diff --git a/docs/dev/packages.rst b/docs/dev/packages.rst
index a527aad4..418e2d9a 100644
--- a/docs/dev/packages.rst
+++ b/docs/dev/packages.rst
@@ -71,44 +71,62 @@ Feature flags
 =============
 
 Feature flags provide a convenient way to define package selections without
-making it necessary to list each package explicitly.
+making it necessary to list each package explicitly. The list of features to
+enable for a Gluon build is set by the *GLUON_FEATURES* variable in *site.mk*.
 
 The main feature flag definition file is ``package/features``, but each package
 feed can provide additional definitions in a file called ``features`` at the root
 of the feed repository.
 
-Each flag *$flag* without any explicit definition will simply include the package
-with the name *gluon-$flag* by default. The feature definition file can modify
-the package selection in two ways:
+Each flag *$flag* will include the package the name *gluon-$flag* by default.
+The feature definition file can modify the package selection by adding or removing
+packages when certain combinations of flags are set.
 
-* The *nodefault* function suppresses default of including the *gluon-$flag*
-  package
-* The *packages* function adds a list of packages (or removes, when package
-  names are prepended with minus signs) when a given logical expression
-  is satisfied
+Feature definitions use Lua syntax. The function *feature* has two arguments:
+
+* A logical expression composed of feature flag names (each prefixed with an underscore before the opening
+  quotation mark), logical operators (*and*, *or*, *not*) and parantheses
+* A table with settings that are applied when the logical expression is
+  satisfied:
+
+  * Setting *nodefault* to *true* suppresses the default of including the *gluon-$flag* package.
+    This setting is only applicable when the logical expression is a single,
+    non-negated flag name.
+  * The *packages* field adds or removes packages to install. A package is
+    removed when the package name is prefixed with a ``-`` (after the opening
+    quotation mark).
 
 Example::
 
-    nodefault 'web-wizard'
+    feature(_'web-wizard', {
+      nodefault = true,
+      packages = {
+        'gluon-config-mode-hostname',
+        'gluon-config-mode-geo-location',
+        'gluon-config-mode-contact-info',
+        'gluon-config-mode-outdoor',
+      },
+    })
 
-    packages 'web-wizard' \
-      'gluon-config-mode-hostname' \
-      'gluon-config-mode-geo-location' \
-      'gluon-config-mode-contact-info'
+    feature(_'web-wizard' and (_'mesh-vpn-fastd' or _'mesh-vpn-tunneldigger'), {
+      packages = {
+        'gluon-config-mode-mesh-vpn',
+      },
+    })
+
+    feature(_'no-radvd', {
+      nodefault = true,
+      packages = {
+        '-gluon-radvd',
+      },
+    })
 
-    packages 'web-wizard & (mesh-vpn-fastd | mesh-vpn-tunneldigger)' \
-      'gluon-config-mode-mesh-vpn'
 
 This will
 
-* disable the inclusion of a (non-existent) package called *gluon-web-wizard*
-* enable three config mode packages when the *web-wizard* feature is enabled
+* disable the inclusion of the (non-existent) packages *gluon-web-wizard* and *gluon-no-radvd* when their
+  corresponding feature flags appear in *GLUON_FEATURES*
+* enable four additional config mode packages when the *web-wizard* feature is enabled
 * enable *gluon-config-mode-mesh-vpn* when both *web-wizard* and one
   of *mesh-vpn-fastd* and *mesh-vpn-tunneldigger* are enabled
-
-Supported syntax elements of logical expressions are:
-
-* \& (and)
-* \| (or)
-* \! (not)
-* parentheses
+* disable the *gluon-radvd* package when *gluon-no-radvd* is enabled
diff --git a/package/features b/package/features
index a54837c8..665b1bd6 100644
--- a/package/features
+++ b/package/features
@@ -1,37 +1,69 @@
-nodefault 'web-wizard'
-
-packages 'web-wizard' \
-	'gluon-config-mode-hostname' \
-	'gluon-config-mode-geo-location' \
-	'gluon-config-mode-contact-info' \
-	'gluon-config-mode-outdoor'
-
-packages 'web-wizard & autoupdater' \
-	'gluon-config-mode-autoupdater'
-
-packages 'web-wizard & (mesh-vpn-fastd | mesh-vpn-tunneldigger)' \
-	'gluon-config-mode-mesh-vpn'
+-- GLUON_FEATURES definition file
+--
+-- See the page `dev/packages` (Developer Documentation / Package development)
+-- in the `docs` directory or on gluon.readthedocs.io for information on the
+-- file format
 
 
-nodefault 'web-advanced'
+feature(_'web-wizard', {
+	nodefault = true,
+	packages = {
+		'gluon-config-mode-hostname',
+		'gluon-config-mode-geo-location',
+		'gluon-config-mode-contact-info',
+		'gluon-config-mode-outdoor',
+	},
+})
 
-packages 'web-advanced' \
-	'gluon-web-admin' \
-	'gluon-web-network' \
-	'gluon-web-wifi-config'
+feature(_'web-wizard' and _'autoupdater', {
+	packages = {
+		'gluon-config-mode-autoupdater',
+	},
+})
 
-packages 'web-advanced & autoupdater' \
-	'gluon-web-autoupdater'
+feature(_'web-wizard' and (_'mesh-vpn-fastd' or _'mesh-vpn-tunneldigger'), {
+	packages = {
+		'gluon-config-mode-mesh-vpn',
+	},
+})
 
-packages 'status-page & mesh-batman-adv-15' \
-	'gluon-status-page-mesh-batman-adv'
 
-packages 'mesh-batman-adv-15' \
-	'gluon-ebtables-limit-arp' \
-	'gluon-radvd'
+feature(_'web-advanced', {
+	nodefault = true,
+	packages = {
+		'gluon-web-admin',
+		'gluon-web-network',
+		'gluon-web-wifi-config',
+	},
+})
 
-packages 'mesh-babel' \
-	'gluon-radvd'
+feature(_'web-advanced' and _'autoupdater', {
+	packages = {
+		'gluon-web-autoupdater',
+	},
+})
 
-packages '!wireless-encryption-wpa3' \
-	'hostapd-mini'
+feature(_'status-page' and _'mesh-batman-adv-15', {
+	packages = {
+		'gluon-status-page-mesh-batman-adv',
+	},
+})
+
+feature(_'mesh-batman-adv-15', {
+	packages = {
+		'gluon-ebtables-limit-arp',
+		'gluon-radvd',
+	},
+})
+
+feature(_'mesh-babel', {
+	packages = {
+		'gluon-radvd',
+	},
+})
+
+feature(not _'wireless-encryption-wpa3', {
+	packages = {
+		'hostapd-mini',
+	},
+})
diff --git a/scripts/feature_lib.lua b/scripts/feature_lib.lua
new file mode 100644
index 00000000..1e910827
--- /dev/null
+++ b/scripts/feature_lib.lua
@@ -0,0 +1,60 @@
+local M = {}
+
+local function to_keys(t)
+	local ret = {}
+	for _, v in ipairs(t) do
+		ret[v] = true
+	end
+	return ret
+end
+
+local function collect_keys(t)
+	local ret = {}
+	for v in pairs(t) do
+		table.insert(ret, v)
+	end
+	return ret
+end
+
+function M.get_packages(file, features)
+	local feature_table = to_keys(features)
+
+	local funcs = {}
+
+	function funcs._(feature)
+		if feature_table[feature] then
+			return feature
+		end
+	end
+
+	local nodefault = {}
+	local packages = {}
+	function funcs.feature(match, options)
+		if not match then
+			return
+		end
+
+		if options.nodefault then
+			nodefault[match] = true
+		end
+		for _, package in ipairs(options.packages or {}) do
+			packages[package] = true
+		end
+	end
+
+	-- Evaluate the feature definition file
+	local f = loadfile(file)
+	setfenv(f, funcs)
+	f()
+
+	-- Handle default packages
+	for _, feature in ipairs(features) do
+		if not nodefault[feature] then
+			packages['gluon-' .. feature] = true
+		end
+	end
+
+	return collect_keys(packages)
+end
+
+return M
diff --git a/scripts/features.sh b/scripts/features.sh
deleted file mode 100755
index 1d7184ee..00000000
--- a/scripts/features.sh
+++ /dev/null
@@ -1,77 +0,0 @@
-#!/bin/bash --norc
-
-set -e
-shopt -s nullglob
-
-
-nodefault() {
-	# We define a function instead of a variable, as variables could
-	# be predefined in the environment (in theory)
-	eval "gluon_feature_nodefault_$1() {
-		:
-	}"
-}
-
-packages() {
-	:
-}
-
-for f in package/features packages/*/features; do
-	. "$f"
-done
-
-
-# Shell variables can't contain minus signs, so we escape them
-# using underscores (and also escape underscores to avoid mapping
-# multiple inputs to the same output)
-sanitize() {
-	local v="$1"
-	v="${v//_/_1}"
-	v="${v//-/_2}"
-	echo -n "$v"
-}
-
-vars=()
-
-for feature in $1; do
-	if [ "$(type -t "gluon_feature_nodefault_${feature}")" != 'function' ]; then
-		echo "gluon-${feature}"
-	fi
-
-	vars+=("$(sanitize "$feature")=1")
-done
-
-
-nodefault() {
-	:
-}
-
-# shellcheck disable=SC2086
-packages() {
-	local cond="$(sanitize "$1")"
-	shift
-
-	# We only allow variable names, parentheses and the operators: & | !
-	if grep -q '[^A-Za-z0-9_()&|! ]' <<< "$cond"; then
-		exit 1
-	fi
-
-	# Let will return false when the result of the passed expression is 0,
-	# so we always add 1. This way false is only returned for syntax errors.
-	local ret="$(env -i "${vars[@]}" bash --norc -ec "let _result_='1+($cond)'; echo -n \"\$_result_\"" 2>/dev/null)"
-	case "$ret" in
-	2)
-		for pkg in "$@"; do
-			echo "$pkg"
-		done
-		;;
-	1)
-		;;
-	*)
-		exit 1
-	esac
-}
-
-for f in package/features packages/*/features; do
-	. "$f"
-done
diff --git a/scripts/target_config_lib.lua b/scripts/target_config_lib.lua
index 20495ca6..e91dfb0c 100644
--- a/scripts/target_config_lib.lua
+++ b/scripts/target_config_lib.lua
@@ -1,4 +1,5 @@
 local lib = dofile('scripts/target_lib.lua')
+local feature_lib = dofile('scripts/feature_lib.lua')
 local env = lib.env
 
 local target = env.GLUON_TARGET
@@ -24,6 +25,8 @@ local function split(s)
 	return ret
 end
 
+local feeds = split(lib.exec_capture_raw('. scripts/modules.sh; echo "$FEEDS"'))
+
 -- Strip leading '-' character
 local function strip_neg(s)
 	if string.sub(s, 1, 1) == '-' then
@@ -61,6 +64,15 @@ local function compact_list(list, keep_neg)
 	return concat_list({}, list, keep_neg)
 end
 
+local function file_exists(file)
+	local f = io.open(file)
+	if not f then
+		return false
+	end
+	f:close()
+	return true
+end
+
 local function site_vars(var)
 	return lib.exec_capture_raw(string.format(
 [[
@@ -78,17 +90,25 @@ local function site_packages(image)
 	return split(site_vars(string.format('$(GLUON_%s_SITE_PACKAGES)', image)))
 end
 
--- TODO: Rewrite features.sh in Lua
 local function feature_packages(features)
-	-- Ugly hack: Lua doesn't give us the return code of a popened
-	-- command, so we match on a special __ERROR__ marker
-	local pkgs = lib.exec_capture({'scripts/features.sh', features}, '|| echo __ERROR__')
-	assert(string.find(pkgs, '__ERROR__') == nil, 'Error while evaluating features')
+	local pkgs = {}
+	local function handle_feature_file(file)
+		pkgs = concat_list(pkgs, feature_lib.get_packages(file, features))
+	end
+
+	handle_feature_file('package/features')
+
+	for _, feed in ipairs(feeds) do
+		local path = string.format('packages/%s/features', feed)
+		if file_exists(path) then
+			handle_feature_file(path)
+		end
+	end
+
 	return pkgs
 end
 
--- This involves running lots of processes to evaluate site.mk, so we
--- add a simple cache
+-- This involves running a few processes to evaluate site.mk, so we add a simple cache
 local class_cache = {}
 local function class_packages(class)
 	if class_cache[class] then
@@ -96,12 +116,10 @@ local function class_packages(class)
 	end
 
 	local features = site_vars(string.format('$(GLUON_FEATURES) $(GLUON_FEATURES_%s)', class))
-	features = table.concat(compact_list(split(features), false), ' ')
+	features = compact_list(split(features), false)
 
 	local pkgs = feature_packages(features)
-	pkgs = pkgs .. ' ' .. site_vars(string.format('$(GLUON_SITE_PACKAGES) $(GLUON_SITE_PACKAGES_%s)', class))
-
-	pkgs = compact_list(split(pkgs))
+	pkgs = concat_list(pkgs, split(site_vars(string.format('$(GLUON_SITE_PACKAGES) $(GLUON_SITE_PACKAGES_%s)', class))))
 
 	class_cache[class] = pkgs
 	return pkgs