Windows 10 / 11 · one-terminal MCP — GKJ_Coder. 1000k-token trial, then the same 1 / 2 / 3 year prices as Advocate PDF.

One-terminal MCP · Windows 10 / 11 · Python 3.10+

GKJ_Coder

GKJ_Coder is a one-terminal MCP orchestra for multi-stage app builds. Instead of jumping between ChatGPT, Cursor, v0 and a stack of terminals, one CLI command runs six dedicated MCP-style workers: spec, code, UI, prototype, debug, and a compile/audit stage that prefers AMD Instinct + vLLM when you connect it.

Start 1000k-token trial Buy a key

Same 1 / 2 / 3 year list price as Brusain Advocate PDF Solution. Trial is 1,000,000 tokens (1000k) — not a 7-day clock. Once a licence is purchased there is no refund — see the Refund Policy.

Agree before you download

Windows 10 or 11 PC with Python 3.10+ recommended. You must accept the Privacy Policy and Terms of Use before the trial will download. The trial is 1,000,000 tokens (1000k) on the one-terminal MCP orchestra (mock workers if no API keys are configured). Paid keys unlock the full licensed term. There is no 7-day time trial.

The Windows installer downloads from this website as GKJ-Coder-Setup.exe. It is not hosted on OneDrive.

GKJ_Coder one-terminal MCP cover for the AMD AI Academy build

One terminal6 MCP stagesAMD audit pathOffline mock modeFastAPI + UI out

On this page

  1. What you need to know
  2. The six workflow stages
  3. What ships in a build
  4. Plans and 1000k-token trial
  5. Keys stay on your PC
  6. FAQ

What you need to know before you subscribe

GKJ_Coder is a licensed Windows product from Brusain Developers, the same studio as Advocate PDF Solution. The trial is 1,000,000 tokens (1000k) so you can run the six-stage pipeline until that allowance is used. It is not a 7-day calendar trial. If you have not connected AMD vLLM, OpenAI, Anthropic, DeepSeek, xAI or GitHub keys, mock workers still emit a complete demo app so you can evaluate the product offline (mock runs still count against the token trial when the product meters them).

Names such as Cursor, Claude, Copilot, v0.dev, Bolt.new and Lovable are worker role personas in the pipeline — not unofficial scrapers of those products. Workers talk to the backends you connect in a local credentials vault (~/.gkj-coder/).

The six workflow stages

1. Architect

Spec, schema, API map and folder tree → spec.md.

2. Codegen

Backend logic and workspace files → src/ (FastAPI + SQLite).

3. UI

Tailwind / JS front end → ui/.

4. Prototype

Run script and container files → run.py, Dockerfile.

5. Debug

Stack traces back into context → debug.log.

6. Auditor

Compile, security review, certification → REPORT.md. Prefers AMD Instinct MI300X + vLLM when connected.

What ships in a build

One CLI, live progress

gkj-coder build shows a live table: stage, worker, persona, backend, latency and status. Optional web hub on port 7862 inspects artifacts.

GKJ_Coder terminal product artwork

Never-fail routing

Only AMD connected: all six stages run on AMD. Several providers: work is split. No keys: deterministic mock workers still produce a working sample so the trial is useful on a Windows PC without GPU spend.

GKJ_Coder routing and vault artwork

Plans — paid years match Advocate PDF

1000k-token trial

Free

1,000,000 tokens on the one-terminal MCP. Mock mode if you have not added API keys. Not a 7-day clock.

1 year

₹10,000

₹5,000

Full licensed term. One Windows PC. Name + mobile locked key.

2 years

₹15,000

₹7,500

Same product, longer term.

3 years

₹20,000

₹10,000

Best value for a studio seat.

Checkout on this site accepts INR, USD and EUR through the same gateways as PDF. Email gandharvkumar@live.com for UPI or bank transfer and a key by hand.

See GKJ_Coder pricing

Keys stay on your PC

Provider keys live in your local vault, not on brusain.com. Licence telemetry is System ID, trial or paid status, term, and the name/mobile you type to activate. Read the Privacy Policy and Terms of Use.

One terminal. Six MCP workers.

Stop spreading a build across five AI windows. GKJ_Coder keeps the orchestra in one CLI, with the same licence and refund rules as Advocate PDF.

Frequently asked questions

Is this a cloud IDE?

No. It is a Windows desktop / CLI product. Optional live inference uses your AMD vLLM or other keys. Without keys, mock workers still demonstrate the six stages.

Same price as PDF?

Paid years match PDF: ₹5,000 / ₹7,500 / ₹10,000 for 1 / 2 / 3 years. The trial is different: 1,000,000 tokens (1000k), not 7 days. No refund once a licence is purchasedRefund Policy.

Does the token trial reset if I reinstall?

No. The 1000k-token allowance is bound to the machine / licence ledger. Paid keys can be restored with System ID from Help.

Do you store my API keys?

No. They stay in your local vault. Brusain only sees licence fields listed in the privacy policy.

Start 1000k-token trial Buy a key

Support: gandharvkumar@live.com