Opus 4.7 is the next generation of Anthropic's Opus family, built for long-running, asynchronous agents. Building on the coding and agentic strengths of Opus 4.6, it delivers stronger performance on...
Nejlepsi API coding modelu pro agenty a code review
Porovnejte API modelu zamerenych na kod podle kontextu, podpory toolu, JSON vystupu, latence, ceny a doporucene role v produkci.
K čemu slouží tento shortlist?
Vyber coding modelu zavisi na velikosti repozitare, potrebach tool callingu, spolehlivosti instrukci a cene dlouheho vystupu. Asistent ctouci velky codebase potrebuje jinou ekonomiku nez jednoducha funkce doplnovani kodu. NextModel dava vedle sebe kontext, podporu toolu, cenu a doporucene pouziti, aby tym mohl zvolit primarni model i fallback politiku.
Zdrojový základ: Taxonomie use case v NextModel a metadata podporovanych parametru OpenRouter, kdyz jsou dostupna.
Fit score
Doporučení kandidáti coding modely
Začněte shortlistem, otestujte skutečné prompty a porovnejte měsíční náklady před produkčním routingem.
Claude Sonnet 4.5 is Anthropic’s most advanced Sonnet model to date, optimized for real-world agents and coding workflows. It delivers state-of-the-art performance on coding benchmarks such as SWE-bench Verified, with...
DeepSeek R1 is here: Performance on par with [OpenAI o1](/openai/o1), but open-sourced and with fully open reasoning tokens. It's 671B parameters in size, with 37B active in an inference pass....
Doubao Seed 2.0 Mini is an admin-staged public catalog draft sourced from Runtime Routing Provider.
Srovnávací tabulka
Porovnejte shortlist podle ceny, poskytovatele, kontextu, schopností a zdroje.
Tento pohled použijte při zužování produkčního shortlistu, tvorbě fallback politiky nebo porovnávání ekonomiky modelů.
| Model | Provider | Input | Output | Context | Capabilities | Best for | Latency | Status | Source |
|---|---|---|---|---|---|---|---|---|---|
| Anthropic: Claude Opus 4.7anthropic/claude-opus-4.7 | Anthropic | $5 / 1M tokens | $25 / 1M tokens | 1M | Tool callingJSON modeLong contextReasoning | frontier reasoning, large codebase review | 2300-6800ms | Catalog | OpenRouter if available |
| Anthropic: Claude Sonnet 4.5anthropic/claude-sonnet-4.5 | Anthropic | $3 / 1M tokens | $15 / 1M tokens | 1M | Tool callingJSON modeLong contextReasoning | coding agents, code review | 1600-4800ms | Catalog | OpenRouter if available |
| DeepSeek: R1deepseek/deepseek-r1 | DeepSeek | $0.7 / 1M tokens | $2.50 / 1M tokens | 163.8k | JSON modeLong contextReasoningStreaming | Chinese reasoning, math | 1800-6000ms | Catalog | OpenRouter if available |
| Doubao Seed 2.0 Minidoubao-seed-2-0-mini | Volcengine | ¥0.2 / 1M tokens | ¥2 / 1M tokens | 128k | StreamingJSON mode | Coding | 900-2600ms | Catalog | Platform curated |
| DeepSeek: DeepSeek V4 Flashdeepseek/deepseek-v4-flash | DeepSeek | $0.112 / 1M tokens | $0.224 / 1M tokens | 1M | Tool callingJSON modeLong contextReasoning | low-cost Chinese tasks, long-context summary | 800-2600ms | Catalog | OpenRouter if available |
| Qwen: Qwen3 Coder Plusqwen/qwen3-coder-plus | Alibaba Cloud / Qwen | $0.65 / 1M tokens | $3.25 / 1M tokens | 1M | Tool callingJSON modeLong contextStreaming | Chinese engineering workflows, code generation | 1200-3900ms | Catalog | OpenRouter if available |
FAQ
Coding modely FAQ
Co dela model dobrym pro coding agenty?
Dlouhy kontext, spolehlivy tool calling, strukturovany vystup a stabilni nasledovani instrukci jsou dulezitejsi nez samotna cena tokenu.
Jak maji tymy ridit naklady coding agentu?
Pouzivejte budget policy, porovnavejte cenu dlouheho vystupu a smerujte jednoduche ukoly na levnejsi modely, nez eskalujete slozite pripady.