Best Models for Coding

    Frontier and open-weight models for code generation, review, and agentic coding — compared by price and context window

    Compare
    Use Case
    Capabilities
    Provider
    Status
    Input Price ($/M tokens)
    Output Price ($/M tokens)
    Context Size (tokens)
    36
    Models
    59
    Providers
    24
    Vision Models
    36
    Tool-enabled
    0
    Free Models
    Features
    Vertex AI (OpenAI-compatible)
    qwen3-coder-480b-a35b-instruct
    		$0.22$1.80$0.02

    S

    GapGPT
    qwen3-coder-480b-a35b-instruct
    		$3.00$12.00—
    NovitaAI
    qwen3-coder-480b-a35b-instruct
    		$0.30$1.30—
    Alibaba Cloud
    qwen3-coder-plus
    		$6.00$60.00$1.20

    S

    AvalAI
    qwen3-coder-plus
    		$1.00$5.00$0.10

    S

    OpenRouter
    qwen3-coder-plus
    		$0.65$3.25$0.13

    S

    OpenRouter
    deepseek-v3.2
    		$0.27$0.40$0.13
    DeepInfra
    deepseek-v3.2
    		$0.26$0.38$0.13
    NovitaAI
    deepseek-v3.2
    		$0.27$0.40$0.13
    ByteDance
    deepseek-v3.2
    		$0.28$0.42$0.06

    S

    AvalAI
    deepseek-v3.2
    		$0.28$0.42$0.03
    Vertex AI (OpenAI-compatible)
    deepseek-v3.2
    		$0.56$1.68$0.06

    S

    Metis
    claude-haiku-4-5
    		$1.00$5.00$0.10

    S

    OpenRouter
    claude-haiku-4-5
    		$1.00$5.00$0.10
    Anthropic
    claude-haiku-4-5
    		$1.00$5.00$0.10
    AWS Bedrock(global)
    claude-haiku-4-5
    		$1.00$5.00$0.10
    AWS Bedrock(eu)
    claude-haiku-4-5
    		$1.10$5.50$0.11
    AWS Bedrock(us)
    claude-haiku-4-5
    		$1.10$5.50$0.11
    AWS Bedrock(au)
    claude-haiku-4-5
    		$1.10$5.50$0.11
    AWS Bedrock
    claude-haiku-4-5
    		$1.00$5.00$0.10
    Vertex AI (Anthropic)
    claude-haiku-4-5
    		$1.00$5.00$0.10

    S

    AvalAI
    claude-haiku-4-5
    		$1.00$5.00$0.50
    AWS Bedrock(jp)
    claude-haiku-4-5
    		$1.10$5.50$0.11

    S

    Hormouz
    claude-haiku-4-5
    		$1.00$5.00$0.10
    Azure
    gpt-5.1-codex-mini
    		$0.25$2.00$0.02

    S

    OpenRouter
    gpt-5.1-codex-mini
    		$0.25$2.00$0.02

    S

    GapGPT
    gpt-5.1-codex-mini
    		$0.25$2.00—

    S

    OpenRouter
    gpt-5.1-codex
    		$1.25$10.00$0.13
    Azure
    gpt-5.1-codex
    		$1.25$10.00—

    S

    GapGPT
    gpt-5.1-codex
    		$1.25$10.00—
    Page 5 of 5

    Newsletter

    Stay ahead of the curve

    Join developers who get weekly insights on LLM routing, new model launches, and cost optimization — straight to their inbox.

    • New models & providers as they drop
    • Tips to cut latency & costs
    • Early access to beta features

    No spam. Unsubscribe anytime.

    S

    SOLOP
    All systems operational
    AICPA SOC for Service Organizations badgeSOC 2 Type II
    compliant

    Product

    • Features
    • AI Gateway
    • Observability
    • Models
    • Providers
    • Rankings
    • Add Provider
    • Lounge
    • Changelog
    • DevPass
    • Compare Models
    • Enterprise

    Resources

    • Apps
    • Templates
    • Agents
    • MCP Server
    • Use Cases
    • Blog
    • Documentation
    • Integrations
    • Guides
    • Brand Assets
    • Token Cost Calculator
    • Copilot Cost Calculator
    • Referral Program
    • GitHub
    • Discord
    • Twitter
    • Contact Us

    Compliance

    • Trust Center
    • Security Portal
    • Terms
    • Privacy Policy
    • GDPR
    • SOC 2 Type II
    • Status

    Compare

    • All Comparisons
    • GitHub Copilot
    • OpenRouter
    • LiteLLM
    • Portkey
    • AWS Bedrock
    • Azure AI Foundry
    • Vercel AI Gateway
    • Migration Guides

    Models

    • Text Generation
    • Text to Image
    • Image to Image
    • Video Generation
    • Embeddings
    • Vision
    • Reasoning
    • Tool Calling
    • Web Search
    • Discounted
    • Best for Roleplay
    • Best for Coding
    • Best for Creative Writing
    • Best for Translation
    • Best for Math
    • Long Context
    • Cheapest
    • Open Source

    Providers

    • OpenAI
    • Anthropic
    • Google AI Studio
    • Glacier
    • Iceberg
    • Granite
    • Google Vertex AI
    • Vertex AI (OpenAI-compatible)
    • Vertex AI (Anthropic)
    • Quartz
    • Avalanche
    • Obsidian
    • Groq
    • Cerebras
    • xAI
    • DeepSeek
    • Alibaba Cloud
    • NovitaAI
    • AtlasCloud
    • AWS Bedrock
    • AWS Mantle
    • Azure
    • Azure AI Foundry
    • Z AI
    • Moonshot AI
    • Perplexity
    • Nebius AI
    • Mistral AI
    • CanopyWave
    • Inference.net
    • Together AI
    • SCX.ai (Turbo)
    • SCX.ai
    • Custom
    • RouteWay
    • CloudRift
    • NanoGPT
    • ByteDance
    • MiniMax
    • OpenRouter
    • EmberCloud
    • Meta
    • Sakana AI
    • Tundra
    • Bluestone
    • Xiaomi
    • AvalAI
    • Hormouz
    • Metis
    • GapGPT
    • DeepInfra
    • Reve
    • ElevenLabs
    • Runware
    • Gonka24
    • Fireworks AI
    • RanoAI

    © 2026 SOLOP. All rights reserved.

    The best coding models combine strong code generation with reliable tool calling, since modern coding agents lean on function calls to edit files and run commands. This page tracks the models developers actually ship with: Anthropic's Claude series, OpenAI's Codex line, Google's Gemini Pro, and fast-improving open-weight options like Qwen3 Coder, Kimi K2.7 Code, GLM, and DeepSeek.

    Access every one of them through a single OpenAI-compatible API with automatic failover, so your coding agent, IDE plugin, or CI pipeline can switch between frontier and budget models without code changes — and you can track exactly what each tool spends.

    Frequently asked questions

    What is the best LLM for coding?

    Claude Sonnet 5 and Claude Opus 4.8 lead most real-world coding evaluations, with OpenAI's GPT-5.3 Codex and Google's Gemini 3.1 Pro close behind. Among open-weight models, Qwen3 Coder, Kimi K2.7 Code, GLM-5.2, and DeepSeek V4 deliver strong results at a fraction of the price.

    What is the cheapest model that is still good at coding?

    Qwen3 Coder 30B (about $0.07 per million input tokens), GLM-4.7 Flash, and DeepSeek V4 Flash are the standouts for budget coding. They handle everyday completion, refactoring, and code review well and are cheap enough to run on every commit.

    Can I use these models with coding agents like Cline or Aider?

    Yes. Any agent that supports an OpenAI-compatible endpoint or custom base URL can route through LLM Gateway with one API key — that includes Cline, Aider, Roo Code, and devpass-code — so you can mix models per task and see per-agent cost analytics.

    Do coding models need tool calling?

    For agentic workflows, yes. Editing files, running tests, and searching a repo all happen through function calls, so pick a model with reliable tool calling — the capability icons in the list above show which provider mappings support tools. For plain autocomplete or one-shot generation, tool calling is optional.

    S

    LLM Gateway
    • DevPass
    • Lounge
    • Models
    • Docs
    • Pricing
    • DevPass
    • Lounge
    • Pricing
    • Docs
    • Models
      • AI Gateway
      • DevPass
      • Lounge
      • Observability
      • Enterprise
      • Blog
      • Changelog
      • Integrations
      • Reliability
      • Guardrails
      • Providers
      • Rankings
      • Apps
      • Models
      • Model Timeline
      • Compare
      • Token Cost Calculator
      • Referral Program
      • MCP Server
      • Agents
      • AI SDK Provider
      • Agent Skills
      • Templates
      • Guides
    Log InGet Started
    1.6k