The agent platform

Infrastructure for production agents.

Any CLI, any model, any machine: your laptop, your servers, E2B or Vercel. Run on the Claude or ChatGPT plan you already pay for. Every run is a session, with its cost, its customer and its cap.

session 7f3a on your laptop model claude · plan this turn $0

01 — Not all agents are the same

Five agents. Five different computers.

Support chat

machine
slim
model
GLM
time
under 1 s
Cheap

Video edit

machine
your GPU box
model
Claude
time
minutes
Heavy

Code fix

machine
E2B
model
Claude · plan
time
20 min
Strong

Lead triage

machine
Vercel
model
gpt-5-mini
time
2 s
Fast

Nightly research

machine
your laptop
model
Claude · plan
time
overnight
Free

Know what each one costs. Then cut it.

Support chatSonnet → GLM
$41
Video edit
$58
Code fixAPI → plan
$22
Lead triage
$9
Nightly research
$0
this week $130Example figures

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_…
cost per callspend capkey stays server-side
# one chat per customer
POST /v2/sessions  {"metadata":{"external_user_id":"9b2c…"}}
POST /v2/sessions/:id/run-llm  {"input":"Where is my order?"}
transcriptscost per customerswap models mid-chat
# 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
any CLIany machineyour subscription
# split a big job across cheap models
cerver split "research 30 companies, one page each"
cerver crons --project sales   # run it every night
parallel workersper-step costschedules

03 — The platform

Nine pieces you’d otherwise build.

Run
Sessions

Transcript, model, machine, cost, owner.

Compute

Laptop, server, E2B, Vercel. Move mid-run.

Crons

Scheduled runs that don't need your laptop awake.

Connect
Model proxy

Your vendor key never enters the sandbox.

Vault

Model keys per project.

MCP server

npx @cerver/mcp

Control
Caps

Per project. Blocked before the vendor sees it.

Routing

Easy turns to cheap models.

Redaction

Secrets scrubbed from prompts.

04 — Any CLI, any machine

Move a run. Keep every word.

here now
Your laptop
Claude Code on your Claude plan
$0 per token
here now
Your server
A Mac mini or a box you own, always on
$0 per token
here now
E2B
A fresh sandbox for each run
your key, at cost
here now
Vercel Sandbox
Next to the app it serves
your key, at cost
session 7f3a turn 1 transcript 1 turn, kept spent so far $0.0000

Animated example.

05 — Separate projects

A $50 cap stops at $50.

Project
support-chat
own keyown provider keys
$128 of $200 this month
doneNorthwind · claude-sonnet$0.31
runningGlobex · gpt-5-mini$0.02
Project
nightly-agents
own keyMac mini
Hit its $50 cap. New runs blocked.
donelead-research · claude (plan)$0
blockedlead-research · gpt-5over cap

Example figures.

06 — See every step

One model failed. The log said which.

replay at 5× speed · 82.7 s
StepModelMachineTimeCost
planclaude-sonnetMacBook (plan)25.6 s$0
email 1gpt-5-minihosted6.0 s$0.00035
email 2glm-4.5-flashhosted36.1 s$0.00200
email 3grok-4.3hosted3.4 sfailed: out of credits
email 4gpt-5-minihosted5.2 s$0.00033
email 5glm-4.5-flashhosted30.6 s$0.00169
summaryglm-4.5-flashhosted21.0 s$0.00125
total82.7 s$0.0056

Real session log, Nov 4.

07 — The test

Same job, two ways. The cheaper way lost.

Time
19.9 s vs 35.6 s
Extra cost
$0 vs $0.0023
Score out of 10
9 vs 6

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 AgentCoreCerver
Where agents runAWS onlyLaptop, server, E2B, Vercel
Your Claude or ChatGPT planNoYes, $0 per token
Spend capsRate limits onlyPer project and per CLI
Separate customersIsolated sessionsCost per customer, built in
How you payPer second, per callMonthly plan
Browser, evaluations, agent paymentsYesNo
AWS integration and complianceYesNo

Source: aws.amazon.com/bedrock/agentcore, Nov 2026.

09 — Pricing

Plans start at $89 a month.

Per-second platforms
It depends
  • CPU and memory per second
  • A fee per tool call
  • Tokens on top
Cerver Team
from $89 / month
  • 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.