Best for
- Use when user: configures tasks/workflows/pipelines, creates packages, sets up monorepo, shares code between apps, runs changed/affected packages, debugs cache, or has apps/packages directories.
compozy/compozy/.agents/skills/turborepo/SKILL.md
Turborepo monorepo build system guidance. Triggers on: turbo.json, task pipelines, dependsOn, caching, remote cache, the "turbo" CLI, --filter, --affected, CI optimization, environment variables, internal packages, monorepo structure/best practices, and boundaries. Use when user: configures tasks/workflows/pipelines, creates packages, sets up monorepo, shares code between apps, runs changed/affected packages, debugs cache, or has apps/packages directories.
Decision brief
Build system for JavaScript/TypeScript monorepos. Turborepo caches task outputs and runs tasks in parallel based on dependency graph.
Compatibility matrix
| Platform | Status | Evidence | What to check |
|---|---|---|---|
| Codex | Not declared | No explicit evidence | Portability before use |
| Claude Code | Not declared | No explicit evidence | Portability before use |
| Cursor | Not declared | No explicit evidence | Portability before use |
| Gemini CLI | Not declared | No explicit evidence | Portability before use |
Installation
The source command is displayed only when detected. A safe inspection prompt is always available so your agent can explain every action before execution.
npx skills add https://github.com/compozy/compozy --skill ".agents/skills/turborepo"Inspect the Agent Skill "turborepo" from https://github.com/compozy/compozy/blob/19b8ae06c03954205295478f982c32f3658ca94e/.agents/skills/turborepo/SKILL.md at commit 19b8ae06c03954205295478f982c32f3658ca94e. List every install step, command, network request, credential, file read/write, external action, and rollback step. Explain whether it fits my task. Do not install or execute anything until I approve.
Workflow
Prefer package tasks over Root Tasks.
Always use turbo run when the command is written into code:
Configure a task? ├─ Define task dependencies → references/configuration/tasks.md ├─ Lint/check-types (parallel + caching) → Use Transit Nodes pattern (see below) ├─ Specify build outputs → references/configuration/tasks.mdoutputs ├─ Handle environment variables → references/env…
--affected is the primary way to run only changed packages. It compares against main (falling back to master) — not the repo's configured default branch — and includes dependents. Set TURBOSCMBASE for any other base branch.
Review the “"I need to configure a task"” section in the pinned source before continuing.
Permission review
The documentation asks the agent to run terminal commands or scripts.
*Always use `turbo run` when the command is written into code:**The documentation includes network, browsing, or remote request actions.
"$schema": "https://v2-10-9.turborepo.dev/schema.json",Evidence record
| Signal | Value | Evidence type | Meaning |
|---|---|---|---|
| Quality score | 94/100 | Computed | Documentation, specificity, maintenance, and trust rules |
| Repository stars | 2,672 | Source | Repository attention, not individual Skill quality |
| Compatibility | 0 platforms | Source | Declared in the catalog source record |
| Usage guide | automated source guide | Editorial | Generated or reviewed according to the visible evidence level |
Pinned source
Build system for JavaScript/TypeScript monorepos. Turborepo caches task outputs and runs tasks in parallel based on dependency graph.
Prefer package tasks over Root Tasks.
When creating tasks/scripts/pipelines, you MUST default to package tasks:
package.jsonturbo.jsonpackage.json only delegates via turbo run <task>DO NOT put task logic in root package.json when it can live in packages. This defeats Turborepo's parallelization.
// DO THIS: Scripts in each package
// apps/web/package.json
{ "scripts": { "build": "next build", "lint": "eslint .", "test": "vitest" } }
// apps/api/package.json
{ "scripts": { "build": "tsc", "lint": "eslint .", "test": "vitest" } }
// packages/ui/package.json
{ "scripts": { "build": "tsc", "lint": "eslint .", "test": "vitest" } }
// turbo.json - register tasks
{
"tasks": {
"build": { "dependsOn": ["^build"], "outputs": ["dist/**"] },
"lint": {},
"test": { "dependsOn": ["build"] }
}
}
// Root package.json - ONLY delegates, no task logic
{
"scripts": {
"build": "turbo run build",
"lint": "turbo run lint",
"test": "turbo run test"
}
}
// DO NOT DO THIS - defeats parallelization
// Root package.json
{
"scripts": {
"build": "cd apps/web && next build && cd ../api && tsc",
"lint": "eslint apps/ packages/",
"test": "vitest"
}
}
Root Tasks (//#taskname) are ONLY for tasks that truly cannot exist in packages, such as Vitest Projects' //#test, repo-wide release scripts, or tooling that does not invoke turbo itself.
turbo run vs turboAlways use turbo run when the command is written into code:
// package.json - ALWAYS "turbo run"
{
"scripts": {
"build": "turbo run build"
}
}
# CI workflows - ALWAYS "turbo run"
- run: turbo run build --affected
The shorthand turbo <tasks> is ONLY for one-off terminal commands typed directly by humans or agents. Never write turbo build into package.json, CI, or scripts.
Configure a task?
├─ Define task dependencies → references/configuration/tasks.md
├─ Lint/check-types (parallel + caching) → Use Transit Nodes pattern (see below)
├─ Specify build outputs → references/configuration/tasks.md#outputs
├─ Handle environment variables → references/environment/RULE.md
├─ Set up dev/watch tasks → references/configuration/tasks.md#persistent
├─ Package-specific config → references/configuration/RULE.md#package-configurations
└─ Global settings (cacheDir, daemon) → references/configuration/global-options.md
Cache problems?
├─ Tasks run but outputs not restored → Missing `outputs` key
├─ Cache misses unexpectedly → references/caching/gotchas.md
├─ Need to debug hash inputs → Use --summarize or --dry
├─ Want to skip cache entirely → Use --force or cache: false
├─ Remote cache not working → references/caching/remote-cache.md
└─ Environment causing misses → references/environment/gotchas.md
Run only what changed?
├─ Changed packages + dependents (RECOMMENDED) → turbo run build --affected
├─ Custom base branch → TURBO_SCM_BASE=origin/develop turbo run build --affected
├─ Manual git comparison → --filter=...[origin/main]
└─ See all filter options → references/filtering/RULE.md
--affected is the primary way to run only changed packages. It compares against main (falling back to master) — not the repo's configured default branch — and includes dependents. Set TURBO_SCM_BASE for any other base branch.
Filter packages?
├─ Only changed packages → --affected (see above)
├─ By package name → --filter=web
├─ By directory → --filter=./apps/*
├─ Package + dependencies → --filter=web...
├─ Package + dependents → --filter=...web
└─ Complex combinations → references/filtering/patterns.md
Environment issues?
├─ Vars not available at runtime → Strict mode filtering (default)
├─ Cache hits with wrong env → Var not in `env` key
├─ .env changes not causing rebuilds → .env not in `inputs`
├─ CI variables missing → references/environment/gotchas.md
└─ Framework vars (NEXT_PUBLIC_*) → Auto-included via inference
CI setup?
├─ GitHub Actions → references/ci/github-actions.md
├─ Vercel deployment → references/ci/vercel.md
├─ Remote cache in CI → references/caching/remote-cache.md
├─ Only build changed packages → --affected flag
├─ Skip unnecessary builds → turbo-ignore (references/cli/commands.md)
└─ Skip container setup when no changes → turbo-ignore
Watch mode?
├─ Re-run tasks on change → turbo watch (references/watch/RULE.md)
├─ Dev servers with dependencies → Use `with` key (references/configuration/tasks.md#with)
├─ Restart dev server on dep change → Use `interruptible: true`
└─ Persistent dev tasks → Use `persistent: true`
Package creation/structure?
├─ Create an internal package → references/best-practices/packages.md
├─ Repository structure → references/best-practices/structure.md
├─ Dependency management → references/best-practices/dependencies.md
├─ Best practices overview → references/best-practices/RULE.md
├─ JIT vs Compiled packages → references/best-practices/packages.md#compilation-strategies
└─ Sharing code between apps → references/best-practices/RULE.md#package-types
Monorepo structure?
├─ Standard layout (apps/, packages/) → references/best-practices/RULE.md
├─ Package types (apps vs libraries) → references/best-practices/RULE.md#package-types
├─ Creating internal packages → references/best-practices/packages.md
├─ TypeScript configuration → references/best-practices/structure.md#typescript-configuration
├─ ESLint configuration → references/best-practices/structure.md#eslint-configuration
├─ Dependency management → references/best-practices/dependencies.md
└─ Enforce package boundaries → references/boundaries/RULE.md
Enforce boundaries?
├─ Check for violations → turbo boundaries
├─ Tag packages → references/boundaries/RULE.md#tags
├─ Restrict which packages can import others → references/boundaries/RULE.md#rule-types
└─ Prevent cross-package file imports → references/boundaries/RULE.md
turbo Shorthand in Codeturbo run is recommended in package.json scripts and CI pipelines. The shorthand turbo <task> is intended for interactive terminal use.
// WRONG - using shorthand in package.json
{
"scripts": {
"build": "turbo build",
"dev": "turbo dev"
}
}
// CORRECT
{
"scripts": {
"build": "turbo run build",
"dev": "turbo run dev"
}
}
# WRONG - using shorthand in CI
- run: turbo build --affected
# CORRECT
- run: turbo run build --affected
Root package.json scripts MUST delegate to turbo run, not run tasks directly.
// WRONG - bypasses turbo entirely
{
"scripts": {
"build": "bun build",
"dev": "bun dev"
}
}
// CORRECT - delegates to turbo
{
"scripts": {
"build": "turbo run build",
"dev": "turbo run dev"
}
}
&& to Chain Turbo TasksDon't chain turbo tasks with &&. Let turbo orchestrate.
// WRONG - turbo task not using turbo run
{
"scripts": {
"changeset:publish": "bun build && changeset publish"
}
}
// CORRECT
{
"scripts": {
"changeset:publish": "turbo run build && changeset publish"
}
}
prebuild Scripts That Manually Build DependenciesScripts like prebuild that manually build other packages bypass Turborepo's dependency graph.
// WRONG - manually building dependencies
{
"scripts": {
"prebuild": "cd ../../packages/types && bun run build && cd ../utils && bun run build",
"build": "next build"
}
}
However, the fix depends on whether workspace dependencies are declared:
If dependencies ARE declared (e.g., "@repo/types": "workspace:*" in package.json), remove the prebuild script. Turbo's dependsOn: ["^build"] handles this automatically.
If dependencies are NOT declared, the prebuild exists because ^build won't trigger without a dependency relationship. The fix is to:
"@repo/types": "workspace:*"prebuild script// CORRECT - declare dependency, let turbo handle build order
// package.json
{
"dependencies": {
"@repo/types": "workspace:*",
"@repo/utils": "workspace:*"
},
"scripts": {
"build": "next build"
}
}
// turbo.json
{
"tasks": {
"build": {
"dependsOn": ["^build"]
}
}
}
Key insight: ^build only runs build in packages listed as dependencies. No dependency declaration = no automatic build ordering.
globalDependenciesglobalDependencies affects ALL tasks in ALL packages via the global hash — tasks cannot opt out of specific files, even with negation globs in inputs. Be specific.
// WRONG - heavy hammer, affects all hashes
{
"globalDependencies": ["**/.env.*local"]
}
// BETTER - move to task-level inputs
{
"globalDependencies": [".env"],
"tasks": {
"build": {
"inputs": ["$TURBO_DEFAULT$", ".env*"],
"outputs": ["dist/**"]
}
}
}
With futureFlags.globalConfiguration, this problem is reduced because global.inputs files are folded into each task's inputs (not the global hash). Tasks can exclude specific files:
// BEST - global.inputs with per-task exclusion
{
"futureFlags": { "globalConfiguration": true },
"global": {
"inputs": [".env"]
},
"tasks": {
"build": { "outputs": ["dist/**"] },
"lint": {
"inputs": ["$TURBO_DEFAULT$", "!$TURBO_ROOT$/.env"]
}
}
}
Look for repeated configuration across tasks that can be collapsed. Turborepo supports shared configuration patterns.
// WRONG - repetitive env and inputs across tasks
{
"tasks": {
"build": {
"env": ["API_URL", "DATABASE_URL"],
"inputs": ["$TURBO_DEFAULT$", ".env*"]
},
"test": {
"env": ["API_URL", "DATABASE_URL"],
"inputs": ["$TURBO_DEFAULT$", ".env*"]
},
"dev": {
"env": ["API_URL", "DATABASE_URL"],
"inputs": ["$TURBO_DEFAULT$", ".env*"],
"cache": false,
"persistent": true
}
}
}
// BETTER - use globalEnv and globalDependencies for shared config
{
"globalEnv": ["API_URL", "DATABASE_URL"],
"globalDependencies": [".env*"],
"tasks": {
"build": {},
"test": {},
"dev": {
"cache": false,
"persistent": true
}
}
}
When to use global vs task-level:
globalEnv / globalDependencies - affects ALL tasks, use for truly shared configenv / inputs - use when only specific tasks need itenv ArraysA large env array (even 50+ variables) is not a problem. It usually means the user was thorough about declaring their build's environment dependencies. Do not flag this as an issue.
--parallel FlagThe --parallel flag bypasses Turborepo's dependency graph. It is deprecated and will be removed in a future major version—use task configuration (persistent, with) instead.
# WRONG - bypasses dependency graph
turbo run lint --parallel
# CORRECT - configure tasks to allow parallel execution
# In turbo.json, set dependsOn appropriately (or use transit nodes)
turbo run lint
When multiple packages need different task configurations, use Package Configurations (turbo.json in each package) instead of cluttering root turbo.json with package#task overrides.
// WRONG - root turbo.json with many package-specific overrides
{
"tasks": {
"test": { "dependsOn": ["build"] },
"@repo/web#test": { "outputs": ["coverage/**"] },
"@repo/api#test": { "outputs": ["coverage/**"] },
"@repo/utils#test": { "outputs": [] },
"@repo/cli#test": { "outputs": [] },
"@repo/core#test": { "outputs": [] }
}
}
// CORRECT - use Package Configurations
// Root turbo.json - base config only
{
"tasks": {
"test": { "dependsOn": ["build"] }
}
}
// packages/web/turbo.json - package-specific override
{
"extends": ["//"],
"tasks": {
"test": { "outputs": ["coverage/**"] }
}
}
// packages/api/turbo.json
{
"extends": ["//"],
"tasks": {
"test": { "outputs": ["coverage/**"] }
}
}
Benefits of Package Configurations:
$TURBO_EXTENDS$ to inherit + extend arraysWhen to use package#task in root:
"deploy": { "dependsOn": ["web#build"] })See references/configuration/RULE.md#package-configurations for full details.
../ to Traverse Out of Package in inputsDon't use relative paths like ../ to reference files outside the package. Use $TURBO_ROOT$ instead.
// WRONG - traversing out of package
{
"tasks": {
"build": {
"inputs": ["$TURBO_DEFAULT$", "../shared-config.json"]
}
}
}
// CORRECT - use $TURBO_ROOT$ for repo root
{
"tasks": {
"build": {
"inputs": ["$TURBO_DEFAULT$", "$TURBO_ROOT$/shared-config.json"]
}
}
}
outputs for File-Producing TasksBefore flagging missing outputs, check what the task actually produces:
"build": "tsc", "test": "vitest")// WRONG: build produces files but they're not cached
{
"tasks": {
"build": {
"dependsOn": ["^build"]
}
}
}
// CORRECT: build outputs are cached
{
"tasks": {
"build": {
"dependsOn": ["^build"],
"outputs": ["dist/**"]
}
}
}
Common outputs by framework:
[".next/**", "!.next/cache/**", "!.next/dev/**"]["dist/**"]["dist/**"] or custom outDirTypeScript --noEmit can still produce cache files:
When incremental: true in tsconfig.json, tsc --noEmit writes .tsbuildinfo files even without emitting JS. Check the tsconfig before assuming no outputs:
// If tsconfig has incremental: true, tsc --noEmit produces cache files
{
"tasks": {
"typecheck": {
"outputs": ["node_modules/.cache/tsbuildinfo.json"] // or wherever tsBuildInfoFile points
}
}
}
To determine correct outputs for TypeScript tasks:
incremental or composite is enabled in tsconfigtsBuildInfoFile for custom cache location (default: alongside outDir or in project root)tsc --noEmit produces no files^build vs build Confusion{
"tasks": {
// ^build = run build in DEPENDENCIES first (other packages this one imports)
"build": {
"dependsOn": ["^build"]
},
// build (no ^) = run build in SAME PACKAGE first
"test": {
"dependsOn": ["build"]
},
// pkg#task = specific package's task
"deploy": {
"dependsOn": ["web#build"]
}
}
}
// WRONG: API_URL changes won't cause rebuilds
{
"tasks": {
"build": {
"outputs": ["dist/**"]
}
}
}
// CORRECT: API_URL changes invalidate cache
{
"tasks": {
"build": {
"outputs": ["dist/**"],
"env": ["API_URL", "API_KEY"]
}
}
}
.env Files Not in InputsTurbo does NOT load .env files - your framework does. But Turbo needs to know about changes:
// WRONG: .env changes don't invalidate cache
{
"tasks": {
"build": {
"env": ["API_URL"]
}
}
}
// CORRECT: .env file changes invalidate cache
{
"tasks": {
"build": {
"env": ["API_URL"],
"inputs": ["$TURBO_DEFAULT$", ".env", ".env.*"]
}
}
}
.env File in MonorepoA .env file at the repo root is an anti-pattern — even for small monorepos or starter templates. It creates implicit coupling between packages and makes it unclear which packages depend on which variables.
// WRONG - root .env affects all packages implicitly
my-monorepo/
├── .env # Which packages use this?
├── apps/
│ ├── web/
│ └── api/
└── packages/
// CORRECT - .env files in packages that need them
my-monorepo/
├── apps/
│ ├── web/
│ │ └── .env # Clear: web needs DATABASE_URL
│ └── api/
│ └── .env # Clear: api needs API_KEY
└── packages/
Problems with root .env:
If you must share variables, use globalEnv to be explicit about what's shared, and document why.
By default, Turborepo filters environment variables to only those in env/globalEnv. CI variables may be missing:
// If CI scripts need GITHUB_TOKEN but it's not in env:
{
"globalPassThroughEnv": ["GITHUB_TOKEN", "CI"],
"tasks": { ... }
}
Or use --env-mode=loose (not recommended for production).
// WRONG: Shared code inside an app
apps/
web/
shared/ # This breaks monorepo principles!
utils.ts
// CORRECT: Extract to a package
packages/
utils/
src/utils.ts
// WRONG: Reaching into another package's internals
import { Button } from "../../packages/ui/src/button";
// CORRECT: Install and import properly
import { Button } from "@repo/ui/button";
// WRONG: App dependencies in root
{
"dependencies": {
"react": "^18",
"next": "^14"
}
}
// CORRECT: Only repo tools in root
{
"devDependencies": {
"turbo": "latest"
}
}
{
"$schema": "https://v2-10-9.turborepo.dev/schema.json",
"tasks": {
"build": {
"dependsOn": ["^build"],
"outputs": ["dist/**", ".next/**", "!.next/cache/**", "!.next/dev/**"]
},
"dev": {
"cache": false,
"persistent": true
}
}
}
Add a transit task if you have tasks that need parallel execution with cache invalidation (see below).
^dev Pattern (for turbo watch)A dev task with dependsOn: ["^dev"] and persistent: false in root turbo.json may look unusual but is correct for turbo watch workflows:
// Root turbo.json
{
"tasks": {
"dev": {
"dependsOn": ["^dev"],
"cache": false,
"persistent": false // Packages have one-shot dev scripts
}
}
}
// Package turbo.json (apps/web/turbo.json)
{
"extends": ["//"],
"tasks": {
"dev": {
"persistent": true // Apps run long-running dev servers
}
}
}
Why this works:
@acme/db, @acme/validators) have "dev": "tsc" — one-shot type generation that completes quicklypersistent: true for actual dev servers (Next.js, etc.)turbo watch re-runs the one-shot package dev scripts when source files change, keeping types in syncIntended usage: Run turbo watch dev (not turbo run dev). Watch mode re-executes one-shot tasks on file changes while keeping persistent tasks running.
Alternative pattern: Use a separate task name like prepare or generate for one-shot dependency builds to make the intent clearer:
{
"tasks": {
"prepare": {
"dependsOn": ["^prepare"],
"outputs": ["dist/**"]
},
"dev": {
"dependsOn": ["prepare"],
"cache": false,
"persistent": true
}
}
}
Some tasks can run in parallel (don't need built output from dependencies) but must invalidate cache when dependency source code changes.
The problem with dependsOn: ["^taskname"]:
The problem with dependsOn: [] (no dependencies):
Transit Nodes solve both:
{
"tasks": {
"transit": { "dependsOn": ["^transit"] },
"my-task": { "dependsOn": ["transit"] }
}
}
The transit task creates dependency relationships without matching any actual script, so tasks run in parallel with correct cache invalidation.
How to identify tasks that need this pattern: Look for tasks that read source files from dependencies but don't need their build outputs.
{
"globalEnv": ["NODE_ENV"],
"globalDependencies": [".env"],
"tasks": {
"build": {
"dependsOn": ["^build"],
"outputs": ["dist/**"],
"env": ["API_URL", "DATABASE_URL"]
}
}
}
With futureFlags.globalConfiguration, the same config moves global settings under global — and .env becomes a per-task input instead of a global hash input:
{
"futureFlags": { "globalConfiguration": true },
"global": {
"env": ["NODE_ENV"],
"inputs": [".env"]
},
"tasks": {
"build": {
"dependsOn": ["^build"],
"outputs": ["dist/**"],
"env": ["API_URL", "DATABASE_URL"]
}
}
}
| File | Purpose |
|---|---|
| configuration/RULE.md | turbo.json overview, Package Configurations |
| configuration/tasks.md | dependsOn, outputs, inputs, env, cache, persistent |
| configuration/global-options.md | globalEnv, globalDependencies, global key, futureFlags, cacheDir, envMode |
| configuration/gotchas.md | Common configuration mistakes |
| File | Purpose |
|---|---|
| caching/RULE.md | How caching works, hash inputs |
| caching/remote-cache.md | Vercel Remote Cache, self-hosted, login/link |
| caching/gotchas.md | Debugging cache misses, --summarize, --dry |
| File | Purpose |
|---|---|
| environment/RULE.md | env, globalEnv, passThroughEnv |
| environment/modes.md | Strict vs Loose mode, framework inference |
| environment/gotchas.md | .env files, CI issues |
| File | Purpose |
|---|---|
| filtering/RULE.md | --filter syntax overview |
| filtering/patterns.md | Common filter patterns |
| File | Purpose |
|---|---|
| ci/RULE.md | General CI principles |
| ci/github-actions.md | Complete GitHub Actions setup |
| ci/vercel.md | Vercel deployment, turbo-ignore |
| ci/patterns.md | --affected, caching strategies |
| File | Purpose |
|---|---|
| cli/RULE.md | turbo run basics |
| cli/commands.md | turbo run flags, turbo-ignore, other commands |
| File | Purpose |
|---|---|
| best-practices/RULE.md | Monorepo best practices overview |
| best-practices/structure.md | Repository structure, workspace config, TypeScript/ESLint setup |
| best-practices/packages.md | Creating internal packages, JIT vs Compiled, exports |
| best-practices/dependencies.md | Dependency management, installing, version sync |
| File | Purpose |
|---|---|
| watch/RULE.md | turbo watch, interruptible tasks, dev workflows |
| File | Purpose |
|---|---|
| boundaries/RULE.md | Enforce package isolation, tag-based dependency rules |
This skill is based on the official Turborepo documentation at:
apps/docs/content/docs/ in the Turborepo repositoryFrequently asked questions
Build system for JavaScript/TypeScript monorepos. Turborepo caches task outputs and runs tasks in parallel based on dependency graph.
The source record exposes this install command: npx skills add https://github.com/compozy/compozy --skill ".agents/skills/turborepo". Inspect the command and pinned source before running it.
Static rules flagged exec-script, network in the source; the page lists the matching lines and excerpts.
Alternatives
vercel/turborepo
Turborepo monorepo build system guidance. Triggers on: turbo.json, task pipelines, dependsOn, caching, remote cache, the "turbo" CLI, --filter, --affected, CI optimization, environment variables, internal packages, monorepo structure/best practices, and boundaries. Use when user: configures tasks/workflows/pipelines, creates packages, sets up monorepo, shares code between apps, runs changed/affected packages, debugs cache, or has apps/packages directories.
antfu/skills
Turborepo monorepo build system guidance. Triggers on: turbo.json, task pipelines, dependsOn, caching, remote cache, the "turbo" CLI, --filter, --affected, CI optimization, environment variables, internal packages, monorepo structure/best practices, and boundaries. Use when user: configures tasks/workflows/pipelines, creates packages, sets up monorepo, shares code between apps, runs changed/affected packages, debugs cache, or has apps/packages directories.
coreyhaines31/marketingskills
When the user wants to plan, design, or implement an A/B test or experiment, or build a growth experimentation program. Also use when the user mentions "A/B test," "split test," "experiment," "test this change," "variant copy," "multivariate test," "hypothesis," "should I test this," "which version is better," "test two versions," "statistical significance," "how long should I run this test," "growth experiments," "experiment velocity," "experiment backlog," "ICE score," "experimentation program
garrytan/gbrain
End-to-end discipline for turning any large data source (audio libraries, email takeouts, document corpora, chat exports, API dumps) into brain pages at scale. The lifecycle spine: SCHEMA → ACCESS → TRIAL → EVALUATE → IMPROVE → CODIFY → TEST → SKILLIFY → BULK → MONITOR. State is tracked in a durable JSON manifest (see MANIFEST-PATTERN.md) so any crash, session boundary, or subagent fan-out resumes from ground truth instead of memory.