diff --git a/src/HeuristicCompletion-Model/CoBeginsWithFilter.class.st b/src/HeuristicCompletion-Model/CoBeginsWithFilter.class.st
index 318eb0981b5..e1b2ae61880 100644
--- a/src/HeuristicCompletion-Model/CoBeginsWithFilter.class.st
+++ b/src/HeuristicCompletion-Model/CoBeginsWithFilter.class.st
@@ -38,8 +38,73 @@ CoBeginsWithFilter >> completionString: anObject [
 	completionString := anObject
 ]
 
+{ #category : 'testing' }
+CoBeginsWithFilter >> fuzzyAcceptsContents: aString [
+
+	^ (self fuzzyScoreForContents: aString) isNotNil
+]
+
+{ #category : 'testing' }
+CoBeginsWithFilter >> fuzzyScoreForContents: aString [
+
+	^ CoFuzzyMatcher
+		scoreForCandidate: aString
+		token: completionString
+		caseSensitive: self isCaseSensitive
+		tolerance: CoCompletionTolerance rate
+]
+
+{ #category : 'testing' }
+CoBeginsWithFilter >> isCaseSensitive [
+
+	self subclassResponsibility
+]
+
 { #category : 'testing' }
 CoBeginsWithFilter >> isLessNarrowThanNegation: anotherFilter [
 
 	^ false
 ]
+
+{ #category : 'testing' }
+CoBeginsWithFilter >> prefixAcceptsContents: aString [
+
+	self subclassResponsibility
+]
+
+{ #category : 'testing' }
+CoBeginsWithFilter >> requiresFallbackEnumeration [
+
+	^ CoCompletionTolerance enabled
+		and: [ completionString size >= CoCompletionTolerance minimumTokenSize ]
+]
+
+{ #category : 'testing' }
+CoBeginsWithFilter >> sortEntries: aCollection [
+
+	| exact fuzzy |
+	self requiresFallbackEnumeration ifFalse: [ ^ aCollection ].
+
+	exact := OrderedCollection new.
+	fuzzy := OrderedCollection new.
+
+	aCollection do: [ :each |
+		(self prefixAcceptsContents: each contents)
+			ifTrue: [ exact add: each ]
+			ifFalse: [ fuzzy add: each ] ].
+
+	fuzzy isEmpty ifTrue: [ ^ aCollection ].
+
+	fuzzy sort: [ :a :b |
+		| scoreA scoreB |
+		scoreA := self fuzzyScoreForContents: a contents.
+		scoreB := self fuzzyScoreForContents: b contents.
+		scoreA = scoreB
+			ifTrue: [ a contents <= b contents ]
+			ifFalse: [ scoreA < scoreB ] ].
+
+	^ OrderedCollection new
+		addAll: exact;
+		addAll: fuzzy;
+		yourself
+]
diff --git a/src/HeuristicCompletion-Model/CoCaseInsensitiveBeginsWithFilter.class.st b/src/HeuristicCompletion-Model/CoCaseInsensitiveBeginsWithFilter.class.st
index 0a98a762542..6f3e99dfdc2 100644
--- a/src/HeuristicCompletion-Model/CoCaseInsensitiveBeginsWithFilter.class.st
+++ b/src/HeuristicCompletion-Model/CoCaseInsensitiveBeginsWithFilter.class.st
@@ -22,7 +22,15 @@ CoCaseInsensitiveBeginsWithFilter class >> filterString: aString [
 { #category : 'testing' }
 CoCaseInsensitiveBeginsWithFilter >> accepts: aCandidate [
 
-	^ aCandidate contents asLowercase beginsWith: completionString asLowercase
+	^ (self prefixAcceptsContents: aCandidate contents)
+		or: [ CoCompletionTolerance enabled
+			and: [ self fuzzyAcceptsContents: aCandidate contents ] ]
+]
+
+{ #category : 'testing' }
+CoCaseInsensitiveBeginsWithFilter >> isCaseSensitive [
+
+	^ false
 ]
 
 { #category : 'testing' }
@@ -42,3 +50,9 @@ CoCaseInsensitiveBeginsWithFilter >> isMoreNarrowThan: anotherFilter [
 
 	^ anotherFilter isLessNarrowThanCaseInsensitive: self
 ]
+
+{ #category : 'testing' }
+CoCaseInsensitiveBeginsWithFilter >> prefixAcceptsContents: aString [
+
+	^ aString asLowercase beginsWith: completionString asLowercase
+]
diff --git a/src/HeuristicCompletion-Model/CoCaseSensitiveBeginsWithFilter.class.st b/src/HeuristicCompletion-Model/CoCaseSensitiveBeginsWithFilter.class.st
index 5b8765540eb..307c8660fba 100644
--- a/src/HeuristicCompletion-Model/CoCaseSensitiveBeginsWithFilter.class.st
+++ b/src/HeuristicCompletion-Model/CoCaseSensitiveBeginsWithFilter.class.st
@@ -22,7 +22,15 @@ CoCaseSensitiveBeginsWithFilter class >> filterString: aString [
 { #category : 'testing' }
 CoCaseSensitiveBeginsWithFilter >> accepts: aCandidate [
 
-	^ aCandidate contents beginsWith: completionString
+	^ (self prefixAcceptsContents: aCandidate contents)
+		or: [ CoCompletionTolerance enabled
+			and: [ self fuzzyAcceptsContents: aCandidate contents ] ]
+]
+
+{ #category : 'testing' }
+CoCaseSensitiveBeginsWithFilter >> isCaseSensitive [
+
+	^ true
 ]
 
 { #category : 'testing' }
@@ -42,3 +50,9 @@ CoCaseSensitiveBeginsWithFilter >> isMoreNarrowThan: anotherFilter [
 
 	^ anotherFilter isLessNarrowThanCaseSensitive: self
 ]
+
+{ #category : 'testing' }
+CoCaseSensitiveBeginsWithFilter >> prefixAcceptsContents: aString [
+
+	^ aString beginsWith: completionString
+]
diff --git a/src/HeuristicCompletion-Model/CoCompletionTolerance.class.st b/src/HeuristicCompletion-Model/CoCompletionTolerance.class.st
new file mode 100644
index 00000000000..17683bbcbe9
--- /dev/null
+++ b/src/HeuristicCompletion-Model/CoCompletionTolerance.class.st
@@ -0,0 +1,53 @@
+"
+Stores the runtime settings for fuzzy completion, such as the allowed typo rate and the minimum token size.
+
+"
+Class {
+	#name : 'CoCompletionTolerance',
+	#superclass : 'Object',
+	#classInstVars : [
+		'minimumTokenSize',
+		'rate'
+	],
+	#category : 'HeuristicCompletion-Model-Core',
+	#package : 'HeuristicCompletion-Model',
+	#tag : 'Core'
+}
+
+{ #category : 'accessing' }
+CoCompletionTolerance class >> enabled [
+
+	^ self rate > 0.0
+]
+
+{ #category : 'accessing' }
+CoCompletionTolerance class >> minimumTokenSize [
+	^ minimumTokenSize ifNil: [ minimumTokenSize := 2 ]
+]
+
+{ #category : 'accessing' }
+CoCompletionTolerance class >> minimumTokenSize: anInteger [
+	minimumTokenSize := (anInteger ifNil: [ 4 ]) max: 1
+]
+
+{ #category : 'accessing' }
+CoCompletionTolerance class >> rate [
+
+	^ rate ifNil: [ rate := 0.0 ]
+]
+
+{ #category : 'accessing' }
+CoCompletionTolerance class >> rate: aNumber [
+
+	| value |
+	value := (aNumber ifNil: [ 0.0 ]) asFloat.
+	rate := (value max: 0.0) min: 1.0
+]
+
+{ #category : 'accessing' }
+CoCompletionTolerance class >> reset [
+
+	<script>
+	rate := 0.0.
+	minimumTokenSize := 2
+]
diff --git a/src/HeuristicCompletion-Model/CoFilter.class.st b/src/HeuristicCompletion-Model/CoFilter.class.st
index 9d922879a50..401f12531e4 100644
--- a/src/HeuristicCompletion-Model/CoFilter.class.st
+++ b/src/HeuristicCompletion-Model/CoFilter.class.st
@@ -53,3 +53,9 @@ CoFilter >> negated [
 		negatedFilter: self;
 		yourself
 ]
+
+{ #category : 'sorting' }
+CoFilter >> sortEntries: aCollection [
+
+	^ aCollection
+]
diff --git a/src/HeuristicCompletion-Model/CoFuzzyMatcher.class.st b/src/HeuristicCompletion-Model/CoFuzzyMatcher.class.st
new file mode 100644
index 00000000000..d43f9b58bf6
--- /dev/null
+++ b/src/HeuristicCompletion-Model/CoFuzzyMatcher.class.st
@@ -0,0 +1,111 @@
+"
+Computes fuzzy match scores between the typed token and a candidate using Damerau-Levenshtein distance
+
+"
+Class {
+	#name : 'CoFuzzyMatcher',
+	#superclass : 'Object',
+	#category : 'HeuristicCompletion-Model-Core',
+	#package : 'HeuristicCompletion-Model',
+	#tag : 'Core'
+}
+
+{ #category : 'matching' }
+CoFuzzyMatcher class >> damerauLevenshteinDistanceBetween: source and: target maxDistance: maxDistance [
+
+	| previousRow currentRow twoRowsBack minInRow cost insertion deletion substitution value |
+	source = target ifTrue: [ ^ 0 ].
+
+	previousRow := Array new: target size + 1.
+	1 to: (target size + 1) do: [ :j |
+		previousRow at: j put: j - 1 ].
+	twoRowsBack := nil.
+
+	1 to: source size do: [ :i |
+		currentRow := Array new: target size + 1.
+		currentRow at: 1 put: i.
+		minInRow := i.
+
+		1 to: target size do: [ :j |
+			cost := ((source at: i) = (target at: j))
+				ifTrue: [ 0 ]
+				ifFalse: [ 1 ].
+
+			insertion := (currentRow at: j) + 1.
+			deletion := (previousRow at: (j + 1)) + 1.
+			substitution := (previousRow at: j) + cost.
+
+			value := insertion min: deletion.
+			value := value min: substitution.
+
+			(i > 1 and: [ j > 1 and: [
+				(source at: i) = (target at: (j - 1))
+					and: [ (source at: (i - 1)) = (target at: j) ] ] ]) ifTrue: [
+						twoRowsBack ifNotNil: [
+							value := value min: ((twoRowsBack at: (j - 1)) + 1) ] ].
+
+			currentRow at: (j + 1) put: value.
+			minInRow := minInRow min: value ].
+
+		minInRow > maxDistance ifTrue: [ ^ nil ].
+		twoRowsBack := previousRow.
+		previousRow := currentRow ].
+
+	^ (previousRow last <= maxDistance)
+		ifTrue: [ previousRow last ]
+		ifFalse: [ nil ]
+]
+
+{ #category : 'matching' }
+CoFuzzyMatcher class >> scoreForCandidate: aCandidateString token: aTokenString caseSensitive: aBoolean tolerance: aTolerance [
+	| candidate token maxSize maxEdits distance |
+	candidate := aCandidateString asString.
+	token := aTokenString asString.
+
+	token isEmpty ifTrue: [ ^ 0.0 ].
+	candidate = token ifTrue: [ ^ 0.0 ].
+
+	candidate := aBoolean
+		ifTrue: [ candidate ]
+		ifFalse: [ candidate asLowercase ].
+	token := aBoolean
+		ifTrue: [ token ]
+		ifFalse: [ token asLowercase ].
+
+	(candidate beginsWith: token) ifTrue: [ ^ 0.0 ].
+	(self shouldTryFuzzyFor: token candidate: candidate tolerance: aTolerance) ifFalse: [ ^ nil ].
+
+	maxSize := token size max: candidate size.
+	maxEdits := (aTolerance * maxSize) ceiling.
+	maxEdits <= 0 ifTrue: [ ^ nil ].
+
+	distance := self
+		damerauLevenshteinDistanceBetween: token
+		and: candidate
+		maxDistance: maxEdits.
+
+	distance ifNil: [ ^ nil ].
+	^ distance asFloat / maxSize
+]
+
+{ #category : 'matching' }
+CoFuzzyMatcher class >> shouldTryFuzzyFor: token candidate: candidate tolerance: aTolerance [
+
+	| maxSize maxEdits |
+	(CoCompletionTolerance enabled not or: [ aTolerance <= 0.0 ]) ifTrue: [ ^ false ].
+	token isEmpty ifTrue: [ ^ false ].
+	candidate isEmpty ifTrue: [ ^ false ].
+	token size < CoCompletionTolerance minimumTokenSize ifTrue: [ ^ false ].
+
+	"Keep keyword arity stable"
+	((token includes: $:) or: [ candidate includes: $: ]) ifTrue: [
+		(token occurrencesOf: $:) = (candidate occurrencesOf: $:)
+			ifFalse: [ ^ false ] ].
+
+	"Cheap guardrails to avoid noisy matches"
+	token first = candidate first ifFalse: [ ^ false ].
+
+	maxSize := token size max: candidate size.
+	maxEdits := (aTolerance * maxSize) ceiling.
+	^ (token size - candidate size) abs <= maxEdits
+]
diff --git a/src/HeuristicCompletion-Model/CoGlobalSelectorFetcher.class.st b/src/HeuristicCompletion-Model/CoGlobalSelectorFetcher.class.st
index 848dc750646..9082109fe17 100644
--- a/src/HeuristicCompletion-Model/CoGlobalSelectorFetcher.class.st
+++ b/src/HeuristicCompletion-Model/CoGlobalSelectorFetcher.class.st
@@ -27,23 +27,24 @@ CoGlobalSelectorFetcher >> entriesDo: aBlock [
 	"
 	
 	astNode ifNotNil: [ :node |
-			node parent ifNotNil: [ :parent | "Try first to continue the parent keyword message"
-					(parent isMessage and: [ parent isKeyword ]) ifTrue: [
-						
-							self systemNavigation 
-								allSelectorsStartingWith: parent selector , filter completionString 
-								do: [ :e |
-									aBlock value: (NECSelectorEntry new
-											  displayedContents:
-												  '(' , (e copyFrom: 1 to: parent selector size) , ')' , 
-													(e copyFrom: parent selector size + 1 to: e size); 
-												contents: (e copyFrom: parent selector size + 1 to: e size);
-											  	node: astNode; 
-											 fetcher: self;
-											 selector: e) ] ] ] ]. "Otherwise, just go wide"
+		node parent ifNotNil: [ :parent |
+			(parent isMessage and: [ parent isKeyword ]) ifTrue: [
+				self systemNavigation
+					allSelectorsStartingWith: parent selector , filter completionString
+					do: [ :e |
+						aBlock value: (NECSelectorEntry new
+							displayedContents:
+								'(' , (e copyFrom: 1 to: parent selector size) , ')',
+								(e copyFrom: parent selector size + 1 to: e size);
+							contents: (e copyFrom: parent selector size + 1 to: e size);
+							node: astNode;
+							fetcher: self;
+							selector: e) ] ] ] ].
 							
-	self systemNavigation allSelectorsStartingWith: filter completionString do: [ :e |
+	self systemNavigation
+		allSelectorsStartingWith: filter completionString
+		do: [ :e |
 			aBlock value: ((NECSelectorEntry contents: e node: astNode)
-					 fetcher: self;
-					 yourself) ]
+				fetcher: self;
+				yourself) ]
 ]
diff --git a/src/HeuristicCompletion-Model/CoGlobalVariableFetcher.class.st b/src/HeuristicCompletion-Model/CoGlobalVariableFetcher.class.st
index be7ecbe6208..71ec0ff2646 100644
--- a/src/HeuristicCompletion-Model/CoGlobalVariableFetcher.class.st
+++ b/src/HeuristicCompletion-Model/CoGlobalVariableFetcher.class.st
@@ -20,8 +20,10 @@ CoGlobalVariableFetcher >> entriesDo: aBlock [
 
 	self systemNavigation
 		allGlobalNamesStartingWith: filter completionString
-		do: [ :e | aBlock value:
-				((NECGlobalEntry contents: e node: astNode) 
-					fetcher: self; yourself) ]
-		caseSensitive: (NECPreferences caseSensitive)
+		do: [ :e |
+			aBlock value: ((NECGlobalEntry contents: e node: astNode)
+				fetcher: self;
+				yourself) ]
+		caseSensitive: NECPreferences caseSensitive
+
 ]
diff --git a/src/HeuristicCompletion-Model/CoResultSet.class.st b/src/HeuristicCompletion-Model/CoResultSet.class.st
index 2412689e62a..f72b6910008 100644
--- a/src/HeuristicCompletion-Model/CoResultSet.class.st
+++ b/src/HeuristicCompletion-Model/CoResultSet.class.st
@@ -73,13 +73,13 @@ CoResultSet >> fetch: anInteger [
 
 	| newResults |
 	newResults := fetcher next: anInteger.
-	results addAll: "(sorter sortCompletionList:" newResults
+	results addAll: (filter sortEntries: newResults)
 ]
 
 { #category : 'fetching' }
 CoResultSet >> fetchAll [
 
-	results addAll: fetcher upToEnd
+	results addAll: (filter sortEntries: fetcher upToEnd)
 ]
 
 { #category : 'accessing' }
diff --git a/src/NECompletion-Preferences/NECPreferences.class.st b/src/NECompletion-Preferences/NECPreferences.class.st
index 8dd07274be8..0d25bbeaef7 100644
--- a/src/NECompletion-Preferences/NECPreferences.class.st
+++ b/src/NECompletion-Preferences/NECPreferences.class.st
@@ -61,11 +61,47 @@ NECPreferences class >> caseSensitive: aBoolean [
 	caseSensitive := aBoolean
 ]
 
+{ #category : 'defaults' }
+NECPreferences class >> completionToleranceMinimumTokenSize [
+
+	^ CoCompletionTolerance minimumTokenSize
+]
+
+{ #category : 'defaults' }
+NECPreferences class >> completionToleranceMinimumTokenSize: anInteger [
+
+	CoCompletionTolerance minimumTokenSize: anInteger
+]
+
+{ #category : 'defaults' }
+NECPreferences class >> completionToleranceRate [
+
+	^ CoCompletionTolerance rate
+]
+
+{ #category : 'defaults' }
+NECPreferences class >> completionToleranceRate: aNumber [
+
+	CoCompletionTolerance rate: aNumber
+]
+
 { #category : 'defaults' }
 NECPreferences class >> defaultBackgroundColor [
 	^ self theme menuColor
 ]
 
+{ #category : 'defaults' }
+NECPreferences class >> defaultCompletionToleranceMinimumTokenSize [
+
+	^ 2
+]
+
+{ #category : 'defaults' }
+NECPreferences class >> defaultCompletionToleranceRate [
+
+	^ 0.0
+]
+
 { #category : 'defaults' }
 NECPreferences class >> defaultPopupDelay [
 	^ 200
@@ -224,6 +260,16 @@ NECPreferences class >> settingsOn: aBuilder [
 						label: 'Case Sensitive';
 						default: true;
 						description: 'Decide if you want eCompletion to be case sensitive or not.'.
+					(aBuilder setting: #completionToleranceRate)
+						target: self;
+						label: 'Typo tolerance rate';
+						default: self defaultCompletionToleranceRate;
+						description: '0.0 disables fuzzy typo tolerance. Higher values allow more edits.'.
+					(aBuilder setting: #completionToleranceMinimumTokenSize)
+						target: self;
+						label: 'Typo tolerance minimum token size';
+						default: self defaultCompletionToleranceMinimumTokenSize;
+						description: 'Minimum token length before fuzzy matching is allowed.'.
 					(aBuilder setting: #smartCharacters)
 						label: 'Smart Characters';
 						default: true;