ai-factory.build-automation

Analyze project and generate or enhance build automation file (Makefile, Taskfile.yml, Justfile, Magefile.go). If a build file already exists, improves it by adding missing targets and best practices. Use when user says "generate makefile", "create taskfile", "add justfile", "setup mage", or "build automation".

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Install skill "ai-factory.build-automation" with this command: npx skills add lee-to/ai-factory/lee-to-ai-factory-aif-build-automation

Build Automation Generator

Generate or enhance a build automation file for any project. Supports Makefile, Taskfile.yml, Justfile, and Magefile.go.

Two modes:

  • Generate — No build file exists → create one from scratch using best-practice templates
  • Enhance — Build file already exists → analyze gaps, add missing targets, fix anti-patterns, preserve existing work

Step 0: Load Project Context

Read the project description if available:

Read .ai-factory/DESCRIPTION.md

Store the project context (tech stack, framework, architecture) for use in later steps. If the file doesn't exist, that's fine — we'll detect everything in Step 2.


Step 1: Detect Existing Build Files & Determine Mode

1.1 Scan for Existing Build Files

Before anything else, check if the project already has build automation:

Glob: Makefile, makefile, GNUmakefile, Taskfile.yml, Taskfile.yaml, taskfile.yml, justfile, Justfile, .justfile, magefile.go, magefiles/*.go

Build a list of EXISTING_FILES from the results.

1.2 Determine Mode

Mode A — Enhance Existing (if EXISTING_FILES is not empty):

  • Set MODE = "enhance"
  • Set TARGET_TOOL automatically from the detected file (Makefile → makefile, Taskfile.yml → taskfile, etc.)
  • If multiple build files exist AND $ARGUMENTS specifies one, use the argument to pick which one to enhance
  • If multiple build files exist AND no argument, ask which one to enhance:
AskUserQuestion: This project has multiple build files. Which one should I improve?

Options (dynamic, based on what exists):
1. Makefile — Enhance the existing Makefile
2. Taskfile.yml — Enhance the existing Taskfile
...
  • Read the existing file content — this is the baseline for enhancement
  • Store as EXISTING_CONTENT

Mode B — Generate New (if EXISTING_FILES is empty):

  • Set MODE = "generate"
  • Parse $ARGUMENTS to determine tool:
ArgumentToolOutput File
makefile or makeGNU MakeMakefile
taskfile or taskTaskfileTaskfile.yml
justfile or justJustjustfile
mage or magefileMagemagefile.go
  • If $ARGUMENTS is empty or doesn't match, ask the user interactively:
AskUserQuestion: Which build automation tool do you want to generate?

Options:
1. Makefile — GNU Make (universal, no install needed)
2. Taskfile.yml — Task runner (YAML, modern, cross-platform)
3. justfile — Just command runner (simple, fast, ergonomic)
4. magefile.go — Mage (Go-native, type-safe, no shell scripts)

Store the chosen tool as TARGET_TOOL.


Step 2: Analyze Project

Detect the project profile by scanning the repository. Run these checks using Glob and Grep:

2.1 Primary Language

Check for these files (first match wins):

FileLanguage
go.modGo
package.jsonNode.js / JavaScript / TypeScript
pyproject.toml or setup.py or setup.cfgPython
Cargo.tomlRust
composer.jsonPHP
GemfileRuby
build.gradle or pom.xmlJava/Kotlin
*.csproj or *.slnC# / .NET

2.2 Package Manager

Check lock files:

FilePackage Manager
bun.lockbbun
pnpm-lock.yamlpnpm
yarn.lockyarn
package-lock.jsonnpm
poetry.lockpoetry
uv.lockuv
Pipfile.lockpipenv

2.3 Framework Detection

For Node.js projects, check package.json dependencies for:

  • next → Next.js
  • nuxt → Nuxt
  • @remix-run/node → Remix
  • express → Express
  • fastify → Fastify
  • hono → Hono
  • @nestjs/core → NestJS

For Python projects, check pyproject.toml or imports for:

  • fastapi → FastAPI
  • django → Django
  • flask → Flask

For PHP projects, check composer.json require for:

  • laravel/framework → Laravel
  • symfony/framework-bundle → Symfony
  • slim/slim → Slim
  • cakephp/cakephp → CakePHP

For Go projects, check go.mod for:

  • gin-gonic/gin → Gin
  • labstack/echo → Echo
  • gofiber/fiber → Fiber
  • go-chi/chi → Chi

2.4 Docker (Deep Scan)

Glob: Dockerfile, Dockerfile.*, docker-compose.yml, docker-compose.yaml, compose.yml, compose.yaml, .dockerignore

If any exist, set HAS_DOCKER=true and perform a deeper analysis:

Read the Dockerfile(s) to detect:

  • Multi-stage builds (separate dev / prod stages) → DOCKER_MULTISTAGE=true
  • Exposed ports → DOCKER_PORTS (e.g., 3000, 8080)
  • Base image → DOCKER_BASE (e.g., node:20-alpine, golang:1.22)
  • Entrypoint/CMD → understand how the app is started inside the container

Read docker-compose / compose file to detect:

  • Service names → DOCKER_SERVICES (e.g., app, db, redis, worker)
  • Volume mounts → understand dev vs prod setup
  • Profiles (if any) → dev, production, test
  • Dependency services (postgres, redis, rabbitmq, etc.) → DOCKER_DEPS

Store as DOCKER_PROFILE:

  • has_compose: boolean
  • has_multistage: boolean
  • services: list of service names
  • deps: list of infrastructure services (db, cache, queue)
  • ports: exposed ports
  • has_dev_stage: boolean (Dockerfile has a dev or development stage)

2.5 CI/CD

Glob: .github/workflows/*.yml, .gitlab-ci.yml, .circleci/config.yml, Jenkinsfile, .travis.yml

Note which CI system is in use.

2.6 Database & Migrations

Search for migration tools:

Grep: prisma|drizzle|knex|typeorm|sequelize|alembic|django.*migrate|goose|migrate|atlas|sqlx

Check for:

  • prisma/schema.prisma → Prisma
  • drizzle.config.ts → Drizzle
  • alembic/ directory → Alembic
  • migrations/ directory → Generic migrations

2.7 Test Framework

LanguageCheck For
Node.jsjest, vitest, mocha, ava in package.json
Pythonpytest in pyproject.toml/requirements, unittest imports
GoGo has built-in testing; check for testify in go.mod
RustBuilt-in; check for integration test directory tests/

2.8 Linters & Formatters

Glob: .eslintrc*, eslint.config.*, .prettierrc*, biome.json, .golangci.yml, .golangci.yaml
Grep in pyproject.toml: ruff|black|flake8|pylint|isort

2.9 Monorepo Detection

Glob: turbo.json, nx.json, lerna.json, pnpm-workspace.yaml

Summary

Build a PROJECT_PROFILE object with:

  • language: primary language
  • package_manager: detected PM
  • framework: detected framework (if any)
  • has_docker: boolean
  • docker_profile: DOCKER_PROFILE object (if has_docker)
  • ci_system: detected CI (if any)
  • has_migrations: boolean + tool name
  • test_framework: detected test runner
  • linters: list of detected linters
  • is_monorepo: boolean
  • has_dev_server: boolean (framework with dev server)

Step 3: Read Best Practices

Read the best practices reference for the chosen tool:

Read skills/build-automation/references/BEST-PRACTICES.md

Focus on the section matching TARGET_TOOL:

  • Makefile → Section 1
  • Taskfile → Section 2
  • Justfile → Section 3
  • Magefile → Section 4

Also read the "Cross-Cutting Concerns" section for standard targets.


Step 4: Select & Read Template

Pick the closest matching template based on language + TARGET_TOOL:

ToolGoNode.jsPythonPHPOther
Makefilemakefile-go.mkmakefile-node.mkmakefile-python.mkmakefile-php.mkUse closest match
Taskfiletaskfile-go.ymltaskfile-node.ymltaskfile-python.ymltaskfile-php.ymlUse closest match
Justfilejustfile-gojustfile-nodejustfile-pythonjustfile-phpUse closest match
Magefilemagefile-basic.gomagefile-full.gomagefile-full.goN/A (use Makefile)magefile-basic.go

For Magefile: use magefile-full.go if HAS_DOCKER or has_migrations is true, otherwise magefile-basic.go.

For PHP + Magefile: Mage is Go-specific and not applicable to PHP projects. If the user explicitly requested mage for a PHP project, explain this and suggest Makefile as the closest alternative (universal, no install needed). Ask via AskUserQuestion whether to proceed with Makefile instead.

Read the selected template:

Read skills/build-automation/templates/<selected-template>

Step 5: Generate or Enhance File

Mode B — Generate New File

Using the PROJECT_PROFILE, best practices, and template as reference, generate a customized build file from scratch.

Generation Rules

  1. Start with the tool's required preamble (from best practices)
  2. Include all standard targets: help/default, build, test, lint, clean, dev, fmt
  3. Add conditional targets based on project profile:
    • Docker targets → only if has_docker
    • Database targets → only if has_migrations (use correct migration tool)
    • Deploy targets → only if CI/CD detected
    • Generate target → only if code generation detected
    • Typecheck target → only if TypeScript or mypy detected
  4. Use correct package manager commands (not hardcoded npm/pip/go)
  5. Include CI aggregate target that runs lint + test + build
  6. Follow the template's structure for organization and grouping
  7. Adapt variable names to match the actual project (module name, binary name, source dirs)
  8. Include version/commit/build-time detection via git
  9. Docker-aware targets — if has_docker, generate a dedicated Docker section (see below)

Docker-Aware Target Generation

When has_docker is true, generate two layers of commands:

Layer 1 — Container lifecycle (always when Docker detected):

TargetPurpose
docker-build or docker:buildBuild the Docker image
docker-run or docker:runRun the container
docker-stop or docker:stopStop running containers
docker-logs or docker:logsTail container logs
docker-push or docker:pushPush image to registry
docker-clean or docker:cleanRemove images and stopped containers

Layer 2 — Dev vs Production separation (when compose or multistage detected):

##@ Docker — Development
docker-dev:          ## Start all services in dev mode (with hot reload, mounted volumes)
docker-dev-build:    ## Rebuild dev containers
docker-dev-down:     ## Stop dev environment and remove volumes

##@ Docker — Production
docker-prod-build:   ## Build production image (optimized, multi-stage)
docker-prod-run:     ## Run production container locally for testing
docker-prod-push:    ## Push production image to registry

Generation logic:

  • If has_compose → use docker compose commands (not docker-compose)
  • If compose has profiles → use --profile dev / --profile production
  • If has_multistage → use --target dev for dev builds, no target (or --target production) for prod
  • If docker_profile.deps exist (db, redis, etc.) → add infra-up / infra-down targets to start/stop only infrastructure services without the app
  • If compose detected → docker-dev should run docker compose up with correct profile/services
  • If no compose but Dockerfile → docker-dev should run docker build --target dev + docker run with volume mounts

Layer 3 — Container-based commands (mirror host commands via container):

When the project is Docker-based, also generate container-exec variants so that users who run everything in Docker can use the same targets:

# Run tests inside the container
docker-test:         ## Run tests inside the Docker container
  docker compose exec app [test command]

# Run linter inside the container
docker-lint:         ## Run linter inside the Docker container
  docker compose exec app [lint command]

# Open shell in the container
docker-shell:        ## Open a shell inside the running container
  docker compose exec app sh

Only generate docker-* exec variants if the project appears to be Docker-first (compose file mounts source code as volumes, or no local language runtime setup is apparent).

Customization from Project Profile

  • Binary name: Use the actual project name from go.mod, package.json, or directory name
  • Source directory: Use actual src dir (e.g., src/, app/, cmd/)
  • Dev server command: Match the framework's dev server (e.g., next dev, uvicorn --reload, air)
  • Test command: Match the detected test runner
  • Lint command: Match the detected linters
  • Migration commands: Match the detected migration tool exactly
  • Port numbers: Use framework defaults (3000 for Node, 8000 for Python, 8080 for Go)

Mode A — Enhance Existing File

When MODE = "enhance", do NOT replace the file from scratch. Instead, analyze it and improve it surgically.

5A.1 Analyze Existing File

Compare EXISTING_CONTENT against the PROJECT_PROFILE and best practices. Build a gap analysis:

Missing preamble/config — Check if the file has the recommended preamble:

  • Makefile: SHELL := bash, .ONESHELL, .SHELLFLAGS, .DELETE_ON_ERROR, MAKEFLAGS
  • Taskfile: version: '3', output:, dotenv:
  • Justfile: set shell, set dotenv-load, set export
  • Magefile: //go:build mage, proper imports

Missing standard targets — Check which of these are absent:

  • help / default (self-documenting)
  • build, test, lint, clean, dev, fmt
  • ci (aggregate target)

Missing project-specific targets — Based on PROJECT_PROFILE, check for:

  • Docker targets (if has_docker but no docker targets in file)
  • Database/migration targets (if has_migrations but no db targets)
  • Typecheck target (if TypeScript/mypy detected but no typecheck target)
  • Generate target (if code generation tools detected)
  • Coverage target (if test target exists but no coverage variant)

Quality issues — Check for anti-patterns from best practices:

  • Targets without descriptions/documentation
  • Missing .PHONY declarations (Makefile)
  • Hardcoded tool paths that should be variables
  • Missing version/commit detection
  • No self-documenting help target

5A.2 Plan Changes

Build a list of specific changes to make:

CHANGES = [
  { type: "add_preamble", detail: "Add .SHELLFLAGS and .DELETE_ON_ERROR" },
  { type: "add_target", name: "docker-build", detail: "Dockerfile detected but no docker target" },
  { type: "add_target", name: "help", detail: "No self-documenting help target" },
  { type: "fix_quality", detail: "Add ## comments to 3 targets missing descriptions" },
  { type: "add_variable", detail: "Add VERSION/COMMIT detection via git" },
  ...
]

5A.3 Apply Changes

  • Preserve the existing structure — Keep the user's ordering, naming, and style
  • Preserve existing targets exactly — Do NOT modify working targets unless fixing a clear bug or adding a missing description
  • Add new targets in the appropriate section — Follow the existing grouping pattern (if the file uses ##@ sections, add to matching section; if no sections, append logically)
  • Add missing preamble lines at the top, before existing content
  • Add missing variables near existing variable declarations
  • Use the template as reference for the syntax of new targets, but adapt to match the style already present in the file (e.g., if existing Makefile uses tabs + simple recipes, don't introduce complex multi-line scripts)

Quality Checks (Both Modes)

Before writing the file, verify:

  • All targets have descriptions/documentation (## comments, desc:, [doc()], doc comments)
  • No hardcoded paths that should be variables
  • Package manager detection is correct
  • Self-documenting help target is included
  • .PHONY declarations for all non-file targets (Makefile only)
  • Dangerous operations have confirmations (Justfile) or warnings

Step 6: Write File & Report

6.1 Write the File

Mode B (Generate New):

Write the generated content using the Write tool:

ToolOutput Path
MakefileMakefile
TaskfileTaskfile.yml
Justfilejustfile
Magefilemagefile.go

Mode A (Enhance Existing):

Write the enhanced content to the same path where the existing file was found (preserving the original filename casing and location). The file is updated in-place — no need to ask about overwriting since we're improving, not replacing.

6.2 Display Summary

Mode B (Generate New) — show what was created:

## Generated: [Filename]

### Targets
| Target | Description |
|--------|-------------|
| build  | Compile the project binary |
| test   | Run test suite |
| lint   | Run golangci-lint |
| ...    | ... |

### Project Profile Used
- Language: Go
- Package Manager: go modules
- Framework: Chi
- Docker: yes
- Migrations: goose
- Linters: golangci-lint

### Quick Start
  [tool-specific run command, e.g., "make help", "task --list", "just", "mage -l"]

Mode A (Enhance Existing) — show what was changed:

## Enhanced: [Filename]

### What Changed
- Added missing preamble: `.SHELLFLAGS`, `.DELETE_ON_ERROR`
- Added `help` target with self-documenting pattern
- Added `docker-build` and `docker-push` targets (Dockerfile detected)
- Added `db-migrate` target (Prisma detected)
- Added `##` descriptions to 3 existing targets
- Added VERSION/COMMIT variables via git

### New Targets Added
| Target | Description |
|--------|-------------|
| help   | Show available targets |
| docker-build | Build Docker image |
| db-migrate   | Run Prisma migrations |

### Existing Targets (unchanged)
| Target | Description |
|--------|-------------|
| build  | Build the project |
| test   | Run tests |
| ...    | ... |

6.3 Installation Hint (both modes)

If the tool requires installation, include a note:

### Installation
  [install instructions for task/just/mage if not already installed]

Installation hints:

  • Task: go install github.com/go-task/task/v3/cmd/task@latest or brew install go-task
  • Just: cargo install just or brew install just
  • Mage: go install github.com/magefile/mage@latest or brew install mage
  • Make: Usually pre-installed; brew install make on macOS for GNU Make 4+

Step 7: Project Documentation Integration

After writing the build file, integrate the quick commands into the project's documentation. This step ensures that developers can discover commands not just via make help / task --list / just / mage -l, but also in the docs they already read.

Build a QUICK_REFERENCE block — a compact markdown table or code block listing the most important commands:

## Quick Commands

| Command | Description |
|---------|-------------|
| `make dev` | Start development server |
| `make test` | Run tests |
| `make lint` | Run linters |
| `make build` | Build for production |
| `make docker-dev` | Start dev environment in Docker |
| `make docker-prod-build` | Build production Docker image |
| `make clean` | Remove build artifacts |

Adapt the command prefix (make / task / just / mage) to match TARGET_TOOL.

7.1 Update Existing Markdown Files

Scan for markdown files that already contain command/usage sections:

Grep in *.md: "## Commands\b|## Quick Start\b|## Usage\b|## Development\b|## Getting Started\b|## How to Run\b|```sh|```bash"

For each matching file:

  • Read the file and find the relevant section
  • Check if it already lists commands for the generated tool — if so, update the command list to match the new/enhanced build file
  • If the section exists but doesn't mention our build tool, append the quick reference block after the existing commands
  • Do NOT delete or rewrite existing content — only add or update the command references

Be conservative: only touch files that clearly have a "commands" or "getting started" section. Don't inject commands into unrelated markdown files.

7.2 Update Project README

Glob: README.md, README.rst, readme.md

If a README exists:

  • Check if it has a commands/usage/development section (same grep patterns as 7.1)
  • If yes → update/append the quick reference there
  • If no → add a ## Quick Commands section before the last section (typically "License" or "Contributing"), or at the end if no such section exists
  • Keep it concise — link to the build file for the full list: Run \make help` for all available targets.`

7.3 AGENTS.md Integration

Glob: AGENTS.md, agents.md, CLAUDE.md, claude.md, .github/copilot-instructions.md, .cursorrules, .cursor/rules/*.md

If an agent instruction file exists (AGENTS.md, CLAUDE.md, etc.):

  • Read it and check if it already has a build/commands section
  • If no build section → append a section with quick commands that AI agents should use:
## Build & Development Commands

This project uses [Makefile|Taskfile|justfile|Magefile] for build automation.

Common commands:
- `make test` — always run tests before committing
- `make lint` — run linters, fix issues before pushing
- `make build` — verify the project builds cleanly
- `make docker-dev` — start the full dev environment

Run `make help` for all available targets.
  • If a build section already exists → update it to reflect the current targets

If NO agent instruction file exists, suggest creating one:

AskUserQuestion: This project doesn't have an AGENTS.md (AI agent instructions). Should I create one with build commands?

Options:
1. Create AGENTS.md — Add build commands and basic project instructions for AI agents
2. Skip — Don't create agent instructions

If the user chooses to create it, generate a minimal AGENTS.md with:

  • Project name and brief description (from PROJECT_PROFILE or .ai-factory/DESCRIPTION.md)
  • Build commands section (as above)
  • Key project conventions (language, test framework, linter — so AI agents run the right commands)

7.4 Summary of Documentation Changes

After all doc updates, append to the Step 6 summary:

### Documentation Updated
- README.md — Added Quick Commands section
- AGENTS.md — Created with build commands
- docs/getting-started.md — Updated command examples

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