diff --git a/conf/models/gpustack.json b/conf/models/gpustack.json
index e76278a172..15ef693c96 100644
--- a/conf/models/gpustack.json
+++ b/conf/models/gpustack.json
@@ -2,7 +2,8 @@
   "name": "GPUStack",
   "url_suffix": {
     "chat": "v1/chat/completions",
-    "models": "v1/models"
+    "models": "v1/models",
+    "embedding": "v1-openai/embeddings"
   },
   "class": "local"
 }
diff --git a/internal/entity/models/gpustack.go b/internal/entity/models/gpustack.go
index 6ed812343c..31f8468db9 100644
--- a/internal/entity/models/gpustack.go
+++ b/internal/entity/models/gpustack.go
@@ -36,9 +36,8 @@ import (
 // Chat is served at <base>/v1/chat/completions with the standard
 // OpenAI wire shape and Bearer auth (the GPUStack server always
 // requires an API key; see rag/llm/chat_model.py GPUStack route).
-// /v1 also aliases /v1-openai for chat and embeddings; this driver
-// uses /v1 to match the Python side and the closed bug report
-// #13236 ("v1 suffix required in base url").
+// Chat uses /v1 (see #13236). Embeddings use the v1-openai route per GPUStack
+// API docs and maintainer review (v1-openai/embeddings, not v1/embeddings).
 type GPUStackModel struct {
 	BaseURL    map[string]string
 	URLSuffix  URLSuffix
@@ -424,8 +423,117 @@ func (g *GPUStackModel) CheckConnection(apiConfig *APIConfig) error {
 	return err
 }
 
-func (g *GPUStackModel) Embed(modelName *string, texts []string, apiConfig *APIConfig, embeddingConfig *EmbeddingConfig) ([]EmbeddingData, error) {
-	return nil, fmt.Errorf("%s, no such method", g.Name())
+// gpustackEmbeddingData is one element in a GPUStack embeddings response.
+type gpustackEmbeddingData struct {
+	Embedding []float64 `json:"embedding"`
+	Index     *int      `json:"index"`
+}
+
+// gpustackEmbeddingResponse is the JSON body returned by GPUStack embeddings API.
+type gpustackEmbeddingResponse struct {
+	Data []gpustackEmbeddingData `json:"data"`
+}
+
+// Embed requests embedding vectors via GPUStack's v1-openai/embeddings endpoint.
+func (g *GPUStackModel) Embed(
+	modelName *string,
+	texts []string,
+	apiConfig *APIConfig,
+	embeddingConfig *EmbeddingConfig,
+) ([]EmbeddingData, error) {
+	if len(texts) == 0 {
+		return []EmbeddingData{}, nil
+	}
+	if apiConfig == nil || apiConfig.ApiKey == nil || *apiConfig.ApiKey == "" {
+		return nil, fmt.Errorf("api key is required")
+	}
+	if modelName == nil || strings.TrimSpace(*modelName) == "" {
+		return nil, fmt.Errorf("model name is required")
+	}
+
+	region := "default"
+	if apiConfig.Region != nil && *apiConfig.Region != "" {
+		region = *apiConfig.Region
+	}
+	baseURL, err := g.baseURLForRegion(region)
+	if err != nil {
+		return nil, err
+	}
+	if g.URLSuffix.Embedding == "" {
+		return nil, fmt.Errorf("gpustack: embedding URL suffix is not configured")
+	}
+	url := fmt.Sprintf("%s/%s", baseURL, strings.TrimPrefix(g.URLSuffix.Embedding, "/"))
+
+	reqBody := map[string]interface{}{
+		"model": *modelName,
+		"input": texts,
+	}
+	if embeddingConfig != nil && embeddingConfig.Dimension > 0 {
+		reqBody["dimensions"] = embeddingConfig.Dimension
+	}
+
+	jsonData, err := json.Marshal(reqBody)
+	if err != nil {
+		return nil, fmt.Errorf("failed to marshal request: %w", err)
+	}
+
+	ctx, cancel := context.WithTimeout(context.Background(), nonStreamCallTimeout)
+	defer cancel()
+
+	req, err := http.NewRequestWithContext(ctx, http.MethodPost, url, bytes.NewBuffer(jsonData))
+	if err != nil {
+		return nil, fmt.Errorf("failed to create request: %w", err)
+	}
+	req.Header.Set("Content-Type", "application/json")
+	req.Header.Set("Authorization", fmt.Sprintf("Bearer %s", *apiConfig.ApiKey))
+
+	resp, err := g.httpClient.Do(req)
+	if err != nil {
+		return nil, fmt.Errorf("failed to send request: %w", err)
+	}
+	defer resp.Body.Close()
+
+	body, err := io.ReadAll(resp.Body)
+	if err != nil {
+		return nil, fmt.Errorf("failed to read response: %w", err)
+	}
+	if resp.StatusCode != http.StatusOK {
+		return nil, fmt.Errorf("gpustack embeddings API error: %s, body: %s", resp.Status, string(body))
+	}
+
+	var parsed gpustackEmbeddingResponse
+	if err = json.Unmarshal(body, &parsed); err != nil {
+		return nil, fmt.Errorf("failed to parse response: %w", err)
+	}
+
+	embeddings := make([]EmbeddingData, len(texts))
+	filled := make([]bool, len(texts))
+	for _, item := range parsed.Data {
+		if item.Index == nil {
+			return nil, fmt.Errorf("gpustack: missing embedding index in response item")
+		}
+		idx := *item.Index
+		if idx < 0 || idx >= len(texts) {
+			return nil, fmt.Errorf("gpustack: embedding response index %d out of range for %d inputs", idx, len(texts))
+		}
+		if filled[idx] {
+			return nil, fmt.Errorf("gpustack: duplicate embedding index %d in response", idx)
+		}
+		if len(item.Embedding) == 0 {
+			return nil, fmt.Errorf("gpustack: empty embedding vector for input index %d", idx)
+		}
+		embeddings[idx] = EmbeddingData{
+			Embedding: item.Embedding,
+			Index:     idx,
+		}
+		filled[idx] = true
+	}
+	for i, ok := range filled {
+		if !ok {
+			return nil, fmt.Errorf("gpustack: missing embedding for input index %d", i)
+		}
+	}
+	return embeddings, nil
 }
 
 func (g *GPUStackModel) Rerank(modelName *string, query string, documents []string, apiConfig *APIConfig, rerankConfig *RerankConfig) (*RerankResponse, error) {
diff --git a/internal/entity/models/gpustack_test.go b/internal/entity/models/gpustack_test.go
index f77cd5f5a1..d832695df4 100644
--- a/internal/entity/models/gpustack_test.go
+++ b/internal/entity/models/gpustack_test.go
@@ -73,10 +73,12 @@ func newGPUStackSSEServer(t *testing.T, expectedPath, ssePayload string) *httpte
 func newGPUStackForTest(baseURL string) *GPUStackModel {
 	return NewGPUStackModel(
 		map[string]string{"default": baseURL},
-		URLSuffix{Chat: "v1/chat/completions", Models: "v1/models"},
+		URLSuffix{Chat: "v1/chat/completions", Models: "v1/models", Embedding: "v1-openai/embeddings"},
 	)
 }
 
+const gpustackEmbeddingsPath = "/v1-openai/embeddings"
+
 func TestGPUStackName(t *testing.T) {
 	if got := newGPUStackForTest("http://unused").Name(); got != "gpustack" {
 		t.Errorf("Name()=%q, want %q", got, "gpustack")
@@ -451,12 +453,197 @@ func TestGPUStackListModelsRequiresAPIKey(t *testing.T) {
 	}
 }
 
+// TestGPUStackEmbedHappyPath verifies request shape and dimensions on v1-openai/embeddings.
+func TestGPUStackEmbedHappyPath(t *testing.T) {
+	srv := newGPUStackServer(t, gpustackEmbeddingsPath, func(t *testing.T, body map[string]interface{}, w http.ResponseWriter) {
+		if body["model"] != "bge-m3" {
+			t.Errorf("model=%v", body["model"])
+		}
+		if body["dimensions"] != float64(512) {
+			t.Errorf("dimensions=%v, want 512", body["dimensions"])
+		}
+		inputs, ok := body["input"].([]interface{})
+		if !ok || len(inputs) != 2 {
+			t.Errorf("input=%v, want 2-element array", body["input"])
+		}
+		_ = json.NewEncoder(w).Encode(map[string]interface{}{
+			"data": []map[string]interface{}{
+				{"embedding": []float64{0.2, 0.2}, "index": 1},
+				{"embedding": []float64{0.1, 0.2}, "index": 0},
+			},
+		})
+	})
+	defer srv.Close()
+
+	apiKey := "test-key"
+	model := "bge-m3"
+	vecs, err := newGPUStackForTest(srv.URL).Embed(
+		&model, []string{"a", "b"}, &APIConfig{ApiKey: &apiKey}, &EmbeddingConfig{Dimension: 512})
+	if err != nil {
+		t.Fatalf("Embed: %v", err)
+	}
+	if len(vecs) != 2 {
+		t.Fatalf("len(vecs)=%d, want 2", len(vecs))
+	}
+	if vecs[0].Index != 0 || vecs[0].Embedding[0] != 0.1 || vecs[1].Index != 1 || vecs[1].Embedding[0] != 0.2 {
+		t.Errorf("vecs=%+v", vecs)
+	}
+}
+
+// TestGPUStackEmbedReordersByIndex verifies out-of-order response indices are mapped correctly.
+func TestGPUStackEmbedReordersByIndex(t *testing.T) {
+	srv := newGPUStackServer(t, gpustackEmbeddingsPath, func(t *testing.T, _ map[string]interface{}, w http.ResponseWriter) {
+		_ = json.NewEncoder(w).Encode(map[string]interface{}{
+			"data": []map[string]interface{}{
+				{"embedding": []float64{2}, "index": 2},
+				{"embedding": []float64{0}, "index": 0},
+				{"embedding": []float64{1}, "index": 1},
+			},
+		})
+	})
+	defer srv.Close()
+
+	apiKey := "test-key"
+	model := "bge-m3"
+	vecs, err := newGPUStackForTest(srv.URL).Embed(
+		&model, []string{"a", "b", "c"}, &APIConfig{ApiKey: &apiKey}, nil)
+	if err != nil {
+		t.Fatalf("Embed: %v", err)
+	}
+	for i, v := range vecs {
+		if v.Index != i || v.Embedding[0] != float64(i) {
+			t.Errorf("slot %d = %+v, want Embedding=[%d] Index=%d", i, v, i, i)
+		}
+	}
+}
+
+// TestGPUStackEmbedEmptyInputShortCircuits avoids HTTP when texts is empty.
+func TestGPUStackEmbedEmptyInputShortCircuits(t *testing.T) {
+	srv := httptest.NewServer(http.HandlerFunc(func(w http.ResponseWriter, _ *http.Request) {
+		t.Error("Embed([]) made an unexpected HTTP call")
+		w.WriteHeader(http.StatusInternalServerError)
+	}))
+	defer srv.Close()
+
+	apiKey := "test-key"
+	model := "bge-m3"
+	vecs, err := newGPUStackForTest(srv.URL).Embed(&model, []string{}, &APIConfig{ApiKey: &apiKey}, nil)
+	if err != nil {
+		t.Fatalf("Embed([]): %v", err)
+	}
+	if len(vecs) != 0 {
+		t.Errorf("len(vecs)=%d, want 0", len(vecs))
+	}
+}
+
+// TestGPUStackEmbedRequiresAPIKey rejects requests without an API key.
+func TestGPUStackEmbedRequiresAPIKey(t *testing.T) {
+	model := "bge-m3"
+	_, err := newGPUStackForTest("http://unused").Embed(&model, []string{"a"}, &APIConfig{}, nil)
+	if err == nil || !strings.Contains(err.Error(), "api key is required") {
+		t.Errorf("expected api-key error, got %v", err)
+	}
+}
+
+// TestGPUStackEmbedRejectsDuplicateIndex errors on duplicate response indices.
+func TestGPUStackEmbedRejectsDuplicateIndex(t *testing.T) {
+	srv := newGPUStackServer(t, gpustackEmbeddingsPath, func(t *testing.T, _ map[string]interface{}, w http.ResponseWriter) {
+		_ = json.NewEncoder(w).Encode(map[string]interface{}{
+			"data": []map[string]interface{}{
+				{"embedding": []float64{0.1}, "index": 0},
+				{"embedding": []float64{0.2}, "index": 0},
+			},
+		})
+	})
+	defer srv.Close()
+
+	apiKey := "test-key"
+	model := "bge-m3"
+	_, err := newGPUStackForTest(srv.URL).Embed(&model, []string{"a", "b"}, &APIConfig{ApiKey: &apiKey}, nil)
+	if err == nil || !strings.Contains(err.Error(), "duplicate") {
+		t.Errorf("expected duplicate-index error, got %v", err)
+	}
+}
+
+// TestGPUStackEmbedRejectsOutOfRangeIndex errors when index exceeds input length.
+func TestGPUStackEmbedRejectsOutOfRangeIndex(t *testing.T) {
+	srv := newGPUStackServer(t, gpustackEmbeddingsPath, func(t *testing.T, _ map[string]interface{}, w http.ResponseWriter) {
+		_ = json.NewEncoder(w).Encode(map[string]interface{}{
+			"data": []map[string]interface{}{
+				{"embedding": []float64{0.1}, "index": 2},
+			},
+		})
+	})
+	defer srv.Close()
+
+	apiKey := "test-key"
+	model := "bge-m3"
+	_, err := newGPUStackForTest(srv.URL).Embed(&model, []string{"a", "b"}, &APIConfig{ApiKey: &apiKey}, nil)
+	if err == nil || !strings.Contains(err.Error(), "out of range") {
+		t.Errorf("expected out-of-range error, got %v", err)
+	}
+}
+
+// TestGPUStackEmbedRejectsMissingIndex errors when index is omitted from response.
+func TestGPUStackEmbedRejectsMissingIndex(t *testing.T) {
+	srv := newGPUStackServer(t, gpustackEmbeddingsPath, func(t *testing.T, _ map[string]interface{}, w http.ResponseWriter) {
+		_ = json.NewEncoder(w).Encode(map[string]interface{}{
+			"data": []map[string]interface{}{
+				{"embedding": []float64{0.1}},
+			},
+		})
+	})
+	defer srv.Close()
+
+	apiKey := "test-key"
+	model := "bge-m3"
+	_, err := newGPUStackForTest(srv.URL).Embed(&model, []string{"a"}, &APIConfig{ApiKey: &apiKey}, nil)
+	if err == nil || !strings.Contains(err.Error(), "missing embedding index") {
+		t.Errorf("expected missing-index error, got %v", err)
+	}
+}
+
+// TestGPUStackEmbedRejectsEmptyVector errors when the API returns a zero-length vector.
+func TestGPUStackEmbedRejectsEmptyVector(t *testing.T) {
+	srv := newGPUStackServer(t, gpustackEmbeddingsPath, func(t *testing.T, _ map[string]interface{}, w http.ResponseWriter) {
+		_ = json.NewEncoder(w).Encode(map[string]interface{}{
+			"data": []map[string]interface{}{
+				{"embedding": []float64{}, "index": 0},
+			},
+		})
+	})
+	defer srv.Close()
+
+	apiKey := "test-key"
+	model := "bge-m3"
+	_, err := newGPUStackForTest(srv.URL).Embed(&model, []string{"a"}, &APIConfig{ApiKey: &apiKey}, nil)
+	if err == nil || !strings.Contains(err.Error(), "empty embedding vector") {
+		t.Errorf("expected empty-vector error, got %v", err)
+	}
+}
+
+// TestGPUStackEmbedRejectsMissingSlot errors when a response index is never returned.
+func TestGPUStackEmbedRejectsMissingSlot(t *testing.T) {
+	srv := newGPUStackServer(t, gpustackEmbeddingsPath, func(t *testing.T, _ map[string]interface{}, w http.ResponseWriter) {
+		_ = json.NewEncoder(w).Encode(map[string]interface{}{
+			"data": []map[string]interface{}{
+				{"embedding": []float64{0.1}, "index": 0},
+			},
+		})
+	})
+	defer srv.Close()
+
+	apiKey := "test-key"
+	model := "bge-m3"
+	_, err := newGPUStackForTest(srv.URL).Embed(&model, []string{"a", "b"}, &APIConfig{ApiKey: &apiKey}, nil)
+	if err == nil || !strings.Contains(err.Error(), "missing embedding for input index") {
+		t.Errorf("expected missing-slot error, got %v", err)
+	}
+}
+
 func TestGPUStackUnsupportedMethods(t *testing.T) {
 	m := newGPUStackForTest("http://unused")
 	model := "x"
-	if _, err := m.Embed(&model, []string{"a"}, &APIConfig{}, nil); err == nil || !strings.Contains(err.Error(), "no such method") {
-		t.Errorf("Embed: %v", err)
-	}
 	if _, err := m.Rerank(&model, "q", []string{"a"}, &APIConfig{}, &RerankConfig{TopN: 1}); err == nil || !strings.Contains(err.Error(), "no such method") {
 		t.Errorf("Rerank: %v", err)
 	}