Copilot commented on code in PR #1483:
URL: https://github.com/apache/dubbo-admin/pull/1483#discussion_r3407671797


##########
pkg/mcp/tools/log/analyzer.go:
##########
@@ -0,0 +1,89 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package log
+
+import (
+       "fmt"
+       "regexp"
+       "sort"
+       "strings"
+)
+
+var volatileTokenPattern = regexp.MustCompile(`(?i)\b[0-9a-f]{8,}\b|\b\d+\b`)
+
+func analyzeErrors(logs []LogItem, sourceEngine string) *AnalyzeErrorLogsResp {
+       patternsByName := map[string]*ErrorPattern{}
+       for _, item := range logs {
+               if !isErrorLog(item) {
+                       continue
+               }
+               patternName := normalizeMessagePattern(item.Message)
+               pattern := patternsByName[patternName]
+               if pattern == nil {
+                       pattern = &ErrorPattern{
+                               Pattern:   patternName,
+                               Example:   item.Message,
+                               FirstSeen: item.Timestamp,
+                               LastSeen:  item.Timestamp,
+                       }
+                       patternsByName[patternName] = pattern
+               }
+               pattern.Count++
+               pattern.LastSeen = item.Timestamp
+               if len(pattern.Examples) < 3 {
+                       pattern.Examples = append(pattern.Examples, item)
+               }

Review Comment:
   `FirstSeen`/`LastSeen` are updated in a way that depends on input order. 
Since `SearchLogs` sorts logs descending, the current `pattern.LastSeen = 
item.Timestamp` ends up setting `LastSeen` to the oldest entry and never 
corrects `FirstSeen` when older entries are encountered. Update both fields 
using min/max comparisons instead of unconditional assignment.



##########
pkg/mcp/tools/log/loki.go:
##########
@@ -0,0 +1,610 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package log
+
+import (
+       "context"
+       "encoding/json"
+       "fmt"
+       "io"
+       "net/http"
+       "net/url"
+       "regexp"
+       "sort"
+       "strconv"
+       "strings"
+       "sync"
+       "time"
+
+       "github.com/apache/dubbo-admin/pkg/common/bizerror"
+       observabilitycfg 
"github.com/apache/dubbo-admin/pkg/config/observability"
+)
+
+const (
+       defaultQueryWindow = time.Hour
+       labelCacheTTL      = 5 * time.Minute
+)
+
+var fallbackSelectorPriority = []string{
+       "namespace",
+       "job",
+       "app",
+       "appName",
+       "service_name",
+       "serviceName",
+       "service",
+       "pod",
+       "container",
+       "instance",
+       "instanceName",
+       "level",
+}
+
+var lokiLabelsCache = struct {
+       sync.Mutex
+       items map[string]cachedLokiLabels
+}{
+       items: map[string]cachedLokiLabels{},
+}
+
+type cachedLokiLabels struct {
+       labels    map[string]struct{}
+       expiresAt time.Time
+}
+
+type lokiClient struct {
+       config observabilitycfg.LogProviderConfig
+       client *http.Client
+}
+
+type lokiQueryRangeResp struct {
+       Status string `json:"status"`
+       Data   struct {
+               Result []lokiStream `json:"result"`
+       } `json:"data"`
+       Error string `json:"error,omitempty"`
+}
+
+type lokiLabelsResp struct {
+       Status string   `json:"status"`
+       Data   []string `json:"data"`
+       Error  string   `json:"error,omitempty"`
+}
+
+type lokiStream struct {
+       Stream map[string]string `json:"stream"`
+       Values [][]string        `json:"values"`
+}
+
+func newLokiClient(cfg observabilitycfg.LogProviderConfig) *lokiClient {
+       return &lokiClient{
+               config: cfg,
+               client: &http.Client{Timeout: 30 * time.Second},
+       }
+}
+
+func (c *lokiClient) search(ctx context.Context, req *SearchLogsReq) 
(*SearchLogsResp, error) {
+       if req.Limit <= 0 {
+               req.Limit = defaultLogLimit
+       }
+       start, end, err := resolveTimeRange(req.StartTime, req.EndTime)
+       if err != nil {
+               return nil, err
+       }
+
+       labelNames, _ := c.labelNames(ctx, start, end)
+       queries := buildLogQLQueriesWithLabels(req, labelNames)
+       merged := &SearchLogsResp{SourceEngine: "loki", Logs: make([]LogItem, 
0, req.Limit)}
+       seen := map[string]struct{}{}
+       for _, query := range queries {
+               logs, err := c.queryRange(ctx, query, start, end, req.Limit)
+               if err != nil {
+                       return nil, err
+               }
+               // remove duplicates
+               for _, item := range logs {
+                       key := dedupeKey(item)
+                       if _, ok := seen[key]; ok {
+                               continue
+                       }
+                       seen[key] = struct{}{}
+                       merged.Logs = append(merged.Logs, item)
+                       if len(merged.Logs) >= req.Limit {
+                               break
+                       }
+               }
+               if len(merged.Logs) >= req.Limit {
+                       break
+               }
+       }
+
+       sort.SliceStable(merged.Logs, func(i, j int) bool {
+               return merged.Logs[i].Timestamp > merged.Logs[j].Timestamp
+       })
+       return merged, nil
+}
+
+func (c *lokiClient) capabilities(ctx context.Context, req 
*LogCapabilitiesReq) (*LogCapabilitiesResp, error) {
+       start, end, err := resolveTimeRange(req.StartTime, req.EndTime)
+       if err != nil {
+               return nil, err
+       }
+       labelNames, err := c.labelNames(ctx, start, end)
+       if err != nil {
+               return nil, err
+       }
+
+       return &LogCapabilitiesResp{
+               AvailableLabels: supportedLabels(labelNames),
+               SupportedFilters: []string{
+                       "mesh",
+                       "appName",
+                       "serviceName",
+                       "instanceName",
+                       "traceId",
+                       "keywords",
+                       "startTime",
+                       "endTime",
+                       "limit",
+               },
+               LabelFilters: map[string][]string{
+                       "mesh":         matchingLabels([]string{"mesh"}, 
labelNames),
+                       "appName":      matchingLabels([]string{"app", 
"appName"}, labelNames),
+                       "serviceName":  matchingLabels([]string{"service", 
"serviceName", "service_name"}, labelNames),
+                       "instanceName": matchingLabels([]string{"instance", 
"instanceName", "pod"}, labelNames),
+               },
+               ContentFilters: []string{"traceId", "keywords"},
+               FallbackLabel:  fallbackSelectorLabel(labelNames),
+               SourceEngine:   "loki",
+       }, nil
+}
+
+func (c *lokiClient) queryRange(ctx context.Context, query string, start, end 
time.Time, limit int) ([]LogItem, error) {
+       queryURL, err := c.queryRangeURL(query, start, end, limit)
+       if err != nil {
+               return nil, err
+       }
+       httpReq, err := http.NewRequestWithContext(ctx, http.MethodGet, 
queryURL, nil)
+       if err != nil {
+               return nil, bizerror.Wrap(err, bizerror.InternalError, "failed 
to create loki query request")
+       }
+       if c.config.Tenant != "" {
+               httpReq.Header.Set("X-Scope-OrgID", c.config.Tenant)
+       }
+
+       httpResp, err := c.client.Do(httpReq)
+       if err != nil {
+               return nil, bizerror.Wrap(err, bizerror.NetWorkError, "failed 
to query loki")
+       }
+       defer httpResp.Body.Close()
+       if httpResp.StatusCode < http.StatusOK || httpResp.StatusCode >= 
http.StatusMultipleChoices {
+               body, _ := io.ReadAll(io.LimitReader(httpResp.Body, 4096))
+               return nil, bizerror.New(bizerror.NetWorkError,
+                       fmt.Sprintf("loki query failed with status %d: %s", 
httpResp.StatusCode, strings.TrimSpace(string(body))))
+       }
+
+       var lokiResp lokiQueryRangeResp
+       if err := json.NewDecoder(httpResp.Body).Decode(&lokiResp); err != nil {
+               return nil, bizerror.Wrap(err, bizerror.JsonError, "failed to 
decode loki query response")
+       }
+       if lokiResp.Status != "success" {
+               if lokiResp.Error != "" {
+                       return nil, bizerror.New(bizerror.NetWorkError, 
fmt.Sprintf("loki query failed: %s", lokiResp.Error))
+               }
+               return nil, bizerror.New(bizerror.NetWorkError, 
fmt.Sprintf("loki query returned status %q", lokiResp.Status))
+       }
+       return normalizeLokiLogs(lokiResp), nil
+}
+
+func (c *lokiClient) labelNames(ctx context.Context, start, end time.Time) 
(map[string]struct{}, error) {
+       cacheKey := c.labelCacheKey()
+       now := time.Now()
+       lokiLabelsCache.Lock()
+       if cached, ok := lokiLabelsCache.items[cacheKey]; ok && 
now.Before(cached.expiresAt) {
+               labels := cloneLabelSet(cached.labels)
+               lokiLabelsCache.Unlock()
+               return labels, nil
+       }
+       lokiLabelsCache.Unlock()
+
+       labelsURL, err := c.labelsURL(start, end)
+       if err != nil {
+               return nil, err
+       }
+       httpReq, err := http.NewRequestWithContext(ctx, http.MethodGet, 
labelsURL, nil)
+       if err != nil {
+               return nil, bizerror.Wrap(err, bizerror.InternalError, "failed 
to create loki labels request")
+       }
+       if c.config.Tenant != "" {
+               httpReq.Header.Set("X-Scope-OrgID", c.config.Tenant)
+       }
+
+       httpResp, err := c.client.Do(httpReq)
+       if err != nil {
+               return nil, bizerror.Wrap(err, bizerror.NetWorkError, "failed 
to query loki labels")
+       }
+       defer httpResp.Body.Close()
+       if httpResp.StatusCode < http.StatusOK || httpResp.StatusCode >= 
http.StatusMultipleChoices {
+               body, _ := io.ReadAll(io.LimitReader(httpResp.Body, 4096))
+               return nil, bizerror.New(bizerror.NetWorkError,
+                       fmt.Sprintf("loki labels query failed with status %d: 
%s", httpResp.StatusCode, strings.TrimSpace(string(body))))
+       }
+
+       var labelsResp lokiLabelsResp
+       if err := json.NewDecoder(httpResp.Body).Decode(&labelsResp); err != 
nil {
+               return nil, bizerror.Wrap(err, bizerror.JsonError, "failed to 
decode loki labels response")
+       }
+       if labelsResp.Status != "success" {
+               if labelsResp.Error != "" {
+                       return nil, bizerror.New(bizerror.NetWorkError, 
fmt.Sprintf("loki labels query failed: %s", labelsResp.Error))
+               }
+               return nil, bizerror.New(bizerror.NetWorkError, 
fmt.Sprintf("loki labels query returned status %q", labelsResp.Status))
+       }
+
+       labels := make(map[string]struct{}, len(labelsResp.Data))
+       for _, label := range labelsResp.Data {
+               labels[label] = struct{}{}
+       }
+
+       lokiLabelsCache.Lock()
+       lokiLabelsCache.items[cacheKey] = cachedLokiLabels{
+               labels:    cloneLabelSet(labels),
+               expiresAt: now.Add(labelCacheTTL),
+       }
+       lokiLabelsCache.Unlock()
+       return labels, nil
+}
+
+func (c *lokiClient) labelCacheKey() string {
+       return c.config.Endpoint + "|" + c.config.Tenant
+}
+
+func cloneLabelSet(labels map[string]struct{}) map[string]struct{} {
+       if labels == nil {
+               return nil
+       }
+       cloned := make(map[string]struct{}, len(labels))
+       for label := range labels {
+               cloned[label] = struct{}{}
+       }
+       return cloned
+}
+
+// e.g: endpoint: 
{endpoint}/loki/api/v1/query_range?query={app="order-service"}&start=1717200000000000000&end=1717203600000000000&limit=100&direction=backward
+func (c *lokiClient) queryRangeURL(logQL string, start, end time.Time, limit 
int) (string, error) {
+       baseURL, err := url.Parse(c.config.Endpoint)
+       if err != nil {
+               return "", bizerror.Wrap(err, bizerror.ConfigError, "invalid 
loki endpoint")
+       }
+       baseURL.Path = strings.TrimRight(baseURL.Path, "/") + 
"/loki/api/v1/query_range"
+
+       query := baseURL.Query()
+       query.Set("query", logQL)
+       query.Set("start", strconv.FormatInt(start.UnixNano(), 10))
+       query.Set("end", strconv.FormatInt(end.UnixNano(), 10))
+       query.Set("limit", strconv.Itoa(limit))
+       query.Set("direction", "backward")
+       baseURL.RawQuery = query.Encode()
+       return baseURL.String(), nil
+}
+
+func (c *lokiClient) labelsURL(start, end time.Time) (string, error) {
+       baseURL, err := url.Parse(c.config.Endpoint)
+       if err != nil {
+               return "", bizerror.Wrap(err, bizerror.ConfigError, "invalid 
loki endpoint")
+       }
+       baseURL.Path = strings.TrimRight(baseURL.Path, "/") + 
"/loki/api/v1/labels"
+
+       query := baseURL.Query()
+       query.Set("start", strconv.FormatInt(start.UnixNano(), 10))
+       query.Set("end", strconv.FormatInt(end.UnixNano(), 10))
+       baseURL.RawQuery = query.Encode()
+       return baseURL.String(), nil
+}
+
+func buildLogQLQueries(req *SearchLogsReq) []string {
+       return buildLogQLQueriesWithLabels(req, nil)
+}
+
+func buildLogQLQueriesWithLabels(req *SearchLogsReq, labelNames 
map[string]struct{}) []string {
+       selectors := buildStreamSelectorsWithLabels(req, labelNames)
+       queries := make([]string, 0, len(selectors))
+       for _, selector := range selectors {
+               query := selector
+               if req.Keywords != "" {
+                       query += " |= " + strconv.Quote(req.Keywords)
+               }
+               if req.TraceID != "" {
+                       query += " |= " + strconv.Quote(req.TraceID)
+               }
+               queries = append(queries, query)
+       }
+       return queries
+}
+
+func buildStreamSelectors(req *SearchLogsReq) []string {
+       return buildStreamSelectorsWithLabels(req, nil)
+}
+
+func buildStreamSelectorsWithLabels(req *SearchLogsReq, labelNames 
map[string]struct{}) []string {
+       labelGroups := make([][]string, 0, 4)
+       if req.Mesh != "" {
+               labelGroups = append(labelGroups, 
labelMatchersWithLabels([]string{"mesh"}, req.Mesh, labelNames))
+       }
+       if req.AppName != "" {
+               labelGroups = append(labelGroups, 
labelMatchersWithLabels([]string{"app", "appName"}, req.AppName, labelNames))
+       }
+       if req.ServiceName != "" {
+               labelGroups = append(labelGroups, 
labelMatchersWithLabels([]string{"service", "serviceName", "service_name"}, 
req.ServiceName, labelNames))
+       }
+       if req.InstanceName != "" {
+               labelGroups = append(labelGroups, 
labelMatchersWithLabels([]string{"instance", "instanceName", "pod"}, 
req.InstanceName, labelNames))
+       }
+       if len(labelGroups) == 0 {
+               return []string{fmt.Sprintf("{%s=~%s}", 
fallbackSelectorLabel(labelNames), strconv.Quote(".+"))}
+       }
+
+       // Cartesian product
+       selectors := []string{""}
+       for _, group := range labelGroups {
+               next := make([]string, 0, len(selectors)*len(group))
+               for _, prefix := range selectors {
+                       for _, matcher := range group {
+                               if prefix == "" {
+                                       next = append(next, matcher)
+                               } else {
+                                       next = append(next, prefix+", "+matcher)
+                               }
+                       }
+               }
+               selectors = next
+       }
+
+       result := make([]string, 0, len(selectors))
+       for _, selector := range selectors {
+               result = append(result, fmt.Sprintf("{%s}", selector))
+       }
+       return result
+}
+
+func labelMatchers(names []string, value string) []string {
+       return labelMatchersWithLabels(names, value, nil)
+}
+
+func labelMatchersWithLabels(names []string, value string, labelNames 
map[string]struct{}) []string {
+       selected := selectExistingLabels(names, labelNames)
+       matchers := make([]string, 0, len(names))
+       for _, name := range selected {
+               matchers = append(matchers, labelMatcher(name, value))
+       }
+       return matchers
+}
+
+func selectExistingLabels(names []string, labelNames map[string]struct{}) 
[]string {
+       if len(labelNames) == 0 {
+               return names
+       }
+       selected := make([]string, 0, len(names))
+       for _, name := range names {
+               if _, ok := labelNames[name]; ok {
+                       selected = append(selected, name)
+               }
+       }
+       if len(selected) == 0 {
+               return names
+       }
+       return selected
+}
+
+func matchingLabels(names []string, labelNames map[string]struct{}) []string {
+       selected := make([]string, 0, len(names))
+       for _, name := range names {
+               if _, ok := labelNames[name]; ok {
+                       selected = append(selected, name)
+               }
+       }
+       return selected
+}
+
+func fallbackSelectorLabel(labelNames map[string]struct{}) string {
+       if len(labelNames) == 0 {
+               return "namespace"
+       }
+       for _, label := range fallbackSelectorPriority {
+               if _, ok := labelNames[label]; ok {
+                       return label
+               }
+       }
+       return "namespace"
+}
+
+func supportedLabels(labelNames map[string]struct{}) []string {
+       labels := make([]string, 0, len(labelNames))
+       for label := range labelNames {
+               labels = append(labels, label)
+       }
+       sort.Strings(labels)
+       return labels
+}
+
+func labelMatcher(name, value string) string {
+       return fmt.Sprintf("%s=%s", name, strconv.Quote(value))
+}
+
+func resolveTimeRange(startRaw, endRaw string) (time.Time, time.Time, error) {
+       end := time.Now()
+       if endRaw != "" {
+               parsed, err := parseLogTime("endTime", endRaw)
+               if err != nil {
+                       return time.Time{}, time.Time{}, err
+               }
+               end = parsed
+       }
+       start := end.Add(-defaultQueryWindow)
+       if startRaw != "" {
+               parsed, err := parseLogTime("startTime", startRaw)
+               if err != nil {
+                       return time.Time{}, time.Time{}, err
+               }
+               start = parsed
+       }
+       if start.After(end) {
+               return time.Time{}, time.Time{}, 
bizerror.New(bizerror.InvalidArgument, "startTime must be less than or equal to 
endTime")
+       }
+       return start, end, nil
+}
+
+func parseLogTime(field, value string) (time.Time, error) {
+       if ts, err := time.Parse(time.RFC3339Nano, value); err == nil {
+               return ts, nil
+       }
+       if ns, err := strconv.ParseInt(value, 10, 64); err == nil {
+               return time.Unix(0, ns), nil
+       }
+       return time.Time{}, bizerror.New(bizerror.InvalidArgument,
+               fmt.Sprintf("%s must be RFC3339, RFC3339Nano, or Unix 
nanoseconds", field))
+}
+
+func normalizeLokiLogs(resp lokiQueryRangeResp) []LogItem {
+       logs := make([]LogItem, 0)
+       for _, stream := range resp.Data.Result {
+               for _, value := range stream.Values {
+                       if len(value) < 2 {
+                               continue
+                       }
+                       raw := value[1]
+                       message := extractLogField(raw, "msg", "message")
+                       if message == "" {
+                               message = raw
+                       }
+                       logs = append(logs, LogItem{
+                               Timestamp:    normalizeLogTimestamp(value[0], 
extractLogField(raw, "time", "timestamp")),
+                               AppName:      firstLabel(stream.Stream, "app", 
"appName"),
+                               ServiceName:  firstLabel(stream.Stream, 
"service", "serviceName", "service_name"),
+                               InstanceName: firstLabel(stream.Stream, 
"instance", "instanceName", "pod"),
+                               Severity:     
firstNonEmpty(extractLogField(raw, "level", "severity"), 
firstLabel(stream.Stream, "level", "severity", "detected_level")),
+                               Message:      message,
+                               TraceID:      extractLogField(raw, "trace_id", 
"traceId", "traceid"),
+                               SpanID:       extractLogField(raw, "span_id", 
"spanId", "spanid"),
+                               TraceFlags:   extractLogField(raw, 
"trace_flags", "traceFlags", "traceflags"),

Review Comment:
   Trace context is extracted only from the log line payload (`raw`). If Loki 
already has `trace_id`/`span_id`/`trace_flags` as stream labels, those values 
are ignored and the normalized result may miss trace context when the message 
doesn't include it. Prefer message-derived values, but fall back to stream 
labels.



##########
pkg/mcp/tools/log/loki.go:
##########
@@ -0,0 +1,610 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package log
+
+import (
+       "context"
+       "encoding/json"
+       "fmt"
+       "io"
+       "net/http"
+       "net/url"
+       "regexp"
+       "sort"
+       "strconv"
+       "strings"
+       "sync"
+       "time"
+
+       "github.com/apache/dubbo-admin/pkg/common/bizerror"
+       observabilitycfg 
"github.com/apache/dubbo-admin/pkg/config/observability"
+)
+
+const (
+       defaultQueryWindow = time.Hour
+       labelCacheTTL      = 5 * time.Minute
+)
+
+var fallbackSelectorPriority = []string{
+       "namespace",
+       "job",
+       "app",
+       "appName",
+       "service_name",
+       "serviceName",
+       "service",
+       "pod",
+       "container",
+       "instance",
+       "instanceName",
+       "level",
+}
+
+var lokiLabelsCache = struct {
+       sync.Mutex
+       items map[string]cachedLokiLabels
+}{
+       items: map[string]cachedLokiLabels{},
+}
+
+type cachedLokiLabels struct {
+       labels    map[string]struct{}
+       expiresAt time.Time
+}
+
+type lokiClient struct {
+       config observabilitycfg.LogProviderConfig
+       client *http.Client
+}
+
+type lokiQueryRangeResp struct {
+       Status string `json:"status"`
+       Data   struct {
+               Result []lokiStream `json:"result"`
+       } `json:"data"`
+       Error string `json:"error,omitempty"`
+}
+
+type lokiLabelsResp struct {
+       Status string   `json:"status"`
+       Data   []string `json:"data"`
+       Error  string   `json:"error,omitempty"`
+}
+
+type lokiStream struct {
+       Stream map[string]string `json:"stream"`
+       Values [][]string        `json:"values"`
+}
+
+func newLokiClient(cfg observabilitycfg.LogProviderConfig) *lokiClient {
+       return &lokiClient{
+               config: cfg,
+               client: &http.Client{Timeout: 30 * time.Second},
+       }
+}
+
+func (c *lokiClient) search(ctx context.Context, req *SearchLogsReq) 
(*SearchLogsResp, error) {
+       if req.Limit <= 0 {
+               req.Limit = defaultLogLimit
+       }
+       start, end, err := resolveTimeRange(req.StartTime, req.EndTime)
+       if err != nil {
+               return nil, err
+       }
+
+       labelNames, _ := c.labelNames(ctx, start, end)
+       queries := buildLogQLQueriesWithLabels(req, labelNames)
+       merged := &SearchLogsResp{SourceEngine: "loki", Logs: make([]LogItem, 
0, req.Limit)}
+       seen := map[string]struct{}{}
+       for _, query := range queries {
+               logs, err := c.queryRange(ctx, query, start, end, req.Limit)
+               if err != nil {
+                       return nil, err
+               }
+               // remove duplicates
+               for _, item := range logs {
+                       key := dedupeKey(item)
+                       if _, ok := seen[key]; ok {
+                               continue
+                       }
+                       seen[key] = struct{}{}
+                       merged.Logs = append(merged.Logs, item)
+                       if len(merged.Logs) >= req.Limit {
+                               break
+                       }
+               }
+               if len(merged.Logs) >= req.Limit {
+                       break
+               }
+       }
+
+       sort.SliceStable(merged.Logs, func(i, j int) bool {
+               return merged.Logs[i].Timestamp > merged.Logs[j].Timestamp
+       })
+       return merged, nil
+}
+
+func (c *lokiClient) capabilities(ctx context.Context, req 
*LogCapabilitiesReq) (*LogCapabilitiesResp, error) {
+       start, end, err := resolveTimeRange(req.StartTime, req.EndTime)
+       if err != nil {
+               return nil, err
+       }
+       labelNames, err := c.labelNames(ctx, start, end)
+       if err != nil {
+               return nil, err
+       }
+
+       return &LogCapabilitiesResp{
+               AvailableLabels: supportedLabels(labelNames),
+               SupportedFilters: []string{
+                       "mesh",
+                       "appName",
+                       "serviceName",
+                       "instanceName",
+                       "traceId",
+                       "keywords",
+                       "startTime",
+                       "endTime",
+                       "limit",
+               },
+               LabelFilters: map[string][]string{
+                       "mesh":         matchingLabels([]string{"mesh"}, 
labelNames),
+                       "appName":      matchingLabels([]string{"app", 
"appName"}, labelNames),
+                       "serviceName":  matchingLabels([]string{"service", 
"serviceName", "service_name"}, labelNames),
+                       "instanceName": matchingLabels([]string{"instance", 
"instanceName", "pod"}, labelNames),
+               },
+               ContentFilters: []string{"traceId", "keywords"},
+               FallbackLabel:  fallbackSelectorLabel(labelNames),
+               SourceEngine:   "loki",
+       }, nil
+}
+
+func (c *lokiClient) queryRange(ctx context.Context, query string, start, end 
time.Time, limit int) ([]LogItem, error) {
+       queryURL, err := c.queryRangeURL(query, start, end, limit)
+       if err != nil {
+               return nil, err
+       }
+       httpReq, err := http.NewRequestWithContext(ctx, http.MethodGet, 
queryURL, nil)
+       if err != nil {
+               return nil, bizerror.Wrap(err, bizerror.InternalError, "failed 
to create loki query request")
+       }
+       if c.config.Tenant != "" {
+               httpReq.Header.Set("X-Scope-OrgID", c.config.Tenant)
+       }
+
+       httpResp, err := c.client.Do(httpReq)
+       if err != nil {
+               return nil, bizerror.Wrap(err, bizerror.NetWorkError, "failed 
to query loki")
+       }
+       defer httpResp.Body.Close()
+       if httpResp.StatusCode < http.StatusOK || httpResp.StatusCode >= 
http.StatusMultipleChoices {
+               body, _ := io.ReadAll(io.LimitReader(httpResp.Body, 4096))
+               return nil, bizerror.New(bizerror.NetWorkError,
+                       fmt.Sprintf("loki query failed with status %d: %s", 
httpResp.StatusCode, strings.TrimSpace(string(body))))
+       }
+
+       var lokiResp lokiQueryRangeResp
+       if err := json.NewDecoder(httpResp.Body).Decode(&lokiResp); err != nil {
+               return nil, bizerror.Wrap(err, bizerror.JsonError, "failed to 
decode loki query response")
+       }
+       if lokiResp.Status != "success" {
+               if lokiResp.Error != "" {
+                       return nil, bizerror.New(bizerror.NetWorkError, 
fmt.Sprintf("loki query failed: %s", lokiResp.Error))
+               }
+               return nil, bizerror.New(bizerror.NetWorkError, 
fmt.Sprintf("loki query returned status %q", lokiResp.Status))
+       }
+       return normalizeLokiLogs(lokiResp), nil
+}
+
+func (c *lokiClient) labelNames(ctx context.Context, start, end time.Time) 
(map[string]struct{}, error) {
+       cacheKey := c.labelCacheKey()
+       now := time.Now()
+       lokiLabelsCache.Lock()
+       if cached, ok := lokiLabelsCache.items[cacheKey]; ok && 
now.Before(cached.expiresAt) {
+               labels := cloneLabelSet(cached.labels)
+               lokiLabelsCache.Unlock()
+               return labels, nil
+       }
+       lokiLabelsCache.Unlock()
+
+       labelsURL, err := c.labelsURL(start, end)
+       if err != nil {
+               return nil, err
+       }
+       httpReq, err := http.NewRequestWithContext(ctx, http.MethodGet, 
labelsURL, nil)
+       if err != nil {
+               return nil, bizerror.Wrap(err, bizerror.InternalError, "failed 
to create loki labels request")
+       }
+       if c.config.Tenant != "" {
+               httpReq.Header.Set("X-Scope-OrgID", c.config.Tenant)
+       }
+
+       httpResp, err := c.client.Do(httpReq)
+       if err != nil {
+               return nil, bizerror.Wrap(err, bizerror.NetWorkError, "failed 
to query loki labels")
+       }
+       defer httpResp.Body.Close()
+       if httpResp.StatusCode < http.StatusOK || httpResp.StatusCode >= 
http.StatusMultipleChoices {
+               body, _ := io.ReadAll(io.LimitReader(httpResp.Body, 4096))
+               return nil, bizerror.New(bizerror.NetWorkError,
+                       fmt.Sprintf("loki labels query failed with status %d: 
%s", httpResp.StatusCode, strings.TrimSpace(string(body))))
+       }
+
+       var labelsResp lokiLabelsResp
+       if err := json.NewDecoder(httpResp.Body).Decode(&labelsResp); err != 
nil {
+               return nil, bizerror.Wrap(err, bizerror.JsonError, "failed to 
decode loki labels response")
+       }
+       if labelsResp.Status != "success" {
+               if labelsResp.Error != "" {
+                       return nil, bizerror.New(bizerror.NetWorkError, 
fmt.Sprintf("loki labels query failed: %s", labelsResp.Error))
+               }
+               return nil, bizerror.New(bizerror.NetWorkError, 
fmt.Sprintf("loki labels query returned status %q", labelsResp.Status))
+       }
+
+       labels := make(map[string]struct{}, len(labelsResp.Data))
+       for _, label := range labelsResp.Data {
+               labels[label] = struct{}{}
+       }
+
+       lokiLabelsCache.Lock()
+       lokiLabelsCache.items[cacheKey] = cachedLokiLabels{
+               labels:    cloneLabelSet(labels),
+               expiresAt: now.Add(labelCacheTTL),
+       }
+       lokiLabelsCache.Unlock()
+       return labels, nil
+}
+
+func (c *lokiClient) labelCacheKey() string {
+       return c.config.Endpoint + "|" + c.config.Tenant
+}
+
+func cloneLabelSet(labels map[string]struct{}) map[string]struct{} {
+       if labels == nil {
+               return nil
+       }
+       cloned := make(map[string]struct{}, len(labels))
+       for label := range labels {
+               cloned[label] = struct{}{}
+       }
+       return cloned
+}
+
+// e.g: endpoint: 
{endpoint}/loki/api/v1/query_range?query={app="order-service"}&start=1717200000000000000&end=1717203600000000000&limit=100&direction=backward
+func (c *lokiClient) queryRangeURL(logQL string, start, end time.Time, limit 
int) (string, error) {
+       baseURL, err := url.Parse(c.config.Endpoint)
+       if err != nil {
+               return "", bizerror.Wrap(err, bizerror.ConfigError, "invalid 
loki endpoint")
+       }
+       baseURL.Path = strings.TrimRight(baseURL.Path, "/") + 
"/loki/api/v1/query_range"
+
+       query := baseURL.Query()
+       query.Set("query", logQL)
+       query.Set("start", strconv.FormatInt(start.UnixNano(), 10))
+       query.Set("end", strconv.FormatInt(end.UnixNano(), 10))
+       query.Set("limit", strconv.Itoa(limit))
+       query.Set("direction", "backward")
+       baseURL.RawQuery = query.Encode()
+       return baseURL.String(), nil
+}
+
+func (c *lokiClient) labelsURL(start, end time.Time) (string, error) {
+       baseURL, err := url.Parse(c.config.Endpoint)
+       if err != nil {
+               return "", bizerror.Wrap(err, bizerror.ConfigError, "invalid 
loki endpoint")
+       }
+       baseURL.Path = strings.TrimRight(baseURL.Path, "/") + 
"/loki/api/v1/labels"
+
+       query := baseURL.Query()
+       query.Set("start", strconv.FormatInt(start.UnixNano(), 10))
+       query.Set("end", strconv.FormatInt(end.UnixNano(), 10))
+       baseURL.RawQuery = query.Encode()
+       return baseURL.String(), nil
+}
+
+func buildLogQLQueries(req *SearchLogsReq) []string {
+       return buildLogQLQueriesWithLabels(req, nil)
+}
+
+func buildLogQLQueriesWithLabels(req *SearchLogsReq, labelNames 
map[string]struct{}) []string {
+       selectors := buildStreamSelectorsWithLabels(req, labelNames)
+       queries := make([]string, 0, len(selectors))
+       for _, selector := range selectors {
+               query := selector
+               if req.Keywords != "" {
+                       query += " |= " + strconv.Quote(req.Keywords)
+               }
+               if req.TraceID != "" {
+                       query += " |= " + strconv.Quote(req.TraceID)
+               }
+               queries = append(queries, query)
+       }
+       return queries
+}
+
+func buildStreamSelectors(req *SearchLogsReq) []string {
+       return buildStreamSelectorsWithLabels(req, nil)
+}
+
+func buildStreamSelectorsWithLabels(req *SearchLogsReq, labelNames 
map[string]struct{}) []string {
+       labelGroups := make([][]string, 0, 4)
+       if req.Mesh != "" {
+               labelGroups = append(labelGroups, 
labelMatchersWithLabels([]string{"mesh"}, req.Mesh, labelNames))
+       }
+       if req.AppName != "" {
+               labelGroups = append(labelGroups, 
labelMatchersWithLabels([]string{"app", "appName"}, req.AppName, labelNames))
+       }
+       if req.ServiceName != "" {
+               labelGroups = append(labelGroups, 
labelMatchersWithLabels([]string{"service", "serviceName", "service_name"}, 
req.ServiceName, labelNames))
+       }
+       if req.InstanceName != "" {
+               labelGroups = append(labelGroups, 
labelMatchersWithLabels([]string{"instance", "instanceName", "pod"}, 
req.InstanceName, labelNames))
+       }
+       if len(labelGroups) == 0 {
+               return []string{fmt.Sprintf("{%s=~%s}", 
fallbackSelectorLabel(labelNames), strconv.Quote(".+"))}
+       }
+
+       // Cartesian product
+       selectors := []string{""}
+       for _, group := range labelGroups {
+               next := make([]string, 0, len(selectors)*len(group))
+               for _, prefix := range selectors {
+                       for _, matcher := range group {
+                               if prefix == "" {
+                                       next = append(next, matcher)
+                               } else {
+                                       next = append(next, prefix+", "+matcher)
+                               }
+                       }
+               }
+               selectors = next
+       }
+
+       result := make([]string, 0, len(selectors))
+       for _, selector := range selectors {
+               result = append(result, fmt.Sprintf("{%s}", selector))
+       }
+       return result
+}
+
+func labelMatchers(names []string, value string) []string {
+       return labelMatchersWithLabels(names, value, nil)
+}
+
+func labelMatchersWithLabels(names []string, value string, labelNames 
map[string]struct{}) []string {
+       selected := selectExistingLabels(names, labelNames)
+       matchers := make([]string, 0, len(names))
+       for _, name := range selected {
+               matchers = append(matchers, labelMatcher(name, value))
+       }
+       return matchers
+}
+
+func selectExistingLabels(names []string, labelNames map[string]struct{}) 
[]string {
+       if len(labelNames) == 0 {
+               return names
+       }
+       selected := make([]string, 0, len(names))
+       for _, name := range names {
+               if _, ok := labelNames[name]; ok {
+                       selected = append(selected, name)
+               }
+       }
+       if len(selected) == 0 {
+               return names
+       }
+       return selected
+}
+
+func matchingLabels(names []string, labelNames map[string]struct{}) []string {
+       selected := make([]string, 0, len(names))
+       for _, name := range names {
+               if _, ok := labelNames[name]; ok {
+                       selected = append(selected, name)
+               }
+       }
+       return selected
+}
+
+func fallbackSelectorLabel(labelNames map[string]struct{}) string {
+       if len(labelNames) == 0 {
+               return "namespace"
+       }
+       for _, label := range fallbackSelectorPriority {
+               if _, ok := labelNames[label]; ok {
+                       return label
+               }
+       }
+       return "namespace"
+}
+
+func supportedLabels(labelNames map[string]struct{}) []string {
+       labels := make([]string, 0, len(labelNames))
+       for label := range labelNames {
+               labels = append(labels, label)
+       }
+       sort.Strings(labels)
+       return labels
+}
+
+func labelMatcher(name, value string) string {
+       return fmt.Sprintf("%s=%s", name, strconv.Quote(value))
+}
+
+func resolveTimeRange(startRaw, endRaw string) (time.Time, time.Time, error) {
+       end := time.Now()
+       if endRaw != "" {
+               parsed, err := parseLogTime("endTime", endRaw)
+               if err != nil {
+                       return time.Time{}, time.Time{}, err
+               }
+               end = parsed
+       }
+       start := end.Add(-defaultQueryWindow)
+       if startRaw != "" {
+               parsed, err := parseLogTime("startTime", startRaw)
+               if err != nil {
+                       return time.Time{}, time.Time{}, err
+               }
+               start = parsed
+       }
+       if start.After(end) {
+               return time.Time{}, time.Time{}, 
bizerror.New(bizerror.InvalidArgument, "startTime must be less than or equal to 
endTime")
+       }
+       return start, end, nil
+}
+
+func parseLogTime(field, value string) (time.Time, error) {
+       if ts, err := time.Parse(time.RFC3339Nano, value); err == nil {
+               return ts, nil
+       }
+       if ns, err := strconv.ParseInt(value, 10, 64); err == nil {
+               return time.Unix(0, ns), nil
+       }
+       return time.Time{}, bizerror.New(bizerror.InvalidArgument,
+               fmt.Sprintf("%s must be RFC3339, RFC3339Nano, or Unix 
nanoseconds", field))
+}
+
+func normalizeLokiLogs(resp lokiQueryRangeResp) []LogItem {
+       logs := make([]LogItem, 0)
+       for _, stream := range resp.Data.Result {
+               for _, value := range stream.Values {
+                       if len(value) < 2 {
+                               continue
+                       }
+                       raw := value[1]
+                       message := extractLogField(raw, "msg", "message")
+                       if message == "" {
+                               message = raw
+                       }
+                       logs = append(logs, LogItem{
+                               Timestamp:    normalizeLogTimestamp(value[0], 
extractLogField(raw, "time", "timestamp")),
+                               AppName:      firstLabel(stream.Stream, "app", 
"appName"),
+                               ServiceName:  firstLabel(stream.Stream, 
"service", "serviceName", "service_name"),
+                               InstanceName: firstLabel(stream.Stream, 
"instance", "instanceName", "pod"),
+                               Severity:     
firstNonEmpty(extractLogField(raw, "level", "severity"), 
firstLabel(stream.Stream, "level", "severity", "detected_level")),
+                               Message:      message,
+                               TraceID:      extractLogField(raw, "trace_id", 
"traceId", "traceid"),
+                               SpanID:       extractLogField(raw, "span_id", 
"spanId", "spanid"),
+                               TraceFlags:   extractLogField(raw, 
"trace_flags", "traceFlags", "traceflags"),
+                               Attributes:   extraLabels(stream.Stream),
+                               Raw:          raw,
+                       })
+               }
+       }
+       return logs
+}
+
+func normalizeLogTimestamp(lokiTimestamp, logTimestamp string) string {
+       if logTimestamp != "" {
+               if parsed, err := time.Parse(time.RFC3339Nano, logTimestamp); 
err == nil {
+                       return parsed.UTC().Format(time.RFC3339Nano)
+               }
+       }
+       return normalizeLokiTimestamp(lokiTimestamp)
+}
+
+func normalizeLokiTimestamp(value string) string {
+       ns, err := strconv.ParseInt(value, 10, 64)
+       if err != nil {
+               return value
+       }
+       return time.Unix(0, ns).UTC().Format(time.RFC3339Nano)
+}
+
+// firstLabel returns the first label value that matches any of the keys, or 
an empty string if none matches
+func firstLabel(labels map[string]string, keys ...string) string {
+       for _, key := range keys {
+               if value := labels[key]; value != "" {
+                       return value
+               }
+       }
+       return ""
+}
+
+func firstNonEmpty(values ...string) string {
+       for _, value := range values {
+               if value != "" {
+                       return value
+               }
+       }
+       return ""
+}
+
+func extractLogField(message string, keys ...string) string {
+       if value := extractJSONLogField(message, keys...); value != "" {
+               return value
+       }
+       return extractTextLogField(message, keys...)
+}
+
+func extractJSONLogField(message string, keys ...string) string {
+       var payload map[string]any
+       if err := json.Unmarshal([]byte(message), &payload); err != nil {
+               return ""
+       }
+       for _, key := range keys {
+               if value := stringifyLogField(payload[key]); value != "" {
+                       return value
+               }
+       }
+       return ""
+}
+
+func stringifyLogField(value any) string {
+       switch v := value.(type) {
+       case string:
+               return v
+       case float64, bool:
+               return fmt.Sprint(v)
+       default:
+               return ""
+       }
+}
+
+func extractTextLogField(message string, keys ...string) string {
+       for _, key := range keys {
+               pattern := regexp.MustCompile(`(?i)(?:^|[\s{,])"?` + 
regexp.QuoteMeta(key) + `"?\s*[:=]\s*"?([^"\s,}]+)`)
+               if matches := pattern.FindStringSubmatch(message); len(matches) 
== 2 {
+                       return matches[1]
+               }
+       }
+       return ""
+}

Review Comment:
   `extractTextLogField` recompiles a regular expression for every key on every 
log line (`regexp.MustCompile` inside the loop). This is unnecessarily 
expensive in log-heavy responses; cache the compiled regex per key and reuse it.



##########
pkg/config/observability/logs.go:
##########
@@ -0,0 +1,89 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package observability
+
+import (
+       "fmt"
+       "net/url"
+
+       "github.com/duke-git/lancet/v2/strutil"
+
+       "github.com/apache/dubbo-admin/pkg/common/bizerror"
+)
+
+type LogProviderType string
+
+const (
+       LogProviderLoki LogProviderType = "loki"
+)
+
+type LogsConfig struct {
+       DefaultProvider string              `json:"defaultProvider" 
yaml:"defaultProvider"`
+       Providers       []LogProviderConfig `json:"providers" yaml:"providers"`
+}
+
+type LogProviderConfig struct {
+       Name     string          `json:"name" yaml:"name"`
+       Type     LogProviderType `json:"type" yaml:"type"`
+       Endpoint string          `json:"endpoint" yaml:"endpoint"`
+       Tenant   string          `json:"tenant,omitempty" 
yaml:"tenant,omitempty"`
+}
+
+func (c *LogsConfig) Validate() error {
+       if c == nil || len(c.Providers) == 0 {
+               return nil
+       }
+       if strutil.IsBlank(c.DefaultProvider) {
+               return bizerror.New(bizerror.ConfigError, "default log provider 
is required")
+       }
+
+       foundDefault := false
+       for _, provider := range c.Providers {
+               if strutil.IsBlank(provider.Name) {
+                       return bizerror.New(bizerror.ConfigError, "log provider 
name is required")
+               }
+               if provider.Name == c.DefaultProvider {
+                       foundDefault = true
+               }
+               if provider.Type != LogProviderLoki {
+                       return bizerror.New(bizerror.ConfigError, 
fmt.Sprintf("unsupported log provider type: %s", provider.Type))
+               }
+               if strutil.IsBlank(provider.Endpoint) {
+                       return bizerror.New(bizerror.ConfigError, "log provider 
endpoint is required")
+               }
+               if _, err := url.Parse(provider.Endpoint); err != nil {
+                       return bizerror.Wrap(err, bizerror.ConfigError, 
fmt.Sprintf("invalid log provider endpoint: %s", provider.Endpoint))
+               }

Review Comment:
   `url.Parse` accepts inputs like `localhost:3100` without returning an error 
(it treats them as paths), so invalid endpoints can pass validation and later 
fail at runtime. Validate that the parsed URL has a scheme and host.



##########
pkg/mcp/register.go:
##########
@@ -310,4 +311,35 @@ func RegisterTools(server *Server) {
                },
                Handler: tools.GetApplicationServices,
        })
+
+       logSearchProperties := logtools.LogSearchProperties()
+       server.RegisterTool(&common.ToolDef{
+               Name:        "search_logs",
+               Description: "查询 Dubbo 服务日志,支持按应用、服务、实例、TraceID 和关键字过滤",
+               InputSchema: common.InputSchema{
+                       Type:       "object",
+                       Properties: logSearchProperties,
+               },
+               Handler: logtools.SearchLogs,
+       })
+
+       server.RegisterTool(&common.ToolDef{
+               Name:        "analyze_error_logs",
+               Description: "分析错误日志并按错误模式聚合",
+               InputSchema: common.InputSchema{
+                       Type:       "object",
+                       Properties: logSearchProperties,
+               },
+               Handler: logtools.AnalyzeErrorLogs,
+       })
+
+       server.RegisterTool(&common.ToolDef{
+               Name:        "get_log_capabilities",
+               Description: "获取日志查询能力,返回 Loki 当前可用 labels 以及查询参数到 labels 的映射",

Review Comment:
   The PR description says it registers two MCP tools (`search_logs` and 
`analyze_error_logs`), but this file also registers `get_log_capabilities`. 
Either update the PR description to include the third tool or drop this 
registration if it's out of scope.



##########
pkg/mcp/tools/log/loki.go:
##########
@@ -0,0 +1,610 @@
+/*
+ * Licensed to the Apache Software Foundation (ASF) under one or more
+ * contributor license agreements.  See the NOTICE file distributed with
+ * this work for additional information regarding copyright ownership.
+ * The ASF licenses this file to You under the Apache License, Version 2.0
+ * (the "License"); you may not use this file except in compliance with
+ * the License.  You may obtain a copy of the License at
+ *
+ *     http://www.apache.org/licenses/LICENSE-2.0
+ *
+ * Unless required by applicable law or agreed to in writing, software
+ * distributed under the License is distributed on an "AS IS" BASIS,
+ * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+ * See the License for the specific language governing permissions and
+ * limitations under the License.
+ */
+
+package log
+
+import (
+       "context"
+       "encoding/json"
+       "fmt"
+       "io"
+       "net/http"
+       "net/url"
+       "regexp"
+       "sort"
+       "strconv"
+       "strings"
+       "sync"
+       "time"
+
+       "github.com/apache/dubbo-admin/pkg/common/bizerror"
+       observabilitycfg 
"github.com/apache/dubbo-admin/pkg/config/observability"
+)
+
+const (
+       defaultQueryWindow = time.Hour
+       labelCacheTTL      = 5 * time.Minute
+)
+
+var fallbackSelectorPriority = []string{
+       "namespace",
+       "job",
+       "app",
+       "appName",
+       "service_name",
+       "serviceName",
+       "service",
+       "pod",
+       "container",
+       "instance",
+       "instanceName",
+       "level",
+}
+
+var lokiLabelsCache = struct {
+       sync.Mutex
+       items map[string]cachedLokiLabels
+}{
+       items: map[string]cachedLokiLabels{},
+}
+
+type cachedLokiLabels struct {
+       labels    map[string]struct{}
+       expiresAt time.Time
+}
+
+type lokiClient struct {
+       config observabilitycfg.LogProviderConfig
+       client *http.Client
+}
+
+type lokiQueryRangeResp struct {
+       Status string `json:"status"`
+       Data   struct {
+               Result []lokiStream `json:"result"`
+       } `json:"data"`
+       Error string `json:"error,omitempty"`
+}
+
+type lokiLabelsResp struct {
+       Status string   `json:"status"`
+       Data   []string `json:"data"`
+       Error  string   `json:"error,omitempty"`
+}
+
+type lokiStream struct {
+       Stream map[string]string `json:"stream"`
+       Values [][]string        `json:"values"`
+}
+
+func newLokiClient(cfg observabilitycfg.LogProviderConfig) *lokiClient {
+       return &lokiClient{
+               config: cfg,
+               client: &http.Client{Timeout: 30 * time.Second},
+       }
+}
+
+func (c *lokiClient) search(ctx context.Context, req *SearchLogsReq) 
(*SearchLogsResp, error) {
+       if req.Limit <= 0 {
+               req.Limit = defaultLogLimit
+       }
+       start, end, err := resolveTimeRange(req.StartTime, req.EndTime)
+       if err != nil {
+               return nil, err
+       }
+
+       labelNames, _ := c.labelNames(ctx, start, end)
+       queries := buildLogQLQueriesWithLabels(req, labelNames)
+       merged := &SearchLogsResp{SourceEngine: "loki", Logs: make([]LogItem, 
0, req.Limit)}
+       seen := map[string]struct{}{}
+       for _, query := range queries {
+               logs, err := c.queryRange(ctx, query, start, end, req.Limit)
+               if err != nil {
+                       return nil, err
+               }
+               // remove duplicates
+               for _, item := range logs {
+                       key := dedupeKey(item)
+                       if _, ok := seen[key]; ok {
+                               continue
+                       }
+                       seen[key] = struct{}{}
+                       merged.Logs = append(merged.Logs, item)
+                       if len(merged.Logs) >= req.Limit {
+                               break
+                       }
+               }
+               if len(merged.Logs) >= req.Limit {
+                       break
+               }
+       }
+
+       sort.SliceStable(merged.Logs, func(i, j int) bool {
+               return merged.Logs[i].Timestamp > merged.Logs[j].Timestamp
+       })
+       return merged, nil
+}
+
+func (c *lokiClient) capabilities(ctx context.Context, req 
*LogCapabilitiesReq) (*LogCapabilitiesResp, error) {
+       start, end, err := resolveTimeRange(req.StartTime, req.EndTime)
+       if err != nil {
+               return nil, err
+       }
+       labelNames, err := c.labelNames(ctx, start, end)
+       if err != nil {
+               return nil, err
+       }
+
+       return &LogCapabilitiesResp{
+               AvailableLabels: supportedLabels(labelNames),
+               SupportedFilters: []string{
+                       "mesh",
+                       "appName",
+                       "serviceName",
+                       "instanceName",
+                       "traceId",
+                       "keywords",
+                       "startTime",
+                       "endTime",
+                       "limit",
+               },
+               LabelFilters: map[string][]string{
+                       "mesh":         matchingLabels([]string{"mesh"}, 
labelNames),
+                       "appName":      matchingLabels([]string{"app", 
"appName"}, labelNames),
+                       "serviceName":  matchingLabels([]string{"service", 
"serviceName", "service_name"}, labelNames),
+                       "instanceName": matchingLabels([]string{"instance", 
"instanceName", "pod"}, labelNames),
+               },
+               ContentFilters: []string{"traceId", "keywords"},
+               FallbackLabel:  fallbackSelectorLabel(labelNames),
+               SourceEngine:   "loki",
+       }, nil
+}
+
+func (c *lokiClient) queryRange(ctx context.Context, query string, start, end 
time.Time, limit int) ([]LogItem, error) {
+       queryURL, err := c.queryRangeURL(query, start, end, limit)
+       if err != nil {
+               return nil, err
+       }
+       httpReq, err := http.NewRequestWithContext(ctx, http.MethodGet, 
queryURL, nil)
+       if err != nil {
+               return nil, bizerror.Wrap(err, bizerror.InternalError, "failed 
to create loki query request")
+       }
+       if c.config.Tenant != "" {
+               httpReq.Header.Set("X-Scope-OrgID", c.config.Tenant)
+       }
+
+       httpResp, err := c.client.Do(httpReq)
+       if err != nil {
+               return nil, bizerror.Wrap(err, bizerror.NetWorkError, "failed 
to query loki")
+       }
+       defer httpResp.Body.Close()
+       if httpResp.StatusCode < http.StatusOK || httpResp.StatusCode >= 
http.StatusMultipleChoices {
+               body, _ := io.ReadAll(io.LimitReader(httpResp.Body, 4096))
+               return nil, bizerror.New(bizerror.NetWorkError,
+                       fmt.Sprintf("loki query failed with status %d: %s", 
httpResp.StatusCode, strings.TrimSpace(string(body))))
+       }
+
+       var lokiResp lokiQueryRangeResp
+       if err := json.NewDecoder(httpResp.Body).Decode(&lokiResp); err != nil {
+               return nil, bizerror.Wrap(err, bizerror.JsonError, "failed to 
decode loki query response")
+       }
+       if lokiResp.Status != "success" {
+               if lokiResp.Error != "" {
+                       return nil, bizerror.New(bizerror.NetWorkError, 
fmt.Sprintf("loki query failed: %s", lokiResp.Error))
+               }
+               return nil, bizerror.New(bizerror.NetWorkError, 
fmt.Sprintf("loki query returned status %q", lokiResp.Status))
+       }
+       return normalizeLokiLogs(lokiResp), nil
+}
+
+func (c *lokiClient) labelNames(ctx context.Context, start, end time.Time) 
(map[string]struct{}, error) {
+       cacheKey := c.labelCacheKey()
+       now := time.Now()
+       lokiLabelsCache.Lock()
+       if cached, ok := lokiLabelsCache.items[cacheKey]; ok && 
now.Before(cached.expiresAt) {
+               labels := cloneLabelSet(cached.labels)
+               lokiLabelsCache.Unlock()
+               return labels, nil
+       }
+       lokiLabelsCache.Unlock()
+
+       labelsURL, err := c.labelsURL(start, end)
+       if err != nil {
+               return nil, err
+       }
+       httpReq, err := http.NewRequestWithContext(ctx, http.MethodGet, 
labelsURL, nil)
+       if err != nil {
+               return nil, bizerror.Wrap(err, bizerror.InternalError, "failed 
to create loki labels request")
+       }
+       if c.config.Tenant != "" {
+               httpReq.Header.Set("X-Scope-OrgID", c.config.Tenant)
+       }
+
+       httpResp, err := c.client.Do(httpReq)
+       if err != nil {
+               return nil, bizerror.Wrap(err, bizerror.NetWorkError, "failed 
to query loki labels")
+       }
+       defer httpResp.Body.Close()
+       if httpResp.StatusCode < http.StatusOK || httpResp.StatusCode >= 
http.StatusMultipleChoices {
+               body, _ := io.ReadAll(io.LimitReader(httpResp.Body, 4096))
+               return nil, bizerror.New(bizerror.NetWorkError,
+                       fmt.Sprintf("loki labels query failed with status %d: 
%s", httpResp.StatusCode, strings.TrimSpace(string(body))))
+       }
+
+       var labelsResp lokiLabelsResp
+       if err := json.NewDecoder(httpResp.Body).Decode(&labelsResp); err != 
nil {
+               return nil, bizerror.Wrap(err, bizerror.JsonError, "failed to 
decode loki labels response")
+       }
+       if labelsResp.Status != "success" {
+               if labelsResp.Error != "" {
+                       return nil, bizerror.New(bizerror.NetWorkError, 
fmt.Sprintf("loki labels query failed: %s", labelsResp.Error))
+               }
+               return nil, bizerror.New(bizerror.NetWorkError, 
fmt.Sprintf("loki labels query returned status %q", labelsResp.Status))
+       }
+
+       labels := make(map[string]struct{}, len(labelsResp.Data))
+       for _, label := range labelsResp.Data {
+               labels[label] = struct{}{}
+       }
+
+       lokiLabelsCache.Lock()
+       lokiLabelsCache.items[cacheKey] = cachedLokiLabels{
+               labels:    cloneLabelSet(labels),
+               expiresAt: now.Add(labelCacheTTL),
+       }
+       lokiLabelsCache.Unlock()
+       return labels, nil
+}
+
+func (c *lokiClient) labelCacheKey() string {
+       return c.config.Endpoint + "|" + c.config.Tenant
+}
+
+func cloneLabelSet(labels map[string]struct{}) map[string]struct{} {
+       if labels == nil {
+               return nil
+       }
+       cloned := make(map[string]struct{}, len(labels))
+       for label := range labels {
+               cloned[label] = struct{}{}
+       }
+       return cloned
+}
+
+// e.g: endpoint: 
{endpoint}/loki/api/v1/query_range?query={app="order-service"}&start=1717200000000000000&end=1717203600000000000&limit=100&direction=backward
+func (c *lokiClient) queryRangeURL(logQL string, start, end time.Time, limit 
int) (string, error) {
+       baseURL, err := url.Parse(c.config.Endpoint)
+       if err != nil {
+               return "", bizerror.Wrap(err, bizerror.ConfigError, "invalid 
loki endpoint")
+       }
+       baseURL.Path = strings.TrimRight(baseURL.Path, "/") + 
"/loki/api/v1/query_range"
+
+       query := baseURL.Query()
+       query.Set("query", logQL)
+       query.Set("start", strconv.FormatInt(start.UnixNano(), 10))
+       query.Set("end", strconv.FormatInt(end.UnixNano(), 10))
+       query.Set("limit", strconv.Itoa(limit))
+       query.Set("direction", "backward")
+       baseURL.RawQuery = query.Encode()
+       return baseURL.String(), nil
+}
+
+func (c *lokiClient) labelsURL(start, end time.Time) (string, error) {
+       baseURL, err := url.Parse(c.config.Endpoint)
+       if err != nil {
+               return "", bizerror.Wrap(err, bizerror.ConfigError, "invalid 
loki endpoint")
+       }
+       baseURL.Path = strings.TrimRight(baseURL.Path, "/") + 
"/loki/api/v1/labels"
+
+       query := baseURL.Query()
+       query.Set("start", strconv.FormatInt(start.UnixNano(), 10))
+       query.Set("end", strconv.FormatInt(end.UnixNano(), 10))
+       baseURL.RawQuery = query.Encode()
+       return baseURL.String(), nil
+}
+
+func buildLogQLQueries(req *SearchLogsReq) []string {
+       return buildLogQLQueriesWithLabels(req, nil)
+}
+
+func buildLogQLQueriesWithLabels(req *SearchLogsReq, labelNames 
map[string]struct{}) []string {
+       selectors := buildStreamSelectorsWithLabels(req, labelNames)
+       queries := make([]string, 0, len(selectors))
+       for _, selector := range selectors {
+               query := selector
+               if req.Keywords != "" {
+                       query += " |= " + strconv.Quote(req.Keywords)
+               }
+               if req.TraceID != "" {
+                       query += " |= " + strconv.Quote(req.TraceID)
+               }
+               queries = append(queries, query)
+       }
+       return queries
+}
+
+func buildStreamSelectors(req *SearchLogsReq) []string {
+       return buildStreamSelectorsWithLabels(req, nil)
+}
+
+func buildStreamSelectorsWithLabels(req *SearchLogsReq, labelNames 
map[string]struct{}) []string {
+       labelGroups := make([][]string, 0, 4)
+       if req.Mesh != "" {
+               labelGroups = append(labelGroups, 
labelMatchersWithLabels([]string{"mesh"}, req.Mesh, labelNames))
+       }
+       if req.AppName != "" {
+               labelGroups = append(labelGroups, 
labelMatchersWithLabels([]string{"app", "appName"}, req.AppName, labelNames))
+       }
+       if req.ServiceName != "" {
+               labelGroups = append(labelGroups, 
labelMatchersWithLabels([]string{"service", "serviceName", "service_name"}, 
req.ServiceName, labelNames))
+       }
+       if req.InstanceName != "" {
+               labelGroups = append(labelGroups, 
labelMatchersWithLabels([]string{"instance", "instanceName", "pod"}, 
req.InstanceName, labelNames))
+       }
+       if len(labelGroups) == 0 {
+               return []string{fmt.Sprintf("{%s=~%s}", 
fallbackSelectorLabel(labelNames), strconv.Quote(".+"))}
+       }
+
+       // Cartesian product
+       selectors := []string{""}
+       for _, group := range labelGroups {
+               next := make([]string, 0, len(selectors)*len(group))
+               for _, prefix := range selectors {
+                       for _, matcher := range group {
+                               if prefix == "" {
+                                       next = append(next, matcher)
+                               } else {
+                                       next = append(next, prefix+", "+matcher)
+                               }
+                       }
+               }
+               selectors = next
+       }
+
+       result := make([]string, 0, len(selectors))
+       for _, selector := range selectors {
+               result = append(result, fmt.Sprintf("{%s}", selector))
+       }
+       return result
+}
+
+func labelMatchers(names []string, value string) []string {
+       return labelMatchersWithLabels(names, value, nil)
+}
+
+func labelMatchersWithLabels(names []string, value string, labelNames 
map[string]struct{}) []string {
+       selected := selectExistingLabels(names, labelNames)
+       matchers := make([]string, 0, len(names))
+       for _, name := range selected {
+               matchers = append(matchers, labelMatcher(name, value))
+       }
+       return matchers
+}
+
+func selectExistingLabels(names []string, labelNames map[string]struct{}) 
[]string {
+       if len(labelNames) == 0 {
+               return names
+       }
+       selected := make([]string, 0, len(names))
+       for _, name := range names {
+               if _, ok := labelNames[name]; ok {
+                       selected = append(selected, name)
+               }
+       }
+       if len(selected) == 0 {
+               return names
+       }
+       return selected
+}
+
+func matchingLabels(names []string, labelNames map[string]struct{}) []string {
+       selected := make([]string, 0, len(names))
+       for _, name := range names {
+               if _, ok := labelNames[name]; ok {
+                       selected = append(selected, name)
+               }
+       }
+       return selected
+}
+
+func fallbackSelectorLabel(labelNames map[string]struct{}) string {
+       if len(labelNames) == 0 {
+               return "namespace"
+       }
+       for _, label := range fallbackSelectorPriority {
+               if _, ok := labelNames[label]; ok {
+                       return label
+               }
+       }
+       return "namespace"
+}
+
+func supportedLabels(labelNames map[string]struct{}) []string {
+       labels := make([]string, 0, len(labelNames))
+       for label := range labelNames {
+               labels = append(labels, label)
+       }
+       sort.Strings(labels)
+       return labels
+}
+
+func labelMatcher(name, value string) string {
+       return fmt.Sprintf("%s=%s", name, strconv.Quote(value))
+}
+
+func resolveTimeRange(startRaw, endRaw string) (time.Time, time.Time, error) {
+       end := time.Now()
+       if endRaw != "" {
+               parsed, err := parseLogTime("endTime", endRaw)
+               if err != nil {
+                       return time.Time{}, time.Time{}, err
+               }
+               end = parsed
+       }
+       start := end.Add(-defaultQueryWindow)
+       if startRaw != "" {
+               parsed, err := parseLogTime("startTime", startRaw)
+               if err != nil {
+                       return time.Time{}, time.Time{}, err
+               }
+               start = parsed
+       }
+       if start.After(end) {
+               return time.Time{}, time.Time{}, 
bizerror.New(bizerror.InvalidArgument, "startTime must be less than or equal to 
endTime")
+       }
+       return start, end, nil
+}
+
+func parseLogTime(field, value string) (time.Time, error) {
+       if ts, err := time.Parse(time.RFC3339Nano, value); err == nil {
+               return ts, nil
+       }
+       if ns, err := strconv.ParseInt(value, 10, 64); err == nil {
+               return time.Unix(0, ns), nil
+       }
+       return time.Time{}, bizerror.New(bizerror.InvalidArgument,
+               fmt.Sprintf("%s must be RFC3339, RFC3339Nano, or Unix 
nanoseconds", field))
+}
+
+func normalizeLokiLogs(resp lokiQueryRangeResp) []LogItem {
+       logs := make([]LogItem, 0)
+       for _, stream := range resp.Data.Result {
+               for _, value := range stream.Values {
+                       if len(value) < 2 {
+                               continue
+                       }
+                       raw := value[1]
+                       message := extractLogField(raw, "msg", "message")
+                       if message == "" {
+                               message = raw
+                       }
+                       logs = append(logs, LogItem{
+                               Timestamp:    normalizeLogTimestamp(value[0], 
extractLogField(raw, "time", "timestamp")),
+                               AppName:      firstLabel(stream.Stream, "app", 
"appName"),
+                               ServiceName:  firstLabel(stream.Stream, 
"service", "serviceName", "service_name"),
+                               InstanceName: firstLabel(stream.Stream, 
"instance", "instanceName", "pod"),
+                               Severity:     
firstNonEmpty(extractLogField(raw, "level", "severity"), 
firstLabel(stream.Stream, "level", "severity", "detected_level")),
+                               Message:      message,
+                               TraceID:      extractLogField(raw, "trace_id", 
"traceId", "traceid"),
+                               SpanID:       extractLogField(raw, "span_id", 
"spanId", "spanid"),
+                               TraceFlags:   extractLogField(raw, 
"trace_flags", "traceFlags", "traceflags"),
+                               Attributes:   extraLabels(stream.Stream),
+                               Raw:          raw,
+                       })
+               }
+       }
+       return logs
+}
+
+func normalizeLogTimestamp(lokiTimestamp, logTimestamp string) string {
+       if logTimestamp != "" {
+               if parsed, err := time.Parse(time.RFC3339Nano, logTimestamp); 
err == nil {
+                       return parsed.UTC().Format(time.RFC3339Nano)
+               }
+       }
+       return normalizeLokiTimestamp(lokiTimestamp)
+}
+
+func normalizeLokiTimestamp(value string) string {
+       ns, err := strconv.ParseInt(value, 10, 64)
+       if err != nil {
+               return value
+       }
+       return time.Unix(0, ns).UTC().Format(time.RFC3339Nano)
+}
+
+// firstLabel returns the first label value that matches any of the keys, or 
an empty string if none matches
+func firstLabel(labels map[string]string, keys ...string) string {
+       for _, key := range keys {
+               if value := labels[key]; value != "" {
+                       return value
+               }
+       }
+       return ""
+}
+
+func firstNonEmpty(values ...string) string {
+       for _, value := range values {
+               if value != "" {
+                       return value
+               }
+       }
+       return ""
+}
+
+func extractLogField(message string, keys ...string) string {
+       if value := extractJSONLogField(message, keys...); value != "" {
+               return value
+       }
+       return extractTextLogField(message, keys...)
+}
+
+func extractJSONLogField(message string, keys ...string) string {
+       var payload map[string]any
+       if err := json.Unmarshal([]byte(message), &payload); err != nil {
+               return ""
+       }
+       for _, key := range keys {
+               if value := stringifyLogField(payload[key]); value != "" {
+                       return value
+               }
+       }
+       return ""
+}
+
+func stringifyLogField(value any) string {
+       switch v := value.(type) {
+       case string:
+               return v
+       case float64, bool:
+               return fmt.Sprint(v)
+       default:
+               return ""
+       }
+}
+
+func extractTextLogField(message string, keys ...string) string {
+       for _, key := range keys {
+               pattern := regexp.MustCompile(`(?i)(?:^|[\s{,])"?` + 
regexp.QuoteMeta(key) + `"?\s*[:=]\s*"?([^"\s,}]+)`)
+               if matches := pattern.FindStringSubmatch(message); len(matches) 
== 2 {
+                       return matches[1]
+               }
+       }
+       return ""
+}
+
+// extraLabels returns all labels except the ones used to filter the logs
+func extraLabels(labels map[string]string) map[string]string {
+       attrs := make(map[string]string)
+       for key, value := range labels {
+               switch key {
+               case "mesh", "app", "appName", "service", "serviceName", 
"service_name", "instance", "instanceName",
+                       "pod", "level", "severity", "detected_level", 
"trace_id", "traceId", "traceid", "span_id", "spanId", "spanid":
+                       continue

Review Comment:
   `extraLabels` excludes `trace_id`/`span_id` keys but not `trace_flags` 
variants. If `trace_flags` is present as a Loki label, it will be duplicated 
under `attributes` instead of being treated as trace context consistently.



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