Interactive Utility · 100% Client-Side

AI Coding Stack Matcher

Answer four questions about how you work and get a matched 3-tool stack — a primary environment, a companion agent, and a review layer — with monthly cost estimates.

1-Click Presets

Pick an archetype, then fine-tune the four questions below

01 · Primary Environment
02 · Monthly Budget
03 · Privacy & Models
04 · Primary Workflow

How matching works

01 · Primary Environment

Where you write code every day. Hard-filtered to tools native to your environment; full AI IDEs outrank plugins for GUI editors, and only free-tier or open-source tools survive a $0 budget.

02 · Companion Agent

Autonomous loops, context & MCP. Prefers a complementary form factor — a terminal agent next to a GUI editor — and boosts tools built for your privacy model (BYOK or local).

03 · Review & QA

PR review, security, testing. Environment-agnostic PR review, security, and testing tools scored on workflow fit, with seat cost taken from the live catalog pricing.

Price out the matched stack in the Cost Calculator or convert its rules files with the Rules Converter.