Skip to content
openrouter-openai-compat logo

OpenRouter OpenAI Compatibility

openrouter-openai-compat

Migrate from OpenAI to OpenRouter with minimal code changes. Use when

SKILL.md

Full skill instructions

OpenRouter OpenAI Compatibility

Overview

OpenRouter implements the OpenAI Chat Completions API specification (/​v1/​chat/​completions). Existing OpenAI SDK code works with OpenRouter by changing two values: base_url and api_key. This gives you access to 400+ models from all providers through the same SDK interface.

The Two-Line Migration

Python (Before)

from openai import OpenAI

client = OpenAI(api_key=os.environ["OPENAI_API_KEY"])  # OpenAI direct
response = client.chat.completions.create(
    model="gpt-4o",
    messages=[{"role": "user", "content": "Hello"}],
)

Python (After)

from openai import OpenAI

client = OpenAI(
    base_url="https://openrouter.ai/​api/​v1",              # Changed
    api_key=os.environ["OPENROUTER_API_KEY"],              # Changed
    default_headers={
        "HTTP-Referer": "https://your-app.com",            # Added (optional)
        "X-Title": "Your App",                             # Added (optional)
    },
)
response = client.chat.completions.create(
    model="openai/​gpt-4o",  # Prefix with provider namespace
    messages=[{"role": "user", "content": "Hello"}],
)

TypeScript (After)

import OpenAI from "openai";

const client = new OpenAI({
  baseURL: "https://openrouter.ai/​api/​v1",
  apiKey: process.env.OPENROUTER_API_KEY,
  defaultHeaders: { "HTTP-Referer": "https://your-app.com", "X-Title": "Your App" },
});

const res = await client.chat.completions.create({
  model: "openai/​gpt-4o",
  messages: [{ role: "user", content: "Hello" }],
});

Model ID Mapping

OpenAI DirectOpenRouter ID
gpt-4oopenai/​gpt-4o
gpt-4o-miniopenai/​gpt-4o-mini
gpt-4-turboopenai/​gpt-4-turbo
o1openai/​o1
o1-miniopenai/​o1-mini

You also gain access to non-OpenAI models through the same SDK:

# Same client, any provider
response = client.chat.completions.create(
    model="anthropic/​claude-3.5-sonnet",  # Anthropic
    messages=[{"role": "user", "content": "Hello"}],
)

response = client.chat.completions.create(
    model="google/​gemini-2.0-flash",  # Google
    messages=[{"role": "user", "content": "Hello"}],
)

What Works Identically

FeatureStatusNotes
chat.completions.createFully supportedMain endpoint, all parameters
stream: trueFully supportedSSE format identical to OpenAI
tools / tool_choiceSupportedOpenRouter transforms for non-OpenAI providers
response_format: { type: "json_object" }SupportedBasic JSON mode
response_format: { type: "json_schema" }SupportedStrict schema mode
temperature, top_p, max_tokensSupportedStandard parameters
stop sequencesSupportedArray of stop strings
n (multiple completions)SupportedMultiple choices

What Differs

FeatureDifferenceWorkaround
Model IDsPrefixed with provider/Update model strings
organization paramNot usedRemove from client init
EmbeddingsLimited supportUse direct provider or dedicated embedding service
Fine-tuned modelsNot directly accessibleUse provider's fine-tuned model ID if hosted
logprobsModel-dependentCheck model capabilities via /​api/​v1/​models
Responses APIBeta supportUse /​api/​v1/​responses endpoint

OpenRouter-Only Features

These are available through the same SDK but are unique to OpenRouter:

# Model fallbacks (try models in order)
response = client.chat.completions.create(
    model="anthropic/​claude-3.5-sonnet",
    messages=[{"role": "user", "content": "Hello"}],
    extra_body={
        "models": [
            "anthropic/​claude-3.5-sonnet",
            "openai/​gpt-4o",
            "google/​gemini-2.0-flash",
        ],
        "route": "fallback",
    },
)

# Provider preferences
response = client.chat.completions.create(
    model="anthropic/​claude-3.5-sonnet",
    messages=[{"role": "user", "content": "Hello"}],
    extra_body={
        "provider": {
            "order": ["anthropic"],             # Prefer Anthropic direct
            "allow_fallbacks": True,
            "sort": "price",                    # Cheapest first
        },
    },
)

# Plugins (web search, response healing)
response = client.chat.completions.create(
    model="openai/​gpt-4o",
    messages=[{"role": "user", "content": "What happened today?"}],
    extra_body={
        "plugins": [{"id": "web"}],  # Enable real-time web search
    },
)

Dual-Provider Pattern

import os
from openai import OpenAI

def create_client(provider: str = "openrouter") -> OpenAI:
    if provider == "openai":
        return OpenAI(api_key=os.environ["OPENAI_API_KEY"])
    return OpenAI(
        base_url="https://openrouter.ai/​api/​v1",
        api_key=os.environ["OPENROUTER_API_KEY"],
        default_headers={"HTTP-Referer": "https://your-app.com"},
    )

# Switch providers without changing application code
client = create_client(os.environ.get("LLM_PROVIDER", "openrouter"))

Error Handling

IssueCauseFix
400 unsupported parameterModel doesn't support a parameterConditionally set params based on model capabilities
Different response qualityNon-OpenAI model handles prompt differentlyAdjust prompts per model family; test before switching
Missing organizationOpenRouter ignores org-level authRemove organization from client init

Enterprise Considerations

  • Use environment variables to switch between direct OpenAI and OpenRouter without code changes
  • Test your full prompt suite across providers before migrating production traffic
  • Monitor response quality and latency after migration; some prompts may need tuning
  • OpenRouter normalizes the API across providers, but subtle behavioral differences exist between model families
  • Use extra_body for OpenRouter-specific features (provider preferences, plugins, fallbacks)

References

More skills from jeremylongshore

openrouter-compliance-review logo
jeremylongshore/claude-code-plugins-plus-skills

openrouter-compliance-review

Review OpenRouter integration for regulatory compliance (SOC2, GDPR,

2.8K 0
View
maintainx-data-handling logo
jeremylongshore/claude-code-plugins-plus-skills

maintainx-data-handling

Data synchronization, ETL patterns, and data management for MaintainX.

2.8K 0
View
groq-core-workflow-a logo
jeremylongshore/claude-code-plugins-plus-skills

groq-core-workflow-a

Execute Groq primary workflow: chat completions with tool use and JSON

2.8K 0
View
validating-csrf-protection logo
jeremylongshore/claude-code-plugins-plus-skills

validating-csrf-protection

Validate CSRF protection implementations for security gaps. Use when

2.8K 0
View
api-contract logo
jeremylongshore/claude-code-plugins-plus-skills

api-contract

Configure this skill should be used when the user asks about "API contract",

2.8K 0
View
ideogram-incident-runbook logo
jeremylongshore/claude-code-plugins-plus-skills

ideogram-incident-runbook

Execute Ideogram incident response with triage, mitigation, and postmortem.

2.8K 0
View
gamma-sdk-patterns logo
jeremylongshore/claude-code-plugins-plus-skills

gamma-sdk-patterns

Reusable patterns for the Gamma REST API (no SDK exists).

2.8K 0
View
deepgram-sdk-patterns logo
jeremylongshore/claude-code-plugins-plus-skills

deepgram-sdk-patterns

Apply production-ready Deepgram SDK patterns for TypeScript and Python.

2.8K 0
View
openrouter-upgrade-migration logo
jeremylongshore/claude-code-plugins-plus-skills

openrouter-upgrade-migration

Migrate to OpenRouter from direct provider APIs or upgrade between SDK/model

2.8K 0
View
openrouter-common-errors logo
jeremylongshore/claude-code-plugins-plus-skills

openrouter-common-errors

Diagnose and fix common OpenRouter API errors. Use when encountering

2.8K 0
View
linear-cost-tuning logo
jeremylongshore/claude-code-plugins-plus-skills

linear-cost-tuning

Optimize Linear API usage, reduce unnecessary calls, and maximize

2.8K 0
View

Popular AI tools

Kaiber logo
Video

Kaiber

Generate, edit, and beat-sync AI video with leading models in one workspace.

Paid
View
Vimcal logo
Productivity

Vimcal

The world's fastest calendar for remote work

Free
View

Transform Your Design with AI Designer by ImgCreator.ai

Freemium
View
Akool AI logo
Content & writing

Akool AI

Revolutionizing Video Production with AI-Powered Creativity

Paid
View

Extend an image past the frame and let AI fill the new aspect ratio.

Freemium
View
StarByFace logo
Security

StarByFace

Discover your celebrity doppelgänger with StarByFace!

Free
View
C

ChainClarity explains 700+ crypto whitepapers in plain English, with layered summaries, comparisons, research tools, alerts, and a $4.99 Pro plan.

Freemium
View
Opus Clip logo
Coding & apps

Opus Clip

Opus.ai: Revolutionize Your Web Experience

Free
View