Agent stack recommender

Choose the stack, not just the model.

Match your harness, workload, billing constraints, context, and budget to a practical setup you can run now.

Recommendation beta

Live provider offers joined to dated editorial evidence; never a universal best-model score.

Read the methodology →

Your constraints

API token amounts are uncached planning scenarios, not spend predictions or subscription quotas. Subscription activity profiles remain separate; cache discounts are never applied.

Recommendation results

DeepSeek V4 Pro

Fresh · fetched 2026-08-17T02:11:57.739Z · Models.dev(opens in a new tab)

Best API stack

Editorial evidence rank 2 · independent

A reviewed second-tier everyday candidate where the direct offer can be cost-effective.

Published ranking rule: Balanced: ranks through bestRank + 1; then lower uncached estimate, evidence class (independent, mixed, official-only), editorial rank, direct provider, and stable provider/model/evidence IDs.

Primary model
DeepSeek V4 ProDeepSeek (deepseek) · 1M context$0.43 input$0.87 output/ 1M$0.004 cache read / 1M
Planning estimate
$5.22 / month10M input + 1M output / month · uncached input + output; not a spend prediction
Budget fit
Within monthly budget $100
Background role
DeepSeek V4 FlashDeepSeek (deepseek) · $0.14 input · $0.28 output / 1M · $1.68 full-volume estimate
Connection facts
DeepSeek · deepseek-v4-proProvider documentation(opens in a new tab) · Direct API route; dsh is a developer preview and is limited to this route.

Background uses DeepSeek V4 Flash via DeepSeek; its full-volume estimate is cheaper than the primary. No image-capable evidence-matched vision offer passed the same-provider gates.

Evidence sources (2)

Caveats

  • Model evaluations do not prove performance in the selected harness.
  • Only exact current and 0813 aliases match.

Eligible alternatives

Qwen3.8 Max (hosted)Alibaba (alibaba) · 1M context$2.00 input · $6.00 output / 1M$26 · Editorial evidence rank 2Higher uncached estimate within the allowed editorial rank window.
Kimi K3Moonshot AI (moonshotai) · 1.05M context$3.00 input · $15.00 output / 1M$45 · Editorial evidence rank 2Higher uncached estimate within the allowed editorial rank window.
Claude Opus 4.7OpenRouter (openrouter) · 1M context$5.00 input · $25.00 output / 1M$75 · Editorial evidence rank 2Higher uncached estimate within the allowed editorial rank window.

Curated subscription option

verified

Claude Pro

Claude Pro is the dated individual-plan route for light Claude Code use.

Claude Pro is a curated route for everyday interactive coding.

Actual monthly price
$20/month$20/month list price; usage is governed by shared five-hour and weekly limits.
Plan type
Quota / window
Model scope
Claude plan-selected models; no exact-model access guarantee.200K reviewed recommendation context
Key limits
$20/month list price; usage is governed by shared five-hour and weekly limits.

Caveats

  • Limits are shared across Claude apps and Claude Code and include five-hour and weekly limits.
  • No fixed message count or guaranteed access to one exact model is claimed.
  • Cline eligibility uses Cline’s documented Claude Code subscription mode.

Official subscription source(opens in a new tab)·Official subscription source(opens in a new tab)

Subscription credits, quotas, windows, and API token scenarios are separate units. Nominal vendor credits are never compared across providers.

Eligible alternatives

QwenCloud Token Plan Individual Lite$6/month · Quota / windowHosted qwen3.8-max plus the current models listed by the individual plan.2,500 model credits / weekLess-preferred workload rank (2 vs 1).
  • Individual plans are interactive-only, single-device personal use; backend and batch automation are prohibited.
  • Use can involve Singapore/global data transfer.
  • Seven-day quota windows and current prices can change; credits are not API tokens.
  • The reviewed primary model is qwen3.8-max; the official table also lists current DeepSeek and GLM routes.

Official plan source(opens in a new tab)·Official plan source(opens in a new tab)·Official plan source(opens in a new tab)

Live decision data

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