01 — Not all agents are the same
Five agents. Five different computers.
Support chat
- machine
- slim
- model
- GLM
- time
- under 1 s
Video edit
- machine
- your GPU box
- model
- Claude
- time
- minutes
Code fix
- machine
- E2B
- model
- Claude · plan
- time
- 20 min
Lead triage
- machine
- Vercel
- model
- gpt-5-mini
- time
- 2 s
Nightly research
- machine
- your laptop
- model
- Claude · plan
- time
- overnight
Know what each one costs. Then cut it.
02 — Start small
Start with one model call. Grow into agents.
# change one line in the app you have ANTHROPIC_BASE_URL=https://gateway.cerver.ai/v2/proxy/anthropic ANTHROPIC_API_KEY=ck_…
# one chat per customer POST /v2/sessions {"metadata":{"external_user_id":"9b2c…"}} POST /v2/sessions/:id/run-llm {"input":"Where is my order?"}
# a real agent, on a real machine cerver run --cli claude --on e2b "fix the failing test" cerver run --cli claude --bill sub "…" # on your Claude plan, $0
# split a big job across cheap models cerver split "research 30 companies, one page each" cerver crons --project sales # run it every night
03 — The platform
Nine pieces you’d otherwise build.
Transcript, model, machine, cost, owner.
Laptop, server, E2B, Vercel. Move mid-run.
Scheduled runs that don't need your laptop awake.
Your vendor key never enters the sandbox.
Model keys per project.
npx @cerver/mcp
Per project. Blocked before the vendor sees it.
Easy turns to cheap models.
Secrets scrubbed from prompts.
04 — Any CLI, any machine
Move a run. Keep every word.
Animated example.
05 — Separate projects
A $50 cap stops at $50.
support-chat
nightly-agents
Example figures.
06 — See every step
One model failed. The log said which.
| Step | Model | Machine | Time | Cost |
|---|---|---|---|---|
| plan | claude-sonnet | MacBook (plan) | 25.6 s | $0 |
| email 1 | gpt-5-mini | hosted | 6.0 s | $0.00035 |
| email 2 | glm-4.5-flash | hosted | 36.1 s | $0.00200 |
| email 3 | grok-4.3 | hosted | 3.4 s | failed: out of credits |
| email 4 | gpt-5-mini | hosted | 5.2 s | $0.00033 |
| email 5 | glm-4.5-flash | hosted | 30.6 s | $0.00169 |
| summary | glm-4.5-flash | hosted | 21.0 s | $0.00125 |
| total | 82.7 s | $0.0056 |
Real session log, Nov 4.
07 — The test
Same job, two ways. The cheaper way lost.
Claude on a Claude plan vs. split across per-token models. One run, Nov 4.
08 — Compared
AgentCore if you live in AWS. Cerver if you don’t.
| AWS Bedrock AgentCore | Cerver | |
|---|---|---|
| Where agents run | AWS only | Laptop, server, E2B, Vercel |
| Your Claude or ChatGPT plan | No | Yes, $0 per token |
| Spend caps | Rate limits only | Per project and per CLI |
| Separate customers | Isolated sessions | Cost per customer, built in |
| How you pay | Per second, per call | Monthly plan |
| Browser, evaluations, agent payments | Yes | No |
| AWS integration and compliance | Yes | No |
Source: aws.amazon.com/bedrock/agentcore, Nov 2026.
09 — Pricing
Plans start at $89 a month.
- CPU and memory per second
- A fee per tool call
- Tokens on top
- Up to 10 developers
- Tokens at cost, or $0 on your own plan
- Your compute, or a sandbox at cost
- Larger teams: talk to us
10 — Start
Install in one line. Free for one developer.
curl -fsSL https://cerver.ai/install.sh | bash
Already in Claude Code? Type /plugin marketplace add eyal-gor/cerver-claude-plugin. No card needed.