaders: {
        "HTTP-Referer": opts.appUrl ?? "https://my-app.com",
        "X-Title": opts.appName ?? "My App",
      },
    });
  }

  async complete(
    prompt: string,
    opts: { model?: string; system?: string; maxTokens?: number; temperature?: number } = {}
  ): Promise<CompletionResult> {
    const messages: OpenAI.ChatCompletionMessageParam[] = [];
    if (opts.system) messages.push({ role: "system", content: opts.system });
    messages.push({ role: "user", content: prompt });

    const start = performance.now();
    const res = await this.client.chat.completions.create({
      model: opts.model ?? "anthropic/​claude-3.5-sonnet",
      messages,
      max_tokens: opts.maxTokens ?? 1024,
      temperature: opts.temperature ?? 0.7,
    });
    const latency = Math.round(performance.now() - start);

    return {
      content: res.choices[0].message.content ?? "",
      model: res.model,
      promptTokens: res.usage?.prompt_tokens ?? 0,
      completionTokens: res.usage?.completion_tokens ?? 0,
      generationId: res.id,
      latencyMs: latency,
    };
  }
}

// Usage
const or = new OpenRouterClient({ appName: "my-saas" });
const result = await or.complete("Explain recursion", { model: "openai/​gpt-4o-mini", maxTokens: 200 });
console.log(result.content, `\n${result.model} | ${result.latencyMs}ms`);

Retry Strategy

The OpenAI SDK has built-in retries with exponential backoff for:

  • 429 (rate limit) -- respects Retry-After header
  • 5xx (server errors) -- retries with backoff
  • Connection errors -- retries on network failures
# Configure via constructor
client = OpenAI(
    base_url="https://openrouter.ai/​api/​v1",
    api_key="sk-or-v1-...",
    max_retries=5,           # Default is 2
    timeout=120.0,           # Per-request timeout in seconds
)

For custom retry logic beyond the SDK:

import tenacity

@tenacity.retry(
    retry=tenacity.retry_if_exception_type((RateLimitError, APITimeoutError)),
    wait=tenacity.wait_exponential(min=1, max=60),
    stop=tenacity.stop_after_attempt(5),
    before_sleep=lambda state: log.warning(f"Retry {state.attempt_number}: {state.outcome.exception()}"),
)
def robust_complete(client, **kwargs):
    return client.chat.completions.create(**kwargs)

Middleware Pattern

from functools import wraps
from typing import Callable

def with_cost_tracking(fn: Callable) -> Callable:
    """Middleware that logs cost per request."""
    total_cost = {"value": 0.0}

    @wraps(fn)
    def wrapper(*args, **kwargs):
        result = fn(*args, **kwargs)
        # Query generation cost asynchronously
        import requests
        gen = requests.get(
            f"https://openrouter.ai/​api/​v1/​generation?id={result.id}",
            headers={"Authorization": f"Bearer {args[0].api_key}"},
        ).json()
        cost = float(gen.get("data", {}).get("total_cost", 0))
        total_cost["value"] += cost
        log.info(f"Request cost: ${cost:.6f} | Session total: ${total_cost['value']:.4f}")
        return result
    wrapper.total_cost = total_cost
    return wrapper

Error Handling

ExceptionHTTPCauseFix
AuthenticationError401Bad API keyCheck OPENROUTER_API_KEY
RateLimitError429Too many requestsSDK auto-retries; increase max_retries
APITimeoutError--Response too slowIncrease timeout; use streaming
BadRequestError400Invalid paramsCheck model ID, messages format

Enterprise Considerations

  • Centralize all OpenRouter calls through a single client wrapper for consistent logging, retries, and cost tracking
  • Type all response shapes with dataclasses/​interfaces for compile-time safety
  • Use dependency injection to swap between OpenRouter and direct provider clients in tests
  • Set max_retries based on your SLA (2 for interactive, 5 for batch)
  • Wrap middleware in try/​catch so instrumentation never breaks the main request flow

References

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