diff --git a/CHANGELOG.md b/CHANGELOG.md
index d329752..2eafdbe 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -15,6 +15,8 @@ All notable changes to the Docker Language Server will be documented in this fil
 - Bake
   - textDocument/documentLink
     - convert links properly if a WSL URI with a dollar sign is used ([#378](https://github.com/docker/docker-language-server/issues/378))
+  - textDocument/inlineCompletion
+    - convert links properly if a WSL URI with a dollar sign is used ([#384](https://github.com/docker/docker-language-server/issues/384))
 
 ## [0.14.0] - 2025-07-16
 
diff --git a/internal/bake/hcl/inlineCompletion.go b/internal/bake/hcl/inlineCompletion.go
index 309e9c6..b8487fc 100644
--- a/internal/bake/hcl/inlineCompletion.go
+++ b/internal/bake/hcl/inlineCompletion.go
@@ -4,7 +4,6 @@ import (
 	"context"
 	"errors"
 	"fmt"
-	"net/url"
 	"slices"
 	"strings"
 	"unicode"
@@ -47,7 +46,7 @@ func shouldSuggest(content []byte, body *hclsyntax.Body, position protocol.Posit
 }
 
 func InlineCompletion(ctx context.Context, params *protocol.InlineCompletionParams, manager *document.Manager, bakeDocument document.BakeHCLDocument) ([]protocol.InlineCompletionItem, error) {
-	url, err := url.Parse(params.TextDocument.URI)
+	documentPath, err := bakeDocument.DocumentPath()
 	if err != nil {
 		return nil, fmt.Errorf("LSP client sent invalid URI: %v", params.TextDocument.URI)
 	}
@@ -57,11 +56,7 @@ func InlineCompletion(ctx context.Context, params *protocol.InlineCompletionPara
 		return nil, errors.New("unrecognized body in HCL document")
 	}
 
-	dockerfilePath, err := types.LocalDockerfile(url)
-	if err != nil {
-		return nil, fmt.Errorf("invalid document path: %v", url.Path)
-	}
-
+	documentURI, dockerfilePath := types.Concatenate(documentPath.Folder, "Dockerfile", documentPath.WSLDollarSignHost)
 	if !shouldSuggest(bakeDocument.Input(), body, params.Position) {
 		return nil, nil
 	}
@@ -90,7 +85,7 @@ func InlineCompletion(ctx context.Context, params *protocol.InlineCompletionPara
 	argNames := []string{}
 	args := map[string]string{}
 	targets := []string{}
-	_, nodes := document.OpenDockerfile(ctx, manager, "", dockerfilePath)
+	_, nodes := document.OpenDockerfile(ctx, manager, documentURI, dockerfilePath)
 	before := true
 	for _, child := range nodes {
 		if strings.EqualFold(child.Value, "ARG") && before {
diff --git a/internal/bake/hcl/inlineCompletion_test.go b/internal/bake/hcl/inlineCompletion_test.go
index f1e28cb..0010746 100644
--- a/internal/bake/hcl/inlineCompletion_test.go
+++ b/internal/bake/hcl/inlineCompletion_test.go
@@ -241,3 +241,47 @@ func TestInlineCompletion(t *testing.T) {
 		})
 	}
 }
+func TestInlineCompletion_WSL(t *testing.T) {
+	testCases := []struct {
+		name              string
+		content           string
+		dockerfileContent string
+		position          protocol.Position
+		items             []protocol.InlineCompletionItem
+	}{
+		{
+			name:              "one build stage",
+			content:           "",
+			dockerfileContent: "FROM scratch AS simple",
+			position:          protocol.Position{Line: 0, Character: 0},
+			items: []protocol.InlineCompletionItem{
+				{
+					InsertText: "target \"simple\" {\n  target = \"simple\"\n}\n",
+					Range: &protocol.Range{
+						Start: protocol.Position{Line: 0, Character: 0},
+						End:   protocol.Position{Line: 0, Character: 0},
+					},
+				},
+			},
+		},
+	}
+
+	bakeURI := "file://wsl%24/docker-desktop/tmp/docker-bake.hcl"
+	for _, tc := range testCases {
+		t.Run(tc.name, func(t *testing.T) {
+			manager := document.NewDocumentManager()
+			changed, err := manager.Write(context.Background(), "file://wsl%24/docker-desktop/tmp/Dockerfile", protocol.DockerfileLanguage, 1, []byte(tc.dockerfileContent))
+			require.NoError(t, err)
+			require.True(t, changed)
+			doc := document.NewBakeHCLDocument(uri.URI(bakeURI), 1, []byte(tc.content))
+			items, err := InlineCompletion(context.Background(), &protocol.InlineCompletionParams{
+				TextDocumentPositionParams: protocol.TextDocumentPositionParams{
+					TextDocument: protocol.TextDocumentIdentifier{URI: bakeURI},
+					Position:     tc.position,
+				},
+			}, manager, doc)
+			require.NoError(t, err)
+			require.Equal(t, tc.items, items)
+		})
+	}
+}