LongCat plan vs GLM Coding Plan
LongCat has no subscription at all — just very cheap tokens and flash-sale packs. GLM has quotas you can plan a month around.
Updated August 28, 2026 · Independent comparison — LongCat, GLM Coding Plan are separate products.
LongCat
Meituan's LongCat-2.0 pay-per-token API
LongCat is Meituan's model platform, and LongCat-2.0 is its 1M-context coding model with up to 128K output tokens. There is no monthly subscription: you either prepay and pay per token, or catch one of the limited-stock 'Token Pack' flash drops that appear at fixed times each day and expire after 30 days. List pricing is $0.75 in / $2.95 out per million tokens, currently discounted to $0.30 / $1.20 with no published end date, and cache hits inside a Token Pack are free. It exposes both OpenAI- and Anthropic-compatible endpoints.
GLM Coding Plan
Z.ai's GLM-5.3 subscription for coding tools
The GLM Coding Plan is Z.ai's subscription for driving coding agents with GLM-5.3 and GLM-5.3-Flash. It sells in three tiers (Lite, Pro, Max) that differ only in credit allowance, not in model access, and it is explicitly restricted to coding tools — the key is not a general-purpose API key. Credits refresh on a 5-hour rolling window and a weekly window, and off-peak usage (outside Mon-Fri 14:00-18:00 UTC+8) burns credits at half rate. Z.ai relaunched the tier pricing on 2026-07-31, so list prices differ noticeably between its CNY and USD storefronts.
Bottom line
LongCat has no subscription at all — just very cheap tokens and flash-sale packs. GLM has quotas you can plan a month around. Choose LongCat if you want the lowest possible token price and will do the arithmetic; choose GLM Coding Plan if you want a fixed monthly bill instead of a draining balance.
Pricing
| Feature | LongCat | GLM Coding Plan |
|---|---|---|
| Price/mo | Pay-per-token: $0.30 in / $1.20 out per Mtok (promo; list $0.75 / $2.95) | Lite $18 · Pro $72-80 · Max $160-168/mo |
| Intro promo | Launch promo pricing with no published end date | ~20-30% off on the CNY store and on quarterly/yearly terms |
| Billing shape | Per-token, or limited-stock 30-day Token Packs | Credits on 5-hour + weekly windows |
Models & Context
| Feature | LongCat | GLM Coding Plan |
|---|---|---|
| Models included | LongCat-2.0 | GLM-5.3, GLM-5.3-Flash (older GLM auto-routes up) |
| Catalogue size | 1 model | 2 models (one lab) |
| Context window | 1M context, up to 128K output tokens | Per model; no plan-level max published |
Limits & Overage
| Feature | LongCat | GLM Coding Plan |
|---|---|---|
| Limits (5h / weekly / monthly) | None on pay-as-you-go; Token Packs expire after 30 days | 2,000 / 12,000 / 28,000 credits per 5 hrs; 10,000 / 60,000 / 140,000 weekly |
| What happens past the cap | Calls rejected at zero balance; unused packs are refunded | Hard 429 until the window resets (errors 1308/1310/1316/1317) |
| Parallel-agent friendly | Not published | Not published |
Access & Friction
| Feature | LongCat | GLM Coding Plan |
|---|---|---|
| Host agents & IDEs supported | Any OpenAI- or Anthropic-compatible client | Claude Code, Cline, Roo Code, Kilo Code, OpenCode, OpenClaw, Crush, Goose, Cursor, ZCode |
| Gives you an API key | Raw LongCat key — fully BYOK-able | Coding Plan key — tool-restricted, not a general API key |
| BYOK-able elsewhere | ✓ | ✗ |
| Payment / region friction | WeChat Pay and Alipay documented; card support is not published | Cards internationally; Alipay/WeChat on the CN store; no app-backend use |
Verdict at a glance
| Feature | LongCat | GLM Coding Plan |
|---|---|---|
| Best for | 1M-context open model at promo token prices, if you can pay | Cheapest official GLM-5.3 pass for supported agents |
Buying mechanics
| Feature | LongCat | GLM Coding Plan |
|---|---|---|
| Subscription available | No — pay-per-token or 30-day Token Packs | Yes — three tiers |
| Token Pack availability | Limited-stock flash drops at fixed daily times | Not applicable |
| Published context | 1M in, 128K out | Not published |
| Card payment | Not published — WeChat Pay and Alipay documented | Cards internationally |
| Unused funds refundable | Yes, including unused Token Packs | Per Z.ai's usage policy |
The Verdict
Choose LongCat if...
- ✓You want the lowest possible token price and will do the arithmetic
- ✓You need the full 1M context with up to 128K output tokens, guaranteed
- ✓You want a raw key with no tool restrictions
- ✓Your usage is small enough that any subscription would be waste
- ✓You can pay through WeChat Pay or Alipay
Choose GLM Coding Plan if...
- ✓You want a fixed monthly bill instead of a draining balance
- ✓GLM-5.3 is a stronger coding model for agentic work
- ✓You need international card checkout that reliably works
- ✓You want it inside nine named agents with documented setup
- ✓You want a tier ladder to grow into rather than a token meter
Frequently Asked Questions
What is the difference between LongCat and GLM Coding Plan?
LongCat is Meituan's model platform, and LongCat-2.0 is its 1M-context coding model with up to 128K output tokens. The GLM Coding Plan is Z.ai's subscription for driving coding agents with GLM-5.3 and GLM-5.3-Flash.
How much do LongCat and GLM Coding Plan cost?
LongCat: Pay-per-token: $0.30 in / $1.20 out per Mtok (promo; list $0.75 / $2.95). GLM Coding Plan: Lite $18 · Pro $72-80 · Max $160-168/mo. See the pricing table above for full plan details.
Should I choose LongCat or GLM Coding Plan?
Choose LongCat if you want the lowest possible token price and will do the arithmetic. Choose GLM Coding Plan if you want a fixed monthly bill instead of a draining balance.
1DevToolStop renting one agent's model pool
Every pass on this page locks a model pool to a particular agent or gateway, and each one meters you differently. 1DevTool runs Cline, OpenCode, Claude Code, Codex CLI and Gemini CLI side by side in persistent terminals — point each at whichever pass is cheapest this month, keep your own keys, and get an HTTP client, a 13-engine database client and an embedded browser in the same window. One-time $29, no subscription.