Compare

v0 generates an app from a prompt. Coshell is a team building on a real codebase, together.

v0 is one of the fastest ways to turn a prompt into an interface and ship it on Vercel. Coshell is a different thing: the shared *live session* where your whole team and one agent build on the codebase you already have.

Generate UI vs build together

v0 is great at prompt to UIVercel's v0 turns a prompt into polished React, Next.js, Tailwind, and shadcn UI, and increasingly full-stack apps. For frontend and prototypes, it is one of the fastest ways to go from idea to interface.
We are a different shapeCoshell is not a UI generator. It is the shared live session a whole team works in, with one agent, on the codebase you already have.
Generate, then build togetherThe two fit together: generate an interface with v0, then build and maintain the real app as a team.

v0 turns one person's prompt into a generated app.

Coshell puts a whole team in one live session with one agent, on your real code.

AOrders dashboard for acme-webARate limiter rolloutADev server on the VMDProject pending statusOCount to 120
Open
Who can access
Openeveryone on the drive
SharedTom, Lena
Privatejust me
Orders dashboard for acme-web
feat/orders TRLF
Add the orders overview to the dashboard: revenue today, order count, and average order value, then the recent orders table.Priya Nair
Explored4 reads
EditOrdersDashboard.jsx /src/pages/+77−0
Editindex.css /src/+33−0

Overview is in with the three stat cards and the recent orders table. Live on http://localhost:5173.

2 Changed files+110 −0
src/pages/OrdersDashboard.jsx+77−0
src/index.css+33−0
Can the stat cards stretch to equal height? The average order card is shorter than the others.Lena Fischer
Editindex.css /src/+4−1

Cards stretch now. The grid uses align-items: stretch and each delta line is pinned to the bottom with margin-top: auto.

Add a 7 day / 30 day toggle above the chart. Default to 7 days.Tom Reyes
EditOrdersDashboard.jsx /src/pages/+31−4
Shellbun test

Added the toggle. 30 days aggregates by week and the axis relabels. 8 tests pass.

Move the delta onto the card’s top row, right aligned against the label.Priya Nair
Editindex.css /src/+6−2

Delta sits on the top row now, right aligned, so the numbers line up down the column.

Use var(--brand) for the Export button, not a hardcoded hex.Tom Reyes
EditOrdersDashboard.jsx /src/pages/+1−1
1 prompt queuedClear queue
Lena FischerMake the Refunded pill amber. Red reads like an error.
Claude Sonnet 5
Model
Claude Sonnet 5
Claude Opus 5
GPT-5.5
Gemini 3.5 Pro
Muse Spark 1.3 Free
Big Pickle
Rate limiter rollout
feat/rate-limit TR
Start the rate limiter plan. Token bucket per API key, 100 a minute.Priya Nair
Explored6 reads
EditrateLimit.ts /src/middleware/+64−0
Shellbun test

Token bucket middleware is in with 12 tests. Step 1 verified.

Keep the bucket in Redis, we run three replicas.Tom Reyes
EditrateLimit.ts /src/middleware/+22−9

Moved the bucket to Redis with a Lua script so the check is atomic across replicas. 14 passing. Steps 2 and 3 verified.

Execute step 4. Start with the webhooks route, I already reviewed the limiter.Lena Fischer
ReadrateLimit.ts
Editwebhooks.ts /src/routes/+14−2
Shellbun test

Webhooks now share the limiter. 16 passing. Marking step 4 verified and moving to the flag rollout.

Thinking
Claude Sonnet 5
Model
Claude Sonnet 5
Claude Opus 5
GPT-5.5
Gemini 3.5 Pro
Muse Spark 1.3 Free
Big Pickle
Dev server on the VM
main TRLF
Start the dev server on this VM so the team can preview the orders dashboard.Priya Nair
Shellwhich node npm bun

Node.js isn’t installed on this VM, so I can’t start the dev server yet. I can install it with the system package manager and then run it. Want me to?

Yes, but use the LTS build, the API image pins Node 22.Lena Fischer

Understood, Node 22 LTS from NodeSource.

go ahead and install it and get the server started.Tom Reyes
Shellcat /etc/os-release 2>/dev/null | head -5; which apt-get
Shellsudo apt-get update -qq && sudo apt-get install -y -qq nodejs npm
Shellnode --version && npm --version
Shellnpm install
Shellnpm run dev &

Server is running at http://localhost:5173/, Vite dev server ready in 284ms.

Big Pickle
Model
Claude Sonnet 5
Claude Opus 5
GPT-5.5
Gemini 3.5 Pro
Muse Spark 1.3 Free
Big Pickle
Project pending status
feature/discounts LFTR
What is the status of the discounts branch?Tom Reyes
Shellgit log --oneline feature/discounts -8

Eight commits since main: the coupon model, the checkout hook, and a migration. No PR yet.

Do we have a written plan for the discounts work?Priya Nair

No. You have no PLAN, TODO, or roadmap file.

Your closest thing to a plan is .coshell/review/dod.md: integer cents, handled promises, no focused tests, no dead exports.

Draft one from the commits and the dod file, then open it in the Plan tab.Lena Fischer
Readdod.md
Editdiscounts.md /docs/plans/+48−0

Drafted docs/plans/discounts.md with five steps. It is waiting for approval in the Plan tab.

Muse Spark 1.3 Free
Model
Claude Sonnet 5
Claude Opus 5
GPT-5.5
Gemini 3.5 Pro
Muse Spark 1.3 Free
Big Pickle
Count to 120
main LFTR
Quick sanity check on Big Pickle before we let it near the repo. Say hi.Tom Reyes

Hi. Big Pickle here, ready when you are.

Without using any tools, list the first ten primes.Priya Nair

2, 3, 5, 7, 11, 13, 17, 19, 23, 29.

Without using any tools, count from 1 to 120, one number per line, then stop.Lena Fischer

1
2
3
4
5
6
7
8
9
10
11
12

Thinking
Big Pickle
Model
Claude Sonnet 5
Claude Opus 5
GPT-5.5
Gemini 3.5 Pro
Muse Spark 1.3 Free
Big Pickle
Chat2PlanDeep ReviewBrowserReview
Morning. Plan is approved, I’m starting the orders dashboard on acme-web.8:52
TR
Tom Reyes8:55I’ll take the limiter then. Which drive?
office-mac-mini has Redis running, use that one.8:55
LF
Lena Fischer9:10Back online. Anything blocked?
TR
Tom Reyes9:11Nope. OrdersDashboard.jsx is Priya’s, limiter is mine, webhooks are free if you want them
LF
Lena Fischer9:12Taking webhooks.
Lena the Refunded pill should be amber, not red. I queued a prompt for it9:30
TR
Tom Reyes9:41Picking up rateLimit.ts for the webhooks route
LF
Lena Fischer9:42Tom I already touched the 429 path there, check the overlap note before you push
Step 4 in the plan is mine, I’ll ping when the tests are green
Sounds good. I’ll review after, then we roll the flag.9:44
Mention
CScoshellassistant
TRTom Reyeson the drive
LFLena Fischeron the drive
OrdersDashboard.jsxfile
index.cssfile
rateLimit.tsfile
webhooks.tsfile
App.jsxfile
Rate limiter rolloutDetailsWorking
Spec approvedPlan approvedExecuting 3/5

Goal

Protect /v2 from bursty API keys without slowing normal traffic. One key should never be able to starve the others.

Approach

A token bucket per API key, 100 requests per minute, stored in Redis so all three replicas share state. Over-limit requests get a 429 with a Retry-After header. Ship behind the rate_limit_v2 flag and roll out gradually.

Constraints

  • No new dependencies beyond ioredis, which we already run.
  • p99 latency budget: +2 ms on the hot path.
  • Existing tests stay green at every step.

Verification

bun test after every step. Load test with 1k keys before the flag moves to 50%. Watch 429 rate and p99 in the dashboard for a day at 10%.

Steps
Token bucket middleware with testsVerified
Add
Redis-backed bucket, atomic across replicasVerified
Add
Retry-After header on 429 responsesVerified
Add
Apply the limiter to /v2/webhooksLena, in progress
Add
Roll out behind the rate_limit_v2 flagWaiting
Add
on step 5, Roll out behind the flag
PN
Priya Nair2m
Roll out to 10% of keys first, then 50%. Add both as substeps.
LF
Lena Fischernow
Agreed, updating the step before the agent gets there.
Deep Review
feat/orders against main
Run review
No review yet. Run one when the branch is ready.
HighExport button colour is hardcodedOrdersDashboard.jsx:41
The Export button sets #5B4CF0 inline while every other control reads var(--brand). Tom’s follow-up prompt fixes it; verify once that edit lands.
Send fix to agentDismiss
MediumNothing tests the stat cardsOrdersDashboard.jsx
No test asserts that the three stat cards render or that a delta shows its direction. A render test with the card labels would catch a regression.
Send fix to agentDismiss
LowUnused importApp.jsx:3
useMemo is imported and never used.
Send fix to agentDismiss
Port 5173
Dev servers on this drive
Port 5173vite
Port 3000next
Port 8080api
Port...ShareInspect
acme
DashboardOrdersCustomersSettings
Orders
Last 7 days · updated just now
FilterExport
Revenue today$18,420+12% vs last week
Orders342+8%
Average order$53.86−3%
Revenue, last 7 days7 days30 days
MonTueWedThuFriSatSun
OrderCustomerStatusTotal
#10428Maya Osei$128.40
#10427Theo LindqvistRefunded$64.00
#10426Ada Mensah$212.75
#10425Ravi ShankarPending$39.90
Tom
3 Changed files+112 −3
src/pages/OrdersDashboard.jsx+77−0
38 <div className="toolbar">
39+ <button className="btn">Filter</button>
40+ <button className="btn primary" style={{ background: '#5B4CF0' }}>
41+ Export
42 </div>
src/index.css+33−0
112+ .stat { border: 1px solid #e6e6e6; border-radius: 10px; }
113+ .stat .delta.up { color: var(--ok); }
114+ .status.refunded { background: var(--danger-bg); }
src/App.jsx+2−3
3- import { useMemo, useState } from 'react'
3+ import { useState } from 'react'
18- <Summary />
18+ <Summary />
19+ <OrdersDashboard />
Orders dashboard for acme-web
acme-vm
feat/orders
Add the orders overview to the dashboard: revenue today, order count, and average order value, then the recent orders table.Priya Nair
Explored4 reads
EditOrdersDashboard.jsx /src/pages/+77−0
Editindex.css /src/+33−0

Overview is in with the three stat cards and the recent orders table. Live on http://localhost:5173.

2 Changed files+110 −0
src/pages/OrdersDashboard.jsx+77−0
src/index.css+33−0
Can the stat cards stretch to equal height? The average order card is shorter than the others.Lena Fischer
Editindex.css /src/+4−1

Cards stretch now. The grid uses align-items: stretch and each delta line is pinned to the bottom with margin-top: auto.

Add a 7 day / 30 day toggle above the chart. Default to 7 days.Tom Reyes
EditOrdersDashboard.jsx /src/pages/+31−4
Shellbun test

Added the toggle. 30 days aggregates by week and the axis relabels. 8 tests pass.

Move the delta onto the card’s top row, right aligned against the label.Priya Nair
Editindex.css /src/+6−2

Delta sits on the top row now, right aligned, so the numbers line up down the column.

Use var(--brand) for the Export button, not a hardcoded hex.Tom Reyes
EditOrdersDashboard.jsx /src/pages/+1−1
Claude Sonnet 5
ChatPlanReviewDeep reviewBrowserTerminal
Rate limiter rollout
office-mac-mini
feat/rate-limit
Start the rate limiter plan. Token bucket per API key, 100 a minute.Priya Nair
Explored6 reads
EditrateLimit.ts /src/middleware/+64−0
Shellbun test

Token bucket middleware is in with 12 tests. Step 1 verified.

Keep the bucket in Redis, we run three replicas.Tom Reyes
EditrateLimit.ts /src/middleware/+22−9

Moved the bucket to Redis with a Lua script so the check is atomic across replicas. 14 passing. Steps 2 and 3 verified.

Execute step 4. Start with the webhooks route, I already reviewed the limiter.Lena Fischer
ReadrateLimit.ts
Editwebhooks.ts /src/routes/+14−2
Shellbun test

Webhooks now share the limiter. 16 passing. Marking step 4 verified and moving to the flag rollout.

Thinking
Claude Sonnet 5
ChatPlanReviewDeep reviewTerminal
Dev server on the VM
acme-vm
main
Start the dev server on this VM so the team can preview the orders dashboard.Priya Nair
Shellwhich node npm bun

Node.js isn’t installed on this VM, so I can’t start the dev server yet. I can install it with the system package manager and then run it. Want me to?

Yes, but use the LTS build, the API image pins Node 22.Lena Fischer

Understood, Node 22 LTS from NodeSource.

go ahead and install it and get the server started.Tom Reyes
Shellcat /etc/os-release 2>/dev/null | head -5; which apt-get
Shellsudo apt-get update -qq && sudo apt-get install -y -qq nodejs npm
Shellnode --version && npm --version
Shellnpm install
Shellnpm run dev &

Server is running at http://localhost:5173/, Vite dev server ready in 284ms.

Big Pickle
ChatPlanReviewDeep reviewBrowserTerminal
Project pending status
office-mac-mini
feature/discounts
What is the status of the discounts branch?Tom Reyes
Shellgit log --oneline feature/discounts -8

Eight commits since main: the coupon model, the checkout hook, and a migration. No PR yet.

Do we have a written plan for the discounts work?Priya Nair

No. You have no PLAN, TODO, or roadmap file.

Your closest thing to a plan is .coshell/review/dod.md: integer cents, handled promises, no focused tests, no dead exports.

Draft one from the commits and the dod file, then open it in the Plan tab.Lena Fischer
Readdod.md
Editdiscounts.md /docs/plans/+48−0

Drafted docs/plans/discounts.md with five steps. It is waiting for approval in the Plan tab.

Muse Spark 1.3 Free
ChatPlanReviewDeep reviewTerminal
Count to 120
acme-vm
main
Quick sanity check on Big Pickle before we let it near the repo. Say hi.Tom Reyes

Hi. Big Pickle here, ready when you are.

Without using any tools, list the first ten primes.Priya Nair

2, 3, 5, 7, 11, 13, 17, 19, 23, 29.

Without using any tools, count from 1 to 120, one number per line, then stop.Lena Fischer

1
2
3
4
5
6
7
8
9
10
11
12

Thinking
Big Pickle
ChatPlanReviewDeep reviewTerminal

What Coshell adds for a team.

Not a UI generator, and not a per-seat tool. One shared live session your team works in together, on your own codebase, on your own keys. Every line below is running in production today.

A whole team on your existing codebase, not one person generating UI

v0 is built around one person prompting a generator and sharing the result. Coshell puts several people in one live session on the repository you already have, prompting one agent together, and pushing to your real git.

One price for the whole team

v0 is priced per seat and meters usage in credits. Coshell is free to self-host, no seats: run a drive on your own machine, your whole team in your org, unmetered. A ten-engineer team is one drive, not ten seats.

Bring your own keys across 70+ models

v0 runs on Vercel's own models, paid in credits. Coshell runs 70+ models on your own provider keys, scoped per drive, billed by your provider with no markup from us.

Your stack, not a deploy funnel

v0's center of gravity is generate in v0 and deploy on Vercel. Coshell runs your existing codebase and pushes to your own repositories, so your branching, review, CI, and hosting stay exactly as they are.

Coshell vs v0, side by side.

v0Coshell
Primary jobGenerate UI and apps from promptsA team co-drives one live agent on a real codebase
CollaborationShare, view, and duplicate chats; no live co-editing of one sessionMany people in one shared live session with one agent
Codebase fitGenerate in v0; can import a repo; Vercel-centricWorks on your existing repo; pushes to your real git
Pricing basisPer seat, plus metered creditsFree to self-host, no seats
Team sizePriced per seatYour whole team, one drive
ModelsVercel's own models, credit-meteredBring your own keys, 70+ models
HostingDeploys to VercelYour own infrastructure and git
Best forFast frontend, prototypes, design to codeA team building and maintaining a real app together

Also compare

Generate with v0. Build with your team on Coshell.

These are complementary. Generate a UI or a starting app with v0, then bring it into your repository and build and maintain it as a team in a Coshell drive: one agent, your own model keys, per drive not per seat, pushing to your real git.

Built on OpenCode

Coshell vs v0, answered

For a team building or maintaining a real codebase together, yes. They are different shapes, though: v0 is the fastest way to generate a UI or an app from a prompt and ship it on Vercel. Coshell is the shared live session where your whole team works with one agent on the repository you already have. Many people would use v0 to generate an interface and Coshell to build the real app as a team.

Yes, and it is a natural pairing. Generate a UI or a starting app with v0, bring it into your repository, and then build and maintain it as a team in a Coshell drive, with one agent, on your own keys, pushing to your real git. v0 is great at the first interface; Coshell is where the team keeps building.

Yes, on every plan. Coshell runs 70+ models on your own provider keys, scoped per drive, billed by your provider. v0 runs on Vercel's own models, paid through credits.

In your own git. A Coshell drive runs your existing repository and pushes to the repositories you already use, so your branching, review, CI, and hosting stay as they are. With v0, projects live in v0 and Vercel by default, with GitHub import and export available.

Build with your team on your real codebase.

Open a drive in the browser, or attach from the CLI. Put your whole team and one agent in the same live session, on the code you already have.