feat: introduce custom provider example and remove redundant debug logs

- Added `examples/custom-provider/main.go` showcasing custom executor and translator integration using the SDK. - Removed redundant debug logs from translator modules to enhance code cleanliness. - Updated SDK documentation with new usage and advanced examples. - Expanded the management API with new endpoints, including request logging and GPT-5 Codex features.
2026-02-03 04:50:52 +08:00 · 2025-09-22 03:37:53 +08:00
parent d5ad5fab87
commit f81898c906
54 changed files with 907 additions and 101 deletions
--- a/internal/translator/claude/gemini-cli/claude_gemini-cli_request.go
+++ b/internal/translator/claude/gemini-cli/claude_gemini-cli_request.go
@@ -9,7 +9,6 @@ import (
 	"bytes"

 	. "github.com/router-for-me/CLIProxyAPI/v6/internal/translator/claude/gemini"
-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -31,7 +30,6 @@ import (
 // Returns:
 //   - []byte: The transformed request data in Claude Code API format
 func ConvertGeminiCLIRequestToClaude(modelName string, inputRawJSON []byte, stream bool) []byte {
-	log.Debug("ConvertGeminiCLIRequestToClaude")
 	rawJSON := bytes.Clone(inputRawJSON)

 	modelResult := gjson.GetBytes(rawJSON, "model")
--- a/internal/translator/claude/gemini-cli/claude_gemini-cli_response.go
+++ b/internal/translator/claude/gemini-cli/claude_gemini-cli_response.go
@@ -8,7 +8,6 @@ import (
 	"context"

 	. "github.com/router-for-me/CLIProxyAPI/v6/internal/translator/claude/gemini"
-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/sjson"
 )

@@ -26,7 +25,6 @@ import (
 // Returns:
 //   - []string: A slice of strings, each containing a Gemini-compatible JSON response wrapped in a response object
 func ConvertClaudeResponseToGeminiCLI(ctx context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertClaudeResponseToGeminiCLI")
 	outputs := ConvertClaudeResponseToGemini(ctx, modelName, originalRequestRawJSON, requestRawJSON, rawJSON, param)
 	// Wrap each converted response in a "response" object to match Gemini CLI API structure
 	newOutputs := make([]string, 0)
@@ -51,7 +49,6 @@ func ConvertClaudeResponseToGeminiCLI(ctx context.Context, modelName string, ori
 // Returns:
 //   - string: A Gemini-compatible JSON response wrapped in a response object
 func ConvertClaudeResponseToGeminiCLINonStream(ctx context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) string {
-	log.Debug("ConvertClaudeResponseToGeminiCLINonStream")
 	strJSON := ConvertClaudeResponseToGeminiNonStream(ctx, modelName, originalRequestRawJSON, requestRawJSON, rawJSON, param)
 	// Wrap the converted response in a "response" object to match Gemini CLI API structure
 	json := `{"response": {}}`
--- a/internal/translator/claude/gemini/claude_gemini_request.go
+++ b/internal/translator/claude/gemini/claude_gemini_request.go
@@ -13,7 +13,6 @@ import (
 	"strings"

 	"github.com/router-for-me/CLIProxyAPI/v6/internal/util"
-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -37,7 +36,6 @@ import (
 // Returns:
 //   - []byte: The transformed request data in Claude Code API format
 func ConvertGeminiRequestToClaude(modelName string, inputRawJSON []byte, stream bool) []byte {
-	log.Debug("ConvertGeminiRequestToClaude")
 	rawJSON := bytes.Clone(inputRawJSON)
 	// Base Claude Code API template with default max_tokens value
 	out := `{"model":"","max_tokens":32000,"messages":[]}`
--- a/internal/translator/claude/gemini/claude_gemini_response.go
+++ b/internal/translator/claude/gemini/claude_gemini_response.go
@@ -12,7 +12,6 @@ import (
 	"strings"
 	"time"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -54,7 +53,6 @@ type ConvertAnthropicResponseToGeminiParams struct {
 // Returns:
 //   - []string: A slice of strings, each containing a Gemini-compatible JSON response
 func ConvertClaudeResponseToGemini(_ context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertClaudeResponseToGemini")
 	if *param == nil {
 		*param = &ConvertAnthropicResponseToGeminiParams{
 			Model:      modelName,
@@ -323,7 +321,6 @@ func convertMapToJSON(m map[string]interface{}) string {
 // Returns:
 //   - string: A Gemini-compatible JSON response containing all message content and metadata
 func ConvertClaudeResponseToGeminiNonStream(_ context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) string {
-	log.Debug("ConvertClaudeResponseToGeminiNonStream")
 	// Base Gemini response template for non-streaming with default values
 	template := `{"candidates":[{"content":{"role":"model","parts":[]},"finishReason":"STOP"}],"usageMetadata":{"trafficType":"PROVISIONED_THROUGHPUT"},"modelVersion":"","createTime":"","responseId":""}`

--- a/internal/translator/claude/openai/chat-completions/claude_openai_request.go
+++ b/internal/translator/claude/openai/chat-completions/claude_openai_request.go
@@ -12,7 +12,6 @@ import (
 	"math/big"
 	"strings"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -35,7 +34,6 @@ import (
 // Returns:
 //   - []byte: The transformed request data in Claude Code API format
 func ConvertOpenAIRequestToClaude(modelName string, inputRawJSON []byte, stream bool) []byte {
-	log.Debug("ConvertOpenAIRequestToClaude")
 	rawJSON := bytes.Clone(inputRawJSON)

 	// Base Claude Code API template with default max_tokens value
--- a/internal/translator/claude/openai/chat-completions/claude_openai_response.go
+++ b/internal/translator/claude/openai/chat-completions/claude_openai_response.go
@@ -13,7 +13,6 @@ import (
 	"strings"
 	"time"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -52,7 +51,6 @@ type ToolCallAccumulator struct {
 // Returns:
 //   - []string: A slice of strings, each containing an OpenAI-compatible JSON response
 func ConvertClaudeResponseToOpenAI(_ context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertClaudeResponseToOpenAI")
 	if *param == nil {
 		*param = &ConvertAnthropicResponseToOpenAIParams{
 			CreatedAt:    0,
@@ -280,7 +278,6 @@ func mapAnthropicStopReasonToOpenAI(anthropicReason string) string {
 // Returns:
 //   - string: An OpenAI-compatible JSON response containing all message content and metadata
 func ConvertClaudeResponseToOpenAINonStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) string {
-	log.Debug("ConvertClaudeResponseToOpenAINonStream")

 	chunks := make([][]byte, 0)

--- a/internal/translator/claude/openai/responses/claude_openai-responses_request.go
+++ b/internal/translator/claude/openai/responses/claude_openai-responses_request.go
@@ -6,7 +6,6 @@ import (
 	"math/big"
 	"strings"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -22,7 +21,6 @@ import (
 // - max_output_tokens -> max_tokens
 // - stream passthrough via parameter
 func ConvertOpenAIResponsesRequestToClaude(modelName string, inputRawJSON []byte, stream bool) []byte {
-	log.Debug("ConvertOpenAIResponsesRequestToClaude")
 	rawJSON := bytes.Clone(inputRawJSON)

 	// Base Claude message payload
--- a/internal/translator/claude/openai/responses/claude_openai-responses_response.go
+++ b/internal/translator/claude/openai/responses/claude_openai-responses_response.go
@@ -8,7 +8,6 @@ import (
 	"strings"
 	"time"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -43,7 +42,6 @@ func emitEvent(event string, payload string) string {

 // ConvertClaudeResponseToOpenAIResponses converts Claude SSE to OpenAI Responses SSE events.
 func ConvertClaudeResponseToOpenAIResponses(ctx context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertClaudeResponseToOpenAIResponses")
 	if *param == nil {
 		*param = &claudeToResponsesState{FuncArgsBuf: make(map[int]*strings.Builder), FuncNames: make(map[int]string), FuncCallIDs: make(map[int]string)}
 	}
@@ -391,7 +389,6 @@ func ConvertClaudeResponseToOpenAIResponses(ctx context.Context, modelName strin

 // ConvertClaudeResponseToOpenAIResponsesNonStream aggregates Claude SSE into a single OpenAI Responses JSON.
 func ConvertClaudeResponseToOpenAIResponsesNonStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) string {
-	log.Debug("ConvertClaudeResponseToOpenAIResponsesNonStream")
 	// Aggregate Claude SSE lines into a single OpenAI Responses JSON (non-stream)
 	// We follow the same aggregation logic as the streaming variant but produce
 	// one final object matching docs/out.json structure.
--- a/internal/translator/codex/claude/codex_claude_request.go
+++ b/internal/translator/codex/claude/codex_claude_request.go
@@ -12,7 +12,6 @@ import (
 	"strings"

 	"github.com/router-for-me/CLIProxyAPI/v6/internal/misc"
-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -36,7 +35,6 @@ import (
 // Returns:
 //   - []byte: The transformed request data in internal client format
 func ConvertClaudeRequestToCodex(modelName string, inputRawJSON []byte, _ bool) []byte {
-	log.Debug("ConvertClaudeRequestToCodex")
 	rawJSON := bytes.Clone(inputRawJSON)

 	template := `{"model":"","instructions":"","input":[]}`
--- a/internal/translator/codex/claude/codex_claude_response.go
+++ b/internal/translator/codex/claude/codex_claude_response.go
@@ -11,7 +11,6 @@ import (
 	"context"
 	"fmt"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -37,7 +36,6 @@ var (
 // Returns:
 //   - []string: A slice of strings, each containing a Claude Code-compatible JSON response
 func ConvertCodexResponseToClaude(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertCodexResponseToClaude")
 	if *param == nil {
 		hasToolCall := false
 		*param = &hasToolCall
@@ -179,7 +177,6 @@ func ConvertCodexResponseToClaude(_ context.Context, _ string, originalRequestRa
 // Returns:
 //   - string: A Claude Code-compatible JSON response containing all message content and metadata
 func ConvertCodexResponseToClaudeNonStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, _ []byte, _ *any) string {
-	log.Debug("ConvertCodexResponseToClaudeNonStream")
 	return ""
 }

--- a/internal/translator/codex/gemini-cli/codex_gemini-cli_request.go
+++ b/internal/translator/codex/gemini-cli/codex_gemini-cli_request.go
@@ -9,7 +9,6 @@ import (
 	"bytes"

 	. "github.com/router-for-me/CLIProxyAPI/v6/internal/translator/codex/gemini"
-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -31,7 +30,6 @@ import (
 // Returns:
 //   - []byte: The transformed request data in Codex API format
 func ConvertGeminiCLIRequestToCodex(modelName string, inputRawJSON []byte, stream bool) []byte {
-	log.Debug("ConvertGeminiRequestToCodex")
 	rawJSON := bytes.Clone(inputRawJSON)

 	rawJSON = []byte(gjson.GetBytes(rawJSON, "request").Raw)
--- a/internal/translator/codex/gemini-cli/codex_gemini-cli_response.go
+++ b/internal/translator/codex/gemini-cli/codex_gemini-cli_response.go
@@ -8,7 +8,6 @@ import (
 	"context"

 	. "github.com/router-for-me/CLIProxyAPI/v6/internal/translator/codex/gemini"
-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/sjson"
 )

@@ -26,7 +25,6 @@ import (
 // Returns:
 //   - []string: A slice of strings, each containing a Gemini-compatible JSON response wrapped in a response object
 func ConvertCodexResponseToGeminiCLI(ctx context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertCodexResponseToGeminiCLI")
 	outputs := ConvertCodexResponseToGemini(ctx, modelName, originalRequestRawJSON, requestRawJSON, rawJSON, param)
 	newOutputs := make([]string, 0)
 	for i := 0; i < len(outputs); i++ {
@@ -50,7 +48,6 @@ func ConvertCodexResponseToGeminiCLI(ctx context.Context, modelName string, orig
 // Returns:
 //   - string: A Gemini-compatible JSON response wrapped in a response object
 func ConvertCodexResponseToGeminiCLINonStream(ctx context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) string {
-	log.Debug("ConvertCodexResponseToGeminiCLINonStream")
 	// log.Debug(string(rawJSON))
 	strJSON := ConvertCodexResponseToGeminiNonStream(ctx, modelName, originalRequestRawJSON, requestRawJSON, rawJSON, param)
 	json := `{"response": {}}`
--- a/internal/translator/codex/gemini/codex_gemini_request.go
+++ b/internal/translator/codex/gemini/codex_gemini_request.go
@@ -15,7 +15,6 @@ import (

 	"github.com/router-for-me/CLIProxyAPI/v6/internal/misc"
 	"github.com/router-for-me/CLIProxyAPI/v6/internal/util"
-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -38,7 +37,6 @@ import (
 // Returns:
 //   - []byte: The transformed request data in Codex API format
 func ConvertGeminiRequestToCodex(modelName string, inputRawJSON []byte, _ bool) []byte {
-	log.Debug("ConvertGeminiRequestToCodex")
 	rawJSON := bytes.Clone(inputRawJSON)
 	// Base template
 	out := `{"model":"","instructions":"","input":[]}`
--- a/internal/translator/codex/gemini/codex_gemini_response.go
+++ b/internal/translator/codex/gemini/codex_gemini_response.go
@@ -11,7 +11,6 @@ import (
 	"encoding/json"
 	"time"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -42,7 +41,6 @@ type ConvertCodexResponseToGeminiParams struct {
 // Returns:
 //   - []string: A slice of strings, each containing a Gemini-compatible JSON response
 func ConvertCodexResponseToGemini(_ context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertCodexResponseToGemini")
 	if *param == nil {
 		*param = &ConvertCodexResponseToGeminiParams{
 			Model:             modelName,
@@ -154,7 +152,6 @@ func ConvertCodexResponseToGemini(_ context.Context, modelName string, originalR
 // Returns:
 //   - string: A Gemini-compatible JSON response containing all message content and metadata
 func ConvertCodexResponseToGeminiNonStream(_ context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) string {
-	log.Debug("ConvertCodexResponseToGeminiNonStream")
 	scanner := bufio.NewScanner(bytes.NewReader(rawJSON))
 	buffer := make([]byte, 10240*1024)
 	scanner.Buffer(buffer, 10240*1024)
--- a/internal/translator/codex/openai/chat-completions/codex_openai_request.go
+++ b/internal/translator/codex/openai/chat-completions/codex_openai_request.go
@@ -13,7 +13,6 @@ import (
 	"strings"

 	"github.com/router-for-me/CLIProxyAPI/v6/internal/misc"
-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -31,7 +30,6 @@ import (
 // Returns:
 //   - []byte: The transformed request data in OpenAI Responses API format
 func ConvertOpenAIRequestToCodex(modelName string, inputRawJSON []byte, stream bool) []byte {
-	log.Debug("ConvertOpenAIRequestToCodex")
 	rawJSON := bytes.Clone(inputRawJSON)
 	// Start with empty JSON object
 	out := `{}`
--- a/internal/translator/codex/openai/chat-completions/codex_openai_response.go
+++ b/internal/translator/codex/openai/chat-completions/codex_openai_response.go
@@ -11,7 +11,6 @@ import (
 	"context"
 	"time"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -43,7 +42,6 @@ type ConvertCliToOpenAIParams struct {
 // Returns:
 //   - []string: A slice of strings, each containing an OpenAI-compatible JSON response
 func ConvertCodexResponseToOpenAI(_ context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertCodexResponseToOpenAI")
 	if *param == nil {
 		*param = &ConvertCliToOpenAIParams{
 			Model:             modelName,
@@ -168,7 +166,6 @@ func ConvertCodexResponseToOpenAI(_ context.Context, modelName string, originalR
 // Returns:
 //   - string: An OpenAI-compatible JSON response containing all message content and metadata
 func ConvertCodexResponseToOpenAINonStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) string {
-	log.Debug("ConvertCodexResponseToOpenAINonStream")
 	scanner := bufio.NewScanner(bytes.NewReader(rawJSON))
 	buffer := make([]byte, 10240*1024)
 	scanner.Buffer(buffer, 10240*1024)
--- a/internal/translator/codex/openai/responses/codex_openai-responses_request.go
+++ b/internal/translator/codex/openai/responses/codex_openai-responses_request.go
@@ -4,13 +4,11 @@ import (
 	"bytes"

 	"github.com/router-for-me/CLIProxyAPI/v6/internal/misc"
-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )

 func ConvertOpenAIResponsesRequestToCodex(modelName string, inputRawJSON []byte, _ bool) []byte {
-	log.Debug("ConvertOpenAIResponsesRequestToCodex")
 	rawJSON := bytes.Clone(inputRawJSON)

 	rawJSON, _ = sjson.SetBytes(rawJSON, "stream", true)
--- a/internal/translator/codex/openai/responses/codex_openai-responses_response.go
+++ b/internal/translator/codex/openai/responses/codex_openai-responses_response.go
@@ -6,7 +6,6 @@ import (
 	"context"
 	"fmt"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -14,7 +13,6 @@ import (
 // ConvertCodexResponseToOpenAIResponses converts OpenAI Chat Completions streaming chunks
 // to OpenAI Responses SSE events (response.*).
 func ConvertCodexResponseToOpenAIResponses(ctx context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertCodexResponseToOpenAIResponses")
 	if bytes.HasPrefix(rawJSON, []byte("data:")) {
 		rawJSON = bytes.TrimSpace(rawJSON[5:])
 		if typeResult := gjson.GetBytes(rawJSON, "type"); typeResult.Exists() {
@@ -31,7 +29,6 @@ func ConvertCodexResponseToOpenAIResponses(ctx context.Context, modelName string
 // ConvertCodexResponseToOpenAIResponsesNonStream builds a single Responses JSON
 // from a non-streaming OpenAI Chat Completions response.
 func ConvertCodexResponseToOpenAIResponsesNonStream(_ context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) string {
-	log.Debug("ConvertCodexResponseToOpenAIResponsesNonStream")
 	scanner := bufio.NewScanner(bytes.NewReader(rawJSON))
 	buffer := make([]byte, 10240*1024)
 	scanner.Buffer(buffer, 10240*1024)
--- a/internal/translator/gemini-cli/claude/gemini-cli_claude_request.go
+++ b/internal/translator/gemini-cli/claude/gemini-cli_claude_request.go
@@ -12,7 +12,6 @@ import (

 	client "github.com/router-for-me/CLIProxyAPI/v6/internal/interfaces"
 	"github.com/router-for-me/CLIProxyAPI/v6/internal/util"
-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -36,7 +35,6 @@ import (
 // Returns:
 //   - []byte: The transformed request data in Gemini CLI API format
 func ConvertClaudeRequestToCLI(modelName string, inputRawJSON []byte, _ bool) []byte {
-	log.Debug("ConvertClaudeRequestToCLI")
 	rawJSON := bytes.Clone(inputRawJSON)
 	var pathsToDelete []string
 	root := gjson.ParseBytes(rawJSON)
--- a/internal/translator/gemini-cli/claude/gemini-cli_claude_response.go
+++ b/internal/translator/gemini-cli/claude/gemini-cli_claude_response.go
@@ -12,7 +12,6 @@ import (
 	"fmt"
 	"time"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -43,7 +42,6 @@ type Params struct {
 // Returns:
 //   - []string: A slice of strings, each containing a Claude Code-compatible JSON response
 func ConvertGeminiCLIResponseToClaude(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertGeminiCLIResponseToClaude")
 	if *param == nil {
 		*param = &Params{
 			HasFirstResponse: false,
@@ -254,6 +252,5 @@ func ConvertGeminiCLIResponseToClaude(_ context.Context, _ string, originalReque
 // Returns:
 //   - string: A Claude-compatible JSON response.
 func ConvertGeminiCLIResponseToClaudeNonStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, _ []byte, _ *any) string {
-	log.Debug("ConvertGeminiCLIResponseToClaudeNonStream")
 	return ""
 }
--- a/internal/translator/gemini-cli/gemini/gemini-cli_gemini_request.go
+++ b/internal/translator/gemini-cli/gemini/gemini-cli_gemini_request.go
@@ -32,7 +32,6 @@ import (
 // Returns:
 //   - []byte: The transformed request data in Gemini API format
 func ConvertGeminiRequestToGeminiCLI(_ string, inputRawJSON []byte, _ bool) []byte {
-	log.Debug("ConvertGeminiRequestToGeminiCLI")
 	rawJSON := bytes.Clone(inputRawJSON)
 	template := ""
 	template = `{"project":"","request":{},"model":""}`
--- a/internal/translator/gemini-cli/gemini/gemini_gemini-cli_request.go
+++ b/internal/translator/gemini-cli/gemini/gemini_gemini-cli_request.go
@@ -8,7 +8,6 @@ package gemini
 import (
 	"context"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -30,7 +29,6 @@ import (
 // Returns:
 //   - []string: The transformed request data in Gemini API format
 func ConvertGeminiCliRequestToGemini(ctx context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) []string {
-	log.Debug("ConvertGeminiCliRequestToGemini")
 	if alt, ok := ctx.Value("alt").(string); ok {
 		var chunk []byte
 		if alt == "" {
@@ -70,7 +68,6 @@ func ConvertGeminiCliRequestToGemini(ctx context.Context, _ string, originalRequ
 // Returns:
 //   - string: A Gemini-compatible JSON response containing the response data
 func ConvertGeminiCliRequestToGeminiNonStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) string {
-	log.Debug("ConvertGeminiCliRequestToGeminiNonStream")
 	responseResult := gjson.GetBytes(rawJSON, "response")
 	if responseResult.Exists() {
 		return responseResult.Raw
--- a/internal/translator/gemini-cli/openai/chat-completions/cli_openai_response.go
+++ b/internal/translator/gemini-cli/openai/chat-completions/cli_openai_response.go
@@ -12,7 +12,6 @@ import (
 	"time"

 	. "github.com/router-for-me/CLIProxyAPI/v6/internal/translator/gemini/openai/chat-completions"
-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -37,7 +36,6 @@ type convertCliResponseToOpenAIChatParams struct {
 // Returns:
 //   - []string: A slice of strings, each containing an OpenAI-compatible JSON response
 func ConvertCliResponseToOpenAI(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertCliResponseToOpenAI")
 	if *param == nil {
 		*param = &convertCliResponseToOpenAIChatParams{
 			UnixTimestamp: 0,
@@ -148,7 +146,6 @@ func ConvertCliResponseToOpenAI(_ context.Context, _ string, originalRequestRawJ
 // Returns:
 //   - string: An OpenAI-compatible JSON response containing all message content and metadata
 func ConvertCliResponseToOpenAINonStream(ctx context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) string {
-	log.Debug("ConvertCliResponseToOpenAINonStream")
 	responseResult := gjson.GetBytes(rawJSON, "response")
 	if responseResult.Exists() {
 		return ConvertGeminiResponseToOpenAINonStream(ctx, modelName, originalRequestRawJSON, requestRawJSON, []byte(responseResult.Raw), param)
--- a/internal/translator/gemini-cli/openai/responses/cli_openai-responses_request.go
+++ b/internal/translator/gemini-cli/openai/responses/cli_openai-responses_request.go
@@ -5,11 +5,9 @@ import (

 	. "github.com/router-for-me/CLIProxyAPI/v6/internal/translator/gemini-cli/gemini"
 	. "github.com/router-for-me/CLIProxyAPI/v6/internal/translator/gemini/openai/responses"
-	log "github.com/sirupsen/logrus"
 )

 func ConvertOpenAIResponsesRequestToGeminiCLI(modelName string, inputRawJSON []byte, stream bool) []byte {
-	log.Debug("ConvertOpenAIResponsesRequestToGeminiCLI")
 	rawJSON := bytes.Clone(inputRawJSON)
 	rawJSON = ConvertOpenAIResponsesRequestToGemini(modelName, rawJSON, stream)
 	return ConvertGeminiRequestToGeminiCLI(modelName, rawJSON, stream)
--- a/internal/translator/gemini-cli/openai/responses/cli_openai-responses_response.go
+++ b/internal/translator/gemini-cli/openai/responses/cli_openai-responses_response.go
@@ -9,7 +9,6 @@ import (
 )

 func ConvertGeminiCLIResponseToOpenAIResponses(ctx context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertGeminiCLIResponseToOpenAIResponses")
 	responseResult := gjson.GetBytes(rawJSON, "response")
 	if responseResult.Exists() {
 		rawJSON = []byte(responseResult.Raw)
@@ -18,7 +17,6 @@ func ConvertGeminiCLIResponseToOpenAIResponses(ctx context.Context, modelName st
 }

 func ConvertGeminiCLIResponseToOpenAIResponsesNonStream(ctx context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) string {
-	log.Debug("ConvertGeminiCLIResponseToOpenAIResponsesNonStream")
 	responseResult := gjson.GetBytes(rawJSON, "response")
 	if responseResult.Exists() {
 		rawJSON = []byte(responseResult.Raw)
--- a/internal/translator/gemini/claude/gemini_claude_request.go
+++ b/internal/translator/gemini/claude/gemini_claude_request.go
@@ -12,7 +12,6 @@ import (

 	client "github.com/router-for-me/CLIProxyAPI/v6/internal/interfaces"
 	"github.com/router-for-me/CLIProxyAPI/v6/internal/util"
-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -29,7 +28,6 @@ import (
 // Returns:
 //   - []byte: The transformed request in Gemini CLI format.
 func ConvertClaudeRequestToGemini(modelName string, inputRawJSON []byte, _ bool) []byte {
-	log.Debug("ConvertClaudeRequestToGemini")
 	rawJSON := bytes.Clone(inputRawJSON)
 	var pathsToDelete []string
 	root := gjson.ParseBytes(rawJSON)
--- a/internal/translator/gemini/claude/gemini_claude_response.go
+++ b/internal/translator/gemini/claude/gemini_claude_response.go
@@ -12,7 +12,6 @@ import (
 	"fmt"
 	"time"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -42,7 +41,6 @@ type Params struct {
 // Returns:
 //   - []string: A slice of strings, each containing a Claude-compatible JSON response.
 func ConvertGeminiResponseToClaude(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertGeminiResponseToClaude")
 	if *param == nil {
 		*param = &Params{
 			IsGlAPIKey:       false,
@@ -248,6 +246,5 @@ func ConvertGeminiResponseToClaude(_ context.Context, _ string, originalRequestR
 // Returns:
 //   - string: A Claude-compatible JSON response.
 func ConvertGeminiResponseToClaudeNonStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, _ []byte, _ *any) string {
-	log.Debug("ConvertGeminiResponseToClaudeNonStream")
 	return ""
 }
--- a/internal/translator/gemini/gemini-cli/gemini_gemini-cli_request.go
+++ b/internal/translator/gemini/gemini-cli/gemini_gemini-cli_request.go
@@ -17,7 +17,6 @@ import (
 // It extracts the model name, system instruction, message contents, and tool declarations
 // from the raw JSON request and returns them in the format expected by the internal client.
 func ConvertGeminiCLIRequestToGemini(_ string, inputRawJSON []byte, _ bool) []byte {
-	log.Debug("ConvertGeminiCLIRequestToGemini")
 	rawJSON := bytes.Clone(inputRawJSON)
 	modelResult := gjson.GetBytes(rawJSON, "model")
 	rawJSON = []byte(gjson.GetBytes(rawJSON, "request").Raw)
--- a/internal/translator/gemini/gemini-cli/gemini_gemini-cli_response.go
+++ b/internal/translator/gemini/gemini-cli/gemini_gemini-cli_response.go
@@ -26,7 +26,6 @@ import (
 // Returns:
 //   - []string: A slice of strings, each containing a Gemini CLI-compatible JSON response.
 func ConvertGeminiResponseToGeminiCLI(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) []string {
-	log.Debug("ConvertGeminiResponseToGeminiCLI")
 	if bytes.Equal(rawJSON, []byte("[DONE]")) {
 		return []string{}
 	}
@@ -46,7 +45,6 @@ func ConvertGeminiResponseToGeminiCLI(_ context.Context, _ string, originalReque
 // Returns:
 //   - string: A Gemini CLI-compatible JSON response.
 func ConvertGeminiResponseToGeminiCLINonStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) string {
-	log.Debug("ConvertGeminiResponseToGeminiCLINonStream")
 	json := `{"response": {}}`
 	rawJSON, _ = sjson.SetRawBytes([]byte(json), "response", rawJSON)
 	return string(rawJSON)
--- a/internal/translator/gemini/gemini/gemini_gemini_request.go
+++ b/internal/translator/gemini/gemini/gemini_gemini_request.go
@@ -18,7 +18,6 @@ import (
 //
 // It keeps the payload otherwise unchanged.
 func ConvertGeminiRequestToGemini(_ string, inputRawJSON []byte, _ bool) []byte {
-	log.Debug("ConvertClaudeRequestToGemini")
 	rawJSON := bytes.Clone(inputRawJSON)
 	// Fast path: if no contents field, return as-is
 	contents := gjson.GetBytes(rawJSON, "contents")
--- a/internal/translator/gemini/gemini/gemini_gemini_response.go
+++ b/internal/translator/gemini/gemini/gemini_gemini_response.go
@@ -9,8 +9,6 @@ import (

 // PassthroughGeminiResponseStream forwards Gemini responses unchanged.
 func PassthroughGeminiResponseStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) []string {
-	log.Debug("PassthroughGeminiResponseStream")
-
 	if bytes.HasPrefix(rawJSON, []byte("data:")) {
 		rawJSON = bytes.TrimSpace(rawJSON[5:])
 	}
@@ -24,6 +22,5 @@ func PassthroughGeminiResponseStream(_ context.Context, _ string, originalReques

 // PassthroughGeminiResponseNonStream forwards Gemini responses unchanged.
 func PassthroughGeminiResponseNonStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) string {
-	log.Debug("PassthroughGeminiResponseNonStream")
 	return string(rawJSON)
 }
--- a/internal/translator/gemini/openai/chat-completions/gemini_openai_request.go
+++ b/internal/translator/gemini/openai/chat-completions/gemini_openai_request.go
@@ -25,7 +25,6 @@ import (
 // Returns:
 //   - []byte: The transformed request data in Gemini API format
 func ConvertOpenAIRequestToGemini(modelName string, inputRawJSON []byte, _ bool) []byte {
-	log.Debug("ConvertOpenAIRequestToGemini")
 	rawJSON := bytes.Clone(inputRawJSON)
 	// Base envelope
 	out := []byte(`{"contents":[],"generationConfig":{"thinkingConfig":{"include_thoughts":true}}}`)
--- a/internal/translator/gemini/openai/chat-completions/gemini_openai_response.go
+++ b/internal/translator/gemini/openai/chat-completions/gemini_openai_response.go
@@ -37,7 +37,6 @@ type convertGeminiResponseToOpenAIChatParams struct {
 // Returns:
 //   - []string: A slice of strings, each containing an OpenAI-compatible JSON response
 func ConvertGeminiResponseToOpenAI(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertGeminiResponseToOpenAI")
 	if *param == nil {
 		*param = &convertGeminiResponseToOpenAIChatParams{
 			UnixTimestamp: 0,
@@ -180,7 +179,6 @@ func ConvertGeminiResponseToOpenAI(_ context.Context, _ string, originalRequestR
 // Returns:
 //   - string: An OpenAI-compatible JSON response containing all message content and metadata
 func ConvertGeminiResponseToOpenAINonStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) string {
-	log.Debug("ConvertGeminiResponseToOpenAINonStream")
 	var unixTimestamp int64
 	template := `{"id":"","object":"chat.completion","created":123456,"model":"model","choices":[{"index":0,"message":{"role":"assistant","content":null,"reasoning_content":null,"tool_calls":null},"finish_reason":null,"native_finish_reason":null}]}`
 	if modelVersionResult := gjson.GetBytes(rawJSON, "modelVersion"); modelVersionResult.Exists() {
--- a/internal/translator/gemini/openai/responses/gemini_openai-responses_request.go
+++ b/internal/translator/gemini/openai/responses/gemini_openai-responses_request.go
@@ -10,7 +10,6 @@ import (
 )

 func ConvertOpenAIResponsesRequestToGemini(modelName string, inputRawJSON []byte, stream bool) []byte {
-	log.Debug("ConvertOpenAIResponsesRequestToGemini")
 	rawJSON := bytes.Clone(inputRawJSON)

 	// Note: modelName and stream parameters are part of the fixed method signature
--- a/internal/translator/gemini/openai/responses/gemini_openai-responses_response.go
+++ b/internal/translator/gemini/openai/responses/gemini_openai-responses_response.go
@@ -7,7 +7,6 @@ import (
 	"strings"
 	"time"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -44,7 +43,6 @@ func emitEvent(event string, payload string) string {

 // ConvertGeminiResponseToOpenAIResponses converts Gemini SSE chunks into OpenAI Responses SSE events.
 func ConvertGeminiResponseToOpenAIResponses(_ context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertGeminiResponseToOpenAIResponses")
 	if *param == nil {
 		*param = &geminiToResponsesState{
 			FuncArgsBuf: make(map[int]*strings.Builder),
@@ -424,7 +422,6 @@ func ConvertGeminiResponseToOpenAIResponses(_ context.Context, modelName string,

 // ConvertGeminiResponseToOpenAIResponsesNonStream aggregates Gemini response JSON into a single OpenAI Responses JSON object.
 func ConvertGeminiResponseToOpenAIResponsesNonStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) string {
-	log.Debug("ConvertGeminiResponseToOpenAIResponsesNonStream")
 	root := gjson.ParseBytes(rawJSON)

 	// Base response scaffold
--- a/internal/translator/openai/claude/openai_claude_request.go
+++ b/internal/translator/openai/claude/openai_claude_request.go
@@ -10,7 +10,6 @@ import (
 	"encoding/json"
 	"strings"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -19,7 +18,6 @@ import (
 // It extracts the model name, system instruction, message contents, and tool declarations
 // from the raw JSON request and returns them in the format expected by the OpenAI API.
 func ConvertClaudeRequestToOpenAI(modelName string, inputRawJSON []byte, stream bool) []byte {
-	log.Debug("ConvertClaudeRequestToOpenAI")
 	rawJSON := bytes.Clone(inputRawJSON)
 	// Base OpenAI Chat Completions API template
 	out := `{"model":"","messages":[]}`
--- a/internal/translator/openai/claude/openai_claude_response.go
+++ b/internal/translator/openai/claude/openai_claude_response.go
@@ -59,7 +59,6 @@ type ToolCallAccumulator struct {
 // Returns:
 //   - []string: A slice of strings, each containing an Anthropic-compatible JSON response.
 func ConvertOpenAIResponseToClaude(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertOpenAIResponseToClaude")
 	if *param == nil {
 		*param = &ConvertOpenAIResponseToAnthropicParams{
 			MessageID:               "",
@@ -453,6 +452,5 @@ func mapOpenAIFinishReasonToAnthropic(openAIReason string) string {
 // Returns:
 //   - string: An Anthropic-compatible JSON response.
 func ConvertOpenAIResponseToClaudeNonStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, _ []byte, _ *any) string {
-	log.Debug("ConvertOpenAIResponseToClaudeNonStream")
 	return ""
 }
--- a/internal/translator/openai/gemini-cli/openai_gemini_request.go
+++ b/internal/translator/openai/gemini-cli/openai_gemini_request.go
@@ -18,7 +18,6 @@ import (
 // It extracts the model name, generation config, message contents, and tool declarations
 // from the raw JSON request and returns them in the format expected by the OpenAI API.
 func ConvertGeminiCLIRequestToOpenAI(modelName string, inputRawJSON []byte, stream bool) []byte {
-	log.Debug("ConvertGeminiCLIRequestToOpenAI")
 	rawJSON := bytes.Clone(inputRawJSON)
 	rawJSON = []byte(gjson.GetBytes(rawJSON, "request").Raw)
 	rawJSON, _ = sjson.SetBytes(rawJSON, "model", modelName)
--- a/internal/translator/openai/gemini-cli/openai_gemini_response.go
+++ b/internal/translator/openai/gemini-cli/openai_gemini_response.go
@@ -26,7 +26,6 @@ import (
 // Returns:
 //   - []string: A slice of strings, each containing a Gemini-compatible JSON response.
 func ConvertOpenAIResponseToGeminiCLI(ctx context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertOpenAIResponseToGeminiCLI")
 	outputs := ConvertOpenAIResponseToGemini(ctx, modelName, originalRequestRawJSON, requestRawJSON, rawJSON, param)
 	newOutputs := make([]string, 0)
 	for i := 0; i < len(outputs); i++ {
@@ -48,7 +47,6 @@ func ConvertOpenAIResponseToGeminiCLI(ctx context.Context, modelName string, ori
 // Returns:
 //   - string: A Gemini-compatible JSON response.
 func ConvertOpenAIResponseToGeminiCLINonStream(ctx context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) string {
-	log.Debug("ConvertOpenAIResponseToGeminiCLINonStream")
 	strJSON := ConvertOpenAIResponseToGeminiNonStream(ctx, modelName, originalRequestRawJSON, requestRawJSON, rawJSON, param)
 	json := `{"response": {}}`
 	strJSON, _ = sjson.SetRaw(json, "response", strJSON)
--- a/internal/translator/openai/gemini/openai_gemini_request.go
+++ b/internal/translator/openai/gemini/openai_gemini_request.go
@@ -21,7 +21,6 @@ import (
 // It extracts the model name, generation config, message contents, and tool declarations
 // from the raw JSON request and returns them in the format expected by the OpenAI API.
 func ConvertGeminiRequestToOpenAI(modelName string, inputRawJSON []byte, stream bool) []byte {
-	log.Debug("ConvertGeminiRequestToOpenAI")
 	rawJSON := bytes.Clone(inputRawJSON)
 	// Base OpenAI Chat Completions API template
 	out := `{"model":"","messages":[]}`
--- a/internal/translator/openai/gemini/openai_gemini_response.go
+++ b/internal/translator/openai/gemini/openai_gemini_response.go
@@ -12,7 +12,6 @@ import (
 	"strconv"
 	"strings"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -47,7 +46,6 @@ type ToolCallAccumulator struct {
 // Returns:
 //   - []string: A slice of strings, each containing a Gemini-compatible JSON response.
 func ConvertOpenAIResponseToGemini(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertOpenAIResponseToGemini")
 	if *param == nil {
 		*param = &ConvertOpenAIResponseToGeminiParams{
 			ToolCallsAccumulator: nil,
@@ -514,7 +512,6 @@ func tryParseNumber(s string) (interface{}, bool) {
 // Returns:
 //   - string: A Gemini-compatible JSON response.
 func ConvertOpenAIResponseToGeminiNonStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) string {
-	log.Debug("ConvertOpenAIResponseToGeminiNonStream")
 	root := gjson.ParseBytes(rawJSON)

 	// Base Gemini response template
--- a/internal/translator/openai/openai/chat-completions/openai_openai_request.go
+++ b/internal/translator/openai/openai/chat-completions/openai_openai_request.go
@@ -4,8 +4,6 @@ package chat_completions

 import (
 	"bytes"
-
-	log "github.com/sirupsen/logrus"
 )

 // ConvertOpenAIRequestToOpenAI converts an OpenAI Chat Completions request (raw JSON)
@@ -19,6 +17,5 @@ import (
 // Returns:
 //   - []byte: The transformed request data in Gemini CLI API format
 func ConvertOpenAIRequestToOpenAI(modelName string, inputRawJSON []byte, _ bool) []byte {
-	log.Debug("ConvertOpenAIRequestToOpenAI")
 	return bytes.Clone(inputRawJSON)
 }
--- a/internal/translator/openai/openai/chat-completions/openai_openai_response.go
+++ b/internal/translator/openai/openai/chat-completions/openai_openai_response.go
@@ -27,7 +27,6 @@ import (
 // Returns:
 //   - []string: A slice of strings, each containing an OpenAI-compatible JSON response
 func ConvertOpenAIResponseToOpenAI(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertOpenAIResponseToOpenAI")
 	if bytes.HasPrefix(rawJSON, []byte("data:")) {
 		rawJSON = bytes.TrimSpace(rawJSON[5:])
 	}
@@ -51,6 +50,5 @@ func ConvertOpenAIResponseToOpenAI(_ context.Context, _ string, originalRequestR
 // Returns:
 //   - string: An OpenAI-compatible JSON response containing all message content and metadata
 func ConvertOpenAIResponseToOpenAINonStream(ctx context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) string {
-	log.Debug("ConvertOpenAIResponseToOpenAINonStream")
 	return string(rawJSON)
 }
--- a/internal/translator/openai/openai/responses/openai_openai-responses_request.go
+++ b/internal/translator/openai/openai/responses/openai_openai-responses_request.go
@@ -28,7 +28,6 @@ import (
 // Returns:
 //   - []byte: The transformed request data in OpenAI chat completions format
 func ConvertOpenAIResponsesRequestToOpenAIChatCompletions(modelName string, inputRawJSON []byte, stream bool) []byte {
-	log.Debug("ConvertOpenAIResponsesRequestToOpenAIChatCompletions")
 	rawJSON := bytes.Clone(inputRawJSON)
 	// Base OpenAI chat completions template with default values
 	out := `{"model":"","messages":[],"stream":false}`
--- a/internal/translator/openai/openai/responses/openai_openai-responses_response.go
+++ b/internal/translator/openai/openai/responses/openai_openai-responses_response.go
@@ -7,7 +7,6 @@ import (
 	"strings"
 	"time"

-	log "github.com/sirupsen/logrus"
 	"github.com/tidwall/gjson"
 	"github.com/tidwall/sjson"
 )
@@ -42,7 +41,6 @@ func emitRespEvent(event string, payload string) string {
 // ConvertOpenAIChatCompletionsResponseToOpenAIResponses converts OpenAI Chat Completions streaming chunks
 // to OpenAI Responses SSE events (response.*).
 func ConvertOpenAIChatCompletionsResponseToOpenAIResponses(ctx context.Context, modelName string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, param *any) []string {
-	log.Debug("ConvertOpenAIChatCompletionsResponseToOpenAIResponses")
 	if *param == nil {
 		*param = &oaiToResponsesState{
 			FuncArgsBuf:     make(map[int]*strings.Builder),
@@ -518,7 +516,6 @@ func ConvertOpenAIChatCompletionsResponseToOpenAIResponses(ctx context.Context,
 // ConvertOpenAIChatCompletionsResponseToOpenAIResponsesNonStream builds a single Responses JSON
 // from a non-streaming OpenAI Chat Completions response.
 func ConvertOpenAIChatCompletionsResponseToOpenAIResponsesNonStream(_ context.Context, _ string, originalRequestRawJSON, requestRawJSON, rawJSON []byte, _ *any) string {
-	log.Debug("ConvertOpenAIChatCompletionsResponseToOpenAIResponsesNonStream")
 	root := gjson.ParseBytes(rawJSON)

 	// Basic response scaffold