diff --git a/internal/handler/datasets.go b/internal/handler/datasets.go
index aa0d896cb0..b856509511 100644
--- a/internal/handler/datasets.go
+++ b/internal/handler/datasets.go
@@ -18,7 +18,11 @@ package handler
 
 import (
 	"encoding/json"
+	"fmt"
 	"net/http"
+	"ragflow/internal/engine"
+	"ragflow/internal/engine/types"
+	"sort"
 	"strconv"
 	"strings"
 
@@ -198,3 +202,243 @@ func (h *DatasetsHandler) DeleteDatasets(c *gin.Context) {
 		"data": result,
 	})
 }
+
+// GetKnowledgeGraph handles GET /api/v1/datasets/:dataset_id/graph.
+func (h *DatasetsHandler) GetKnowledgeGraph(c *gin.Context) {
+	user, errorCode, errorMessage := GetUser(c)
+	if errorCode != common.CodeSuccess {
+		jsonError(c, errorCode, errorMessage)
+		return
+	}
+
+	datasetID := strings.TrimSpace(c.Param("dataset_id"))
+	if datasetID == "" {
+		jsonError(c, common.CodeDataError, "dataset_id is required")
+		return
+	}
+
+	dataset, code, err := h.datasetsService.GetDataset(datasetID, user.ID)
+	if err != nil {
+		jsonError(c, code, err.Error())
+		return
+	}
+
+	tenantID, _ := dataset["tenant_id"].(string)
+	if tenantID == "" {
+		jsonError(c, common.CodeDataError, "tenant_id is required")
+		return
+	}
+
+	docEngine := engine.Get()
+	if docEngine == nil {
+		jsonError(c, common.CodeServerError, "Document engine is not initialized")
+		return
+	}
+
+	indexName := fmt.Sprintf("ragflow_%s", tenantID)
+	exists, err := docEngine.TableExists(c.Request.Context(), indexName)
+	if err != nil {
+		jsonError(c, common.CodeServerError, err.Error())
+		return
+	}
+
+	result := gin.H{
+		"graph":    map[string]interface{}{},
+		"mind_map": map[string]interface{}{},
+	}
+	if !exists {
+		jsonResponse(c, common.CodeSuccess, result, "success")
+		return
+	}
+
+	searchResult, err := docEngine.Search(c.Request.Context(), &types.SearchRequest{
+		IndexNames:   []string{indexName},
+		KbIDs:        []string{datasetID},
+		Offset:       0,
+		Limit:        1,
+		SelectFields: []string{"content_with_weight", "knowledge_graph_kwd"},
+		Filter: map[string]interface{}{
+			"kb_id":               []string{datasetID},
+			"knowledge_graph_kwd": []string{"graph"},
+		},
+	})
+	if err != nil {
+		jsonError(c, common.CodeServerError, err.Error())
+		return
+	}
+	if searchResult == nil || len(searchResult.Chunks) == 0 {
+		jsonResponse(c, common.CodeSuccess, result, "success")
+		return
+	}
+
+	chunk := searchResult.Chunks[0]
+	graphType := firstStringValue(chunk["knowledge_graph_kwd"])
+	contentWithWeight, _ := chunk["content_with_weight"].(string)
+	if strings.TrimSpace(contentWithWeight) == "" {
+		jsonResponse(c, common.CodeSuccess, result, "success")
+		return
+	}
+
+	var graphData map[string]interface{}
+	if err := json.Unmarshal([]byte(contentWithWeight), &graphData); err != nil {
+		jsonResponse(c, common.CodeSuccess, result, "success")
+		return
+	}
+	if len(graphData) == 0 {
+		jsonResponse(c, common.CodeSuccess, result, "success")
+		return
+	}
+
+	if graphType == "" {
+		graphType = "graph"
+	}
+	if graphType == "graph" {
+		sortKnowledgeGraph(graphData)
+		result["graph"] = graphData
+	} else {
+		result[graphType] = graphData
+	}
+
+	jsonResponse(c, common.CodeSuccess, result, "success")
+}
+
+// DeleteKnowledgeGraph handles DELETE /api/v1/datasets/:dataset_id/graph.
+func (h *DatasetsHandler) DeleteKnowledgeGraph(c *gin.Context) {
+	user, errorCode, errorMessage := GetUser(c)
+	if errorCode != common.CodeSuccess {
+		jsonError(c, errorCode, errorMessage)
+		return
+	}
+
+	datasetID := strings.TrimSpace(c.Param("dataset_id"))
+	if datasetID == "" {
+		jsonError(c, common.CodeDataError, "dataset_id is required")
+		return
+	}
+
+	dataset, code, err := h.datasetsService.GetDataset(datasetID, user.ID)
+	if err != nil {
+		jsonError(c, code, err.Error())
+		return
+	}
+
+	tenantID, _ := dataset["tenant_id"].(string)
+	if tenantID == "" {
+		jsonError(c, common.CodeDataError, "tenant_id is required")
+		return
+	}
+
+	docEngine := engine.Get()
+	if docEngine == nil {
+		jsonError(c, common.CodeServerError, "Document engine is not initialized")
+		return
+	}
+
+	indexName := fmt.Sprintf("ragflow_%s", tenantID)
+	if _, err := docEngine.Delete(c.Request.Context(), map[string]interface{}{
+		"knowledge_graph_kwd": []string{"graph", "subgraph", "entity", "relation", "community_report"},
+	}, indexName, datasetID); err != nil {
+		jsonError(c, common.CodeServerError, err.Error())
+		return
+	}
+
+	jsonResponse(c, common.CodeSuccess, true, "success")
+}
+
+func firstStringValue(value interface{}) string {
+	switch v := value.(type) {
+	case string:
+		return strings.TrimSpace(v)
+	case []string:
+		if len(v) > 0 {
+			return strings.TrimSpace(v[0])
+		}
+	case []interface{}:
+		for _, item := range v {
+			if s, ok := item.(string); ok {
+				s = strings.TrimSpace(s)
+				if s != "" {
+					return s
+				}
+			}
+		}
+	}
+	return ""
+}
+
+func sortKnowledgeGraph(graphData map[string]interface{}) {
+	nodes := mapSlice(graphData["nodes"])
+	if len(nodes) > 0 {
+		sort.Slice(nodes, func(i, j int) bool {
+			return numericValue(nodes[i]["pagerank"]) > numericValue(nodes[j]["pagerank"])
+		})
+		if len(nodes) > 256 {
+			nodes = nodes[:256]
+		}
+		graphData["nodes"] = nodes
+	}
+
+	edges := mapSlice(graphData["edges"])
+	if len(edges) > 0 {
+		nodeIDSet := make(map[string]struct{}, len(nodes))
+		for _, node := range nodes {
+			if id, ok := node["id"].(string); ok {
+				nodeIDSet[id] = struct{}{}
+			}
+		}
+		filteredEdges := make([]map[string]interface{}, 0, len(edges))
+		for _, edge := range edges {
+			source, _ := edge["source"].(string)
+			target, _ := edge["target"].(string)
+			if source == "" || target == "" || source == target {
+				continue
+			}
+			if _, ok := nodeIDSet[source]; !ok {
+				continue
+			}
+			if _, ok := nodeIDSet[target]; !ok {
+				continue
+			}
+			filteredEdges = append(filteredEdges, edge)
+		}
+		sort.Slice(filteredEdges, func(i, j int) bool {
+			return numericValue(filteredEdges[i]["weight"]) > numericValue(filteredEdges[j]["weight"])
+		})
+		if len(filteredEdges) > 128 {
+			filteredEdges = filteredEdges[:128]
+		}
+		graphData["edges"] = filteredEdges
+	}
+}
+
+func mapSlice(value interface{}) []map[string]interface{} {
+	raw, ok := value.([]interface{})
+	if !ok {
+		return nil
+	}
+	result := make([]map[string]interface{}, 0, len(raw))
+	for _, item := range raw {
+		if m, ok := item.(map[string]interface{}); ok {
+			result = append(result, m)
+		}
+	}
+	return result
+}
+
+func numericValue(value interface{}) float64 {
+	switch v := value.(type) {
+	case float64:
+		return v
+	case float32:
+		return float64(v)
+	case int:
+		return float64(v)
+	case int64:
+		return float64(v)
+	case json.Number:
+		f, _ := v.Float64()
+		return f
+	default:
+		return 0
+	}
+}
diff --git a/internal/router/router.go b/internal/router/router.go
index ddb13e0ac9..5b8a840e7a 100644
--- a/internal/router/router.go
+++ b/internal/router/router.go
@@ -179,6 +179,8 @@ func (r *Router) Setup(engine *gin.Engine) {
 			{
 				datasets.GET("", r.datasetsHandler.ListDatasets)
 				datasets.GET("/:dataset_id", r.datasetsHandler.GetDataset)
+				datasets.GET("/:dataset_id/graph", r.datasetsHandler.GetKnowledgeGraph)
+				datasets.DELETE("/:dataset_id/graph", r.datasetsHandler.DeleteKnowledgeGraph)
 				datasets.POST("", r.datasetsHandler.CreateDataset)
 				datasets.DELETE("", r.datasetsHandler.DeleteDatasets)
 				datasets.POST("/search", r.chunkHandler.RetrievalTest)