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Competitive

The open-weight coding agent stack

For teams that want a dedicated open-weight agent as the daily driver, with a frontier seat kept for the hard fraction.

A dedicated open-weight agent carries the daily work, a routing layer keeps model choice a cost decision, and a frontier seat is retained for the fraction that needs it. Kimi Code is an open-source client you run; the GLM Coding Plan feeds the editor you already use; OpenRouter sits alongside them, putting hundreds of models behind one key with price-based routing so model choice stays a cost decision. It is a daily driver plus a retained frontier seat, not a replacement, because on ambiguous specs and sustained multi-agent coordination the closed frontier models still win. Jurisdiction is a live consideration here: the hosted APIs for Kimi and GLM are served from China.

03COSTS

What it costs

Open-weight subscriptions and routed pay-as-you-go carry the routine load at a fraction of per-seat frontier pricing, and the frontier seat is metered only for the hard fraction. OpenRouter adds a small credit-purchase fee over provider pricing rather than a markup.

ToolEntry tierWhat drives cost up
Kimi CodeFree tier + paid plansA Kimi Code plan or paid Kimi membership from around $19/mo (the Moderato tier) includes Kimi Code on its own credit pool, with larger allowances on higher tiers; pay-as-you-go through the API covers spillover. The free Kimi tier carries no Kimi Code credits, allowances refresh weekly and concurrency is capped, so heavy or bursty use meets the meter.
GLM (Z.ai)Free tier + paid plansThe GLM Coding Plan runs from around $18/mo as a flat subscription that feeds tools such as Claude Code, with pay-per-token API access alongside; GLM-5.2's MIT-licensed open weights cost nothing to download and run yourself, with spend shifting to your own hardware.
OpenRouterFree tier + paid plansPay-as-you-go with a free tier for testing, and bring-your-own-key is supported. Per token you pay the provider's list rate with no markup; the credit-purchase fee is 5.5% (US$0.80 minimum) via Stripe or 5% via crypto, applied when you top up the balance rather than to each call.
Claude CodePaid onlyIncluded with Claude Pro ($20/mo), Max ($100/$200/mo) or Team Premium; or pay per token via the API (Opus 4.8 $5/$25 per million input/output tokens).

Compare the members

Written comparisons between these tools and their nearest substitutes.

05FAQ

Common questions

What does this stack actually cost per month?

Three of the four tools have a free tier to start; Claude Code is paid from day one. The 03 COSTS table above breaks down each member's pricing. Three meters climb with use: OpenRouter's routed pay-as-you-go, at each provider's list rate; Kimi Code's weekly credit pool, where heavy use meets the cap; and Claude Code's per-token frontier metering. Those frontier tokens cost most each, so keep that seat for the hard fraction and route routine work through the open-weight lanes: the split, not any single subscription, sets the bill.

Do I need all four tools from day one?

Rarely. Kimi Code alone is the daily driver, and a team can run on it for weeks. The numbered steps double as the adoption order: add GLM when you want a second open-weight model to fall back on, a config change not a new tool; bring in OpenRouter once routing models on cost becomes a recurring decision; keep Claude Code in reserve for ambiguous specs and multi-agent work the open-weight lanes stall on.

I already use Claude Code. What changes?

Your Claude Code subscription already covers the hard fraction: ambiguous specs and multi-agent work, where the closed frontier model still leads. Keep it for that. This stack adds a cheaper daily driver beneath it: Kimi Code and GLM carry routine coding at open-weight rates, and OpenRouter turns model choice into a cost decision, not a fresh integration. The shift is proportion: Claude Code becomes the seat you reach for only when the open-weight lanes stall.

Where do these tools overlap, and which wins?

Claude Code and Kimi Code both run as coding agents you drive yourself, the one real overlap here. The dividing rule is how hard the task is. Kimi Code wins the routine, well-specified majority: clear tickets, refactors, tests, at open-weight cost. Claude Code wins the ambiguous fraction, where the spec is thin or the work needs multi-agent coordination. The Claude Code and Kimi Code comparison, linked above, covers the finer calls.

When do I outgrow this stack?

Two signals. First, when the jurisdiction question stops being something you weigh and becomes a hard rule: code and prompts must never leave infrastructure you control, which a hosted API cannot promise. Second, when the open-weight models have become your sustained default and you want the runtime itself under your control, not rented per call. Both point to the world-class tier, the self-hosted coding stack, where you run the weights yourself.

What can I safely put into these tools?

The floor is set twice. Kimi and GLM's hosted APIs are served from China, so regulated or sensitive code should not travel through them; GLM's self-hosted weights keep everything on infrastructure you control. Claude Code needs commercial or API access, not a consumer plan, before proprietary code goes in, since consumer plans train on data unless opted out. OpenRouter adds an intermediary: confirm which providers a route touches before sending regulated data. Review every agent's output before it ships.

Before sharing confidential or personal data, check this tool's data-governance and training policies. They differ between providers and can change.

Last checked: July 2026

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Tool facts last checked July 2026