diff --git a/internal/runtime/executor/compat_helpers.go b/internal/runtime/executor/compat_helpers.go
index 1d4289db..2d437d9b 100644
--- a/internal/runtime/executor/compat_helpers.go
+++ b/internal/runtime/executor/compat_helpers.go
@@ -8,7 +8,9 @@ import (
 	"github.com/router-for-me/CLIProxyAPI/v6/internal/config"
 	"github.com/router-for-me/CLIProxyAPI/v6/internal/runtime/executor/helps"
 	cliproxyauth "github.com/router-for-me/CLIProxyAPI/v6/sdk/cliproxy/auth"
+	cliproxyexecutor "github.com/router-for-me/CLIProxyAPI/v6/sdk/cliproxy/executor"
 	"github.com/router-for-me/CLIProxyAPI/v6/sdk/cliproxy/usage"
+	"github.com/tidwall/gjson"
 	"github.com/tiktoken-go/tokenizer"
 )
 
@@ -47,3 +49,81 @@ func countClaudeChatTokens(enc tokenizer.Codec, payload []byte) (int64, error) {
 func buildOpenAIUsageJSON(count int64) []byte {
 	return helps.BuildOpenAIUsageJSON(count)
 }
+
+type upstreamRequestLog = helps.UpstreamRequestLog
+
+func recordAPIRequest(ctx context.Context, cfg *config.Config, info upstreamRequestLog) {
+	helps.RecordAPIRequest(ctx, cfg, info)
+}
+
+func recordAPIResponseMetadata(ctx context.Context, cfg *config.Config, status int, headers http.Header) {
+	helps.RecordAPIResponseMetadata(ctx, cfg, status, headers)
+}
+
+func recordAPIResponseError(ctx context.Context, cfg *config.Config, err error) {
+	helps.RecordAPIResponseError(ctx, cfg, err)
+}
+
+func appendAPIResponseChunk(ctx context.Context, cfg *config.Config, chunk []byte) {
+	helps.AppendAPIResponseChunk(ctx, cfg, chunk)
+}
+
+func payloadRequestedModel(opts cliproxyexecutor.Options, fallback string) string {
+	return helps.PayloadRequestedModel(opts, fallback)
+}
+
+func applyPayloadConfigWithRoot(cfg *config.Config, model, protocol, root string, payload, original []byte, requestedModel string) []byte {
+	return helps.ApplyPayloadConfigWithRoot(cfg, model, protocol, root, payload, original, requestedModel)
+}
+
+func summarizeErrorBody(contentType string, body []byte) string {
+	return helps.SummarizeErrorBody(contentType, body)
+}
+
+func apiKeyFromContext(ctx context.Context) string {
+	return helps.APIKeyFromContext(ctx)
+}
+
+func tokenizerForModel(model string) (tokenizer.Codec, error) {
+	return helps.TokenizerForModel(model)
+}
+
+func collectOpenAIContent(content gjson.Result, segments *[]string) {
+	helps.CollectOpenAIContent(content, segments)
+}
+
+type usageReporter struct {
+	reporter *helps.UsageReporter
+}
+
+func newUsageReporter(ctx context.Context, provider, model string, auth *cliproxyauth.Auth) *usageReporter {
+	return &usageReporter{reporter: helps.NewUsageReporter(ctx, provider, model, auth)}
+}
+
+func (r *usageReporter) publish(ctx context.Context, detail usage.Detail) {
+	if r == nil || r.reporter == nil {
+		return
+	}
+	r.reporter.Publish(ctx, detail)
+}
+
+func (r *usageReporter) publishFailure(ctx context.Context) {
+	if r == nil || r.reporter == nil {
+		return
+	}
+	r.reporter.PublishFailure(ctx)
+}
+
+func (r *usageReporter) trackFailure(ctx context.Context, errPtr *error) {
+	if r == nil || r.reporter == nil {
+		return
+	}
+	r.reporter.TrackFailure(ctx, errPtr)
+}
+
+func (r *usageReporter) ensurePublished(ctx context.Context) {
+	if r == nil || r.reporter == nil {
+		return
+	}
+	r.reporter.EnsurePublished(ctx)
+}
diff --git a/internal/runtime/executor/helps/token_helpers.go b/internal/runtime/executor/helps/token_helpers.go
index 592f7a49..44c31ddd 100644
--- a/internal/runtime/executor/helps/token_helpers.go
+++ b/internal/runtime/executor/helps/token_helpers.go
@@ -201,6 +201,10 @@ func collectOpenAIContent(content gjson.Result, segments *[]string) {
 	}
 }
 
+func CollectOpenAIContent(content gjson.Result, segments *[]string) {
+	collectOpenAIContent(content, segments)
+}
+
 func collectOpenAIToolCalls(calls gjson.Result, segments *[]string) {
 	if !calls.Exists() || !calls.IsArray() {
 		return