Refactor codebase

internal/translator/gemini/claude/gemini_claude_request.go

@@ -0,0 +1,188 @@
+// Package claude provides request translation functionality for Claude API.
+// It handles parsing and transforming Claude API requests into the internal client format,
+// extracting model information, system instructions, message contents, and tool declarations.
+// The package also performs JSON data cleaning and transformation to ensure compatibility
+// between Claude API format and the internal client's expected format.
+package claude
+
+import (
+	"bytes"
+	"encoding/json"
+	"strings"
+
+	client "github.com/luispater/CLIProxyAPI/internal/interfaces"
+	"github.com/luispater/CLIProxyAPI/internal/util"
+	"github.com/tidwall/gjson"
+	"github.com/tidwall/sjson"
+)
+
+// ConvertClaudeRequestToGemini parses a Claude API request and returns a complete
+// Gemini CLI request body (as JSON bytes) ready to be sent via SendRawMessageStream.
+// All JSON transformations are performed using gjson/sjson.
+//
+// Parameters:
+//   - modelName: The name of the model.
+//   - rawJSON: The raw JSON request from the Claude API.
+//   - stream: A boolean indicating if the request is for a streaming response.
+//
+// Returns:
+//   - []byte: The transformed request in Gemini CLI format.
+func ConvertClaudeRequestToGemini(modelName string, rawJSON []byte, _ bool) []byte {
+	var pathsToDelete []string
+	root := gjson.ParseBytes(rawJSON)
+	util.Walk(root, "", "additionalProperties", &pathsToDelete)
+	util.Walk(root, "", "$schema", &pathsToDelete)
+
+	var err error
+	for _, p := range pathsToDelete {
+		rawJSON, err = sjson.DeleteBytes(rawJSON, p)
+		if err != nil {
+			continue
+		}
+	}
+	rawJSON = bytes.Replace(rawJSON, []byte(`"url":{"type":"string","format":"uri",`), []byte(`"url":{"type":"string",`), -1)
+
+	// system instruction
+	var systemInstruction *client.Content
+	systemResult := gjson.GetBytes(rawJSON, "system")
+	if systemResult.IsArray() {
+		systemResults := systemResult.Array()
+		systemInstruction = &client.Content{Role: "user", Parts: []client.Part{}}
+		for i := 0; i < len(systemResults); i++ {
+			systemPromptResult := systemResults[i]
+			systemTypePromptResult := systemPromptResult.Get("type")
+			if systemTypePromptResult.Type == gjson.String && systemTypePromptResult.String() == "text" {
+				systemPrompt := systemPromptResult.Get("text").String()
+				systemPart := client.Part{Text: systemPrompt}
+				systemInstruction.Parts = append(systemInstruction.Parts, systemPart)
+			}
+		}
+		if len(systemInstruction.Parts) == 0 {
+			systemInstruction = nil
+		}
+	}
+
+	// contents
+	contents := make([]client.Content, 0)
+	messagesResult := gjson.GetBytes(rawJSON, "messages")
+	if messagesResult.IsArray() {
+		messageResults := messagesResult.Array()
+		for i := 0; i < len(messageResults); i++ {
+			messageResult := messageResults[i]
+			roleResult := messageResult.Get("role")
+			if roleResult.Type != gjson.String {
+				continue
+			}
+			role := roleResult.String()
+			if role == "assistant" {
+				role = "model"
+			}
+			clientContent := client.Content{Role: role, Parts: []client.Part{}}
+			contentsResult := messageResult.Get("content")
+			if contentsResult.IsArray() {
+				contentResults := contentsResult.Array()
+				for j := 0; j < len(contentResults); j++ {
+					contentResult := contentResults[j]
+					contentTypeResult := contentResult.Get("type")
+					if contentTypeResult.Type == gjson.String && contentTypeResult.String() == "text" {
+						prompt := contentResult.Get("text").String()
+						clientContent.Parts = append(clientContent.Parts, client.Part{Text: prompt})
+					} else if contentTypeResult.Type == gjson.String && contentTypeResult.String() == "tool_use" {
+						functionName := contentResult.Get("name").String()
+						functionArgs := contentResult.Get("input").String()
+						var args map[string]any
+						if err = json.Unmarshal([]byte(functionArgs), &args); err == nil {
+							clientContent.Parts = append(clientContent.Parts, client.Part{FunctionCall: &client.FunctionCall{Name: functionName, Args: args}})
+						}
+					} else if contentTypeResult.Type == gjson.String && contentTypeResult.String() == "tool_result" {
+						toolCallID := contentResult.Get("tool_use_id").String()
+						if toolCallID != "" {
+							funcName := toolCallID
+							toolCallIDs := strings.Split(toolCallID, "-")
+							if len(toolCallIDs) > 1 {
+								funcName = strings.Join(toolCallIDs[0:len(toolCallIDs)-1], "-")
+							}
+							responseData := contentResult.Get("content").String()
+							functionResponse := client.FunctionResponse{Name: funcName, Response: map[string]interface{}{"result": responseData}}
+							clientContent.Parts = append(clientContent.Parts, client.Part{FunctionResponse: &functionResponse})
+						}
+					}
+				}
+				contents = append(contents, clientContent)
+			} else if contentsResult.Type == gjson.String {
+				prompt := contentsResult.String()
+				contents = append(contents, client.Content{Role: role, Parts: []client.Part{{Text: prompt}}})
+			}
+		}
+	}
+
+	// tools
+	var tools []client.ToolDeclaration
+	toolsResult := gjson.GetBytes(rawJSON, "tools")
+	if toolsResult.IsArray() {
+		tools = make([]client.ToolDeclaration, 1)
+		tools[0].FunctionDeclarations = make([]any, 0)
+		toolsResults := toolsResult.Array()
+		for i := 0; i < len(toolsResults); i++ {
+			toolResult := toolsResults[i]
+			inputSchemaResult := toolResult.Get("input_schema")
+			if inputSchemaResult.Exists() && inputSchemaResult.IsObject() {
+				inputSchema := inputSchemaResult.Raw
+				inputSchema, _ = sjson.Delete(inputSchema, "additionalProperties")
+				inputSchema, _ = sjson.Delete(inputSchema, "$schema")
+				tool, _ := sjson.Delete(toolResult.Raw, "input_schema")
+				tool, _ = sjson.SetRaw(tool, "parameters", inputSchema)
+				var toolDeclaration any
+				if err = json.Unmarshal([]byte(tool), &toolDeclaration); err == nil {
+					tools[0].FunctionDeclarations = append(tools[0].FunctionDeclarations, toolDeclaration)
+				}
+			}
+		}
+	} else {
+		tools = make([]client.ToolDeclaration, 0)
+	}
+
+	// Build output Gemini CLI request JSON
+	out := `{"contents":[],"generationConfig":{"thinkingConfig":{"include_thoughts":true}}}`
+	out, _ = sjson.Set(out, "model", modelName)
+	if systemInstruction != nil {
+		b, _ := json.Marshal(systemInstruction)
+		out, _ = sjson.SetRaw(out, "system_instruction", string(b))
+	}
+	if len(contents) > 0 {
+		b, _ := json.Marshal(contents)
+		out, _ = sjson.SetRaw(out, "contents", string(b))
+	}
+	if len(tools) > 0 && len(tools[0].FunctionDeclarations) > 0 {
+		b, _ := json.Marshal(tools)
+		out, _ = sjson.SetRaw(out, "tools", string(b))
+	}
+
+	// Map reasoning and sampling configs
+	reasoningEffortResult := gjson.GetBytes(rawJSON, "reasoning_effort")
+	if reasoningEffortResult.String() == "none" {
+		out, _ = sjson.Set(out, "generationConfig.thinkingConfig.include_thoughts", false)
+		out, _ = sjson.Set(out, "generationConfig.thinkingConfig.thinkingBudget", 0)
+	} else if reasoningEffortResult.String() == "auto" {
+		out, _ = sjson.Set(out, "generationConfig.thinkingConfig.thinkingBudget", -1)
+	} else if reasoningEffortResult.String() == "low" {
+		out, _ = sjson.Set(out, "generationConfig.thinkingConfig.thinkingBudget", 1024)
+	} else if reasoningEffortResult.String() == "medium" {
+		out, _ = sjson.Set(out, "generationConfig.thinkingConfig.thinkingBudget", 8192)
+	} else if reasoningEffortResult.String() == "high" {
+		out, _ = sjson.Set(out, "generationConfig.thinkingConfig.thinkingBudget", 24576)
+	} else {
+		out, _ = sjson.Set(out, "generationConfig.thinkingConfig.thinkingBudget", -1)
+	}
+	if v := gjson.GetBytes(rawJSON, "temperature"); v.Exists() && v.Type == gjson.Number {
+		out, _ = sjson.Set(out, "generationConfig.temperature", v.Num)
+	}
+	if v := gjson.GetBytes(rawJSON, "top_p"); v.Exists() && v.Type == gjson.Number {
+		out, _ = sjson.Set(out, "generationConfig.topP", v.Num)
+	}
+	if v := gjson.GetBytes(rawJSON, "top_k"); v.Exists() && v.Type == gjson.Number {
+		out, _ = sjson.Set(out, "generationConfig.topK", v.Num)
+	}
+
+	return []byte(out)
+}

internal/translator/gemini/claude/gemini_claude_response.go

@@ -0,0 +1,250 @@
+// Package claude provides response translation functionality for Claude API.
+// This package handles the conversion of backend client responses into Claude-compatible
+// Server-Sent Events (SSE) format, implementing a sophisticated state machine that manages
+// different response types including text content, thinking processes, and function calls.
+// The translation ensures proper sequencing of SSE events and maintains state across
+// multiple response chunks to provide a seamless streaming experience.
+package claude
+
+import (
+	"bytes"
+	"context"
+	"fmt"
+	"time"
+
+	"github.com/tidwall/gjson"
+	"github.com/tidwall/sjson"
+)
+
+// Params holds parameters for response conversion.
+type Params struct {
+	IsGlAPIKey       bool
+	HasFirstResponse bool
+	ResponseType     int
+	ResponseIndex    int
+}
+
+// ConvertGeminiResponseToClaude performs sophisticated streaming response format conversion.
+// This function implements a complex state machine that translates backend client responses
+// into Claude-compatible Server-Sent Events (SSE) format. It manages different response types
+// and handles state transitions between content blocks, thinking processes, and function calls.
+//
+// Response type states: 0=none, 1=content, 2=thinking, 3=function
+// The function maintains state across multiple calls to ensure proper SSE event sequencing.
+//
+// Parameters:
+//   - ctx: The context for the request.
+//   - modelName: The name of the model.
+//   - rawJSON: The raw JSON response from the Gemini API.
+//   - param: A pointer to a parameter object for the conversion.
+//
+// Returns:
+//   - []string: A slice of strings, each containing a Claude-compatible JSON response.
+func ConvertGeminiResponseToClaude(_ context.Context, _ string, rawJSON []byte, param *any) []string {
+	if *param == nil {
+		*param = &Params{
+			IsGlAPIKey:       false,
+			HasFirstResponse: false,
+			ResponseType:     0,
+			ResponseIndex:    0,
+		}
+	}
+
+	if bytes.Equal(rawJSON, []byte("[DONE]")) {
+		return []string{
+			"event: message_stop\ndata: {\"type\":\"message_stop\"}\n\n\n",
+		}
+	}
+
+	// Track whether tools are being used in this response chunk
+	usedTool := false
+	output := ""
+
+	// Initialize the streaming session with a message_start event
+	// This is only sent for the very first response chunk
+	if !(*param).(*Params).HasFirstResponse {
+		output = "event: message_start\n"
+
+		// Create the initial message structure with default values
+		// This follows the Claude API specification for streaming message initialization
+		messageStartTemplate := `{"type": "message_start", "message": {"id": "msg_1nZdL29xx5MUA1yADyHTEsnR8uuvGzszyY", "type": "message", "role": "assistant", "content": [], "model": "claude-3-5-sonnet-20241022", "stop_reason": null, "stop_sequence": null, "usage": {"input_tokens": 0, "output_tokens": 0}}}`
+
+		// Override default values with actual response metadata if available
+		if modelVersionResult := gjson.GetBytes(rawJSON, "modelVersion"); modelVersionResult.Exists() {
+			messageStartTemplate, _ = sjson.Set(messageStartTemplate, "message.model", modelVersionResult.String())
+		}
+		if responseIDResult := gjson.GetBytes(rawJSON, "responseId"); responseIDResult.Exists() {
+			messageStartTemplate, _ = sjson.Set(messageStartTemplate, "message.id", responseIDResult.String())
+		}
+		output = output + fmt.Sprintf("data: %s\n\n\n", messageStartTemplate)
+
+		(*param).(*Params).HasFirstResponse = true
+	}
+
+	// Process the response parts array from the backend client
+	// Each part can contain text content, thinking content, or function calls
+	partsResult := gjson.GetBytes(rawJSON, "candidates.0.content.parts")
+	if partsResult.IsArray() {
+		partResults := partsResult.Array()
+		for i := 0; i < len(partResults); i++ {
+			partResult := partResults[i]
+
+			// Extract the different types of content from each part
+			partTextResult := partResult.Get("text")
+			functionCallResult := partResult.Get("functionCall")
+
+			// Handle text content (both regular content and thinking)
+			if partTextResult.Exists() {
+				// Process thinking content (internal reasoning)
+				if partResult.Get("thought").Bool() {
+					// Continue existing thinking block
+					if (*param).(*Params).ResponseType == 2 {
+						output = output + "event: content_block_delta\n"
+						data, _ := sjson.Set(fmt.Sprintf(`{"type":"content_block_delta","index":%d,"delta":{"type":"thinking_delta","thinking":""}}`, (*param).(*Params).ResponseIndex), "delta.thinking", partTextResult.String())
+						output = output + fmt.Sprintf("data: %s\n\n\n", data)
+					} else {
+						// Transition from another state to thinking
+						// First, close any existing content block
+						if (*param).(*Params).ResponseType != 0 {
+							if (*param).(*Params).ResponseType == 2 {
+								// output = output + "event: content_block_delta\n"
+								// output = output + fmt.Sprintf(`data: {"type":"content_block_delta","index":%d,"delta":{"type":"signature_delta","signature":null}}`, (*param).(*Params).ResponseIndex)
+								// output = output + "\n\n\n"
+							}
+							output = output + "event: content_block_stop\n"
+							output = output + fmt.Sprintf(`data: {"type":"content_block_stop","index":%d}`, (*param).(*Params).ResponseIndex)
+							output = output + "\n\n\n"
+							(*param).(*Params).ResponseIndex++
+						}
+
+						// Start a new thinking content block
+						output = output + "event: content_block_start\n"
+						output = output + fmt.Sprintf(`data: {"type":"content_block_start","index":%d,"content_block":{"type":"thinking","thinking":""}}`, (*param).(*Params).ResponseIndex)
+						output = output + "\n\n\n"
+						output = output + "event: content_block_delta\n"
+						data, _ := sjson.Set(fmt.Sprintf(`{"type":"content_block_delta","index":%d,"delta":{"type":"thinking_delta","thinking":""}}`, (*param).(*Params).ResponseIndex), "delta.thinking", partTextResult.String())
+						output = output + fmt.Sprintf("data: %s\n\n\n", data)
+						(*param).(*Params).ResponseType = 2 // Set state to thinking
+					}
+				} else {
+					// Process regular text content (user-visible output)
+					// Continue existing text block
+					if (*param).(*Params).ResponseType == 1 {
+						output = output + "event: content_block_delta\n"
+						data, _ := sjson.Set(fmt.Sprintf(`{"type":"content_block_delta","index":%d,"delta":{"type":"text_delta","text":""}}`, (*param).(*Params).ResponseIndex), "delta.text", partTextResult.String())
+						output = output + fmt.Sprintf("data: %s\n\n\n", data)
+					} else {
+						// Transition from another state to text content
+						// First, close any existing content block
+						if (*param).(*Params).ResponseType != 0 {
+							if (*param).(*Params).ResponseType == 2 {
+								// output = output + "event: content_block_delta\n"
+								// output = output + fmt.Sprintf(`data: {"type":"content_block_delta","index":%d,"delta":{"type":"signature_delta","signature":null}}`, (*param).(*Params).ResponseIndex)
+								// output = output + "\n\n\n"
+							}
+							output = output + "event: content_block_stop\n"
+							output = output + fmt.Sprintf(`data: {"type":"content_block_stop","index":%d}`, (*param).(*Params).ResponseIndex)
+							output = output + "\n\n\n"
+							(*param).(*Params).ResponseIndex++
+						}
+
+						// Start a new text content block
+						output = output + "event: content_block_start\n"
+						output = output + fmt.Sprintf(`data: {"type":"content_block_start","index":%d,"content_block":{"type":"text","text":""}}`, (*param).(*Params).ResponseIndex)
+						output = output + "\n\n\n"
+						output = output + "event: content_block_delta\n"
+						data, _ := sjson.Set(fmt.Sprintf(`{"type":"content_block_delta","index":%d,"delta":{"type":"text_delta","text":""}}`, (*param).(*Params).ResponseIndex), "delta.text", partTextResult.String())
+						output = output + fmt.Sprintf("data: %s\n\n\n", data)
+						(*param).(*Params).ResponseType = 1 // Set state to content
+					}
+				}
+			} else if functionCallResult.Exists() {
+				// Handle function/tool calls from the AI model
+				// This processes tool usage requests and formats them for Claude API compatibility
+				usedTool = true
+				fcName := functionCallResult.Get("name").String()
+
+				// Handle state transitions when switching to function calls
+				// Close any existing function call block first
+				if (*param).(*Params).ResponseType == 3 {
+					output = output + "event: content_block_stop\n"
+					output = output + fmt.Sprintf(`data: {"type":"content_block_stop","index":%d}`, (*param).(*Params).ResponseIndex)
+					output = output + "\n\n\n"
+					(*param).(*Params).ResponseIndex++
+					(*param).(*Params).ResponseType = 0
+				}
+
+				// Special handling for thinking state transition
+				if (*param).(*Params).ResponseType == 2 {
+					// output = output + "event: content_block_delta\n"
+					// output = output + fmt.Sprintf(`data: {"type":"content_block_delta","index":%d,"delta":{"type":"signature_delta","signature":null}}`, (*param).(*Params).ResponseIndex)
+					// output = output + "\n\n\n"
+				}
+
+				// Close any other existing content block
+				if (*param).(*Params).ResponseType != 0 {
+					output = output + "event: content_block_stop\n"
+					output = output + fmt.Sprintf(`data: {"type":"content_block_stop","index":%d}`, (*param).(*Params).ResponseIndex)
+					output = output + "\n\n\n"
+					(*param).(*Params).ResponseIndex++
+				}
+
+				// Start a new tool use content block
+				// This creates the structure for a function call in Claude format
+				output = output + "event: content_block_start\n"
+
+				// Create the tool use block with unique ID and function details
+				data := fmt.Sprintf(`{"type":"content_block_start","index":%d,"content_block":{"type":"tool_use","id":"","name":"","input":{}}}`, (*param).(*Params).ResponseIndex)
+				data, _ = sjson.Set(data, "content_block.id", fmt.Sprintf("%s-%d", fcName, time.Now().UnixNano()))
+				data, _ = sjson.Set(data, "content_block.name", fcName)
+				output = output + fmt.Sprintf("data: %s\n\n\n", data)
+
+				if fcArgsResult := functionCallResult.Get("args"); fcArgsResult.Exists() {
+					output = output + "event: content_block_delta\n"
+					data, _ = sjson.Set(fmt.Sprintf(`{"type":"content_block_delta","index":%d,"delta":{"type":"input_json_delta","partial_json":""}}`, (*param).(*Params).ResponseIndex), "delta.partial_json", fcArgsResult.Raw)
+					output = output + fmt.Sprintf("data: %s\n\n\n", data)
+				}
+				(*param).(*Params).ResponseType = 3
+			}
+		}
+	}
+
+	usageResult := gjson.GetBytes(rawJSON, "usageMetadata")
+	if usageResult.Exists() && bytes.Contains(rawJSON, []byte(`"finishReason"`)) {
+		if candidatesTokenCountResult := usageResult.Get("candidatesTokenCount"); candidatesTokenCountResult.Exists() {
+			output = output + "event: content_block_stop\n"
+			output = output + fmt.Sprintf(`data: {"type":"content_block_stop","index":%d}`, (*param).(*Params).ResponseIndex)
+			output = output + "\n\n\n"
+
+			output = output + "event: message_delta\n"
+			output = output + `data: `
+
+			template := `{"type":"message_delta","delta":{"stop_reason":"end_turn","stop_sequence":null},"usage":{"input_tokens":0,"output_tokens":0}}`
+			if usedTool {
+				template = `{"type":"message_delta","delta":{"stop_reason":"tool_use","stop_sequence":null},"usage":{"input_tokens":0,"output_tokens":0}}`
+			}
+
+			thoughtsTokenCount := usageResult.Get("thoughtsTokenCount").Int()
+			template, _ = sjson.Set(template, "usage.output_tokens", candidatesTokenCountResult.Int()+thoughtsTokenCount)
+			template, _ = sjson.Set(template, "usage.input_tokens", usageResult.Get("promptTokenCount").Int())
+
+			output = output + template + "\n\n\n"
+		}
+	}
+
+	return []string{output}
+}
+
+// ConvertGeminiResponseToClaudeNonStream converts a non-streaming Gemini response to a non-streaming Claude response.
+//
+// Parameters:
+//   - ctx: The context for the request.
+//   - modelName: The name of the model.
+//   - rawJSON: The raw JSON response from the Gemini API.
+//   - param: A pointer to a parameter object for the conversion.
+//
+// Returns:
+//   - string: A Claude-compatible JSON response.
+func ConvertGeminiResponseToClaudeNonStream(_ context.Context, _ string, _ []byte, _ *any) string {
+	return ""
+}

internal/translator/gemini/claude/init.go

@@ -0,0 +1,19 @@
+package claude
+
+import (
+	. "github.com/luispater/CLIProxyAPI/internal/constant"
+	"github.com/luispater/CLIProxyAPI/internal/interfaces"
+	"github.com/luispater/CLIProxyAPI/internal/translator/translator"
+)
+
+func init() {
+	translator.Register(
+		CLAUDE,
+		GEMINI,
+		ConvertClaudeRequestToGemini,
+		interfaces.TranslateResponse{
+			Stream:    ConvertGeminiResponseToClaude,
+			NonStream: ConvertGeminiResponseToClaudeNonStream,
+		},
+	)
+}

internal/translator/gemini/gemini-cli/gemini_gemini-cli_request.go

@@ -0,0 +1,25 @@
+// Package gemini provides request translation functionality for Claude API.
+// It handles parsing and transforming Claude API requests into the internal client format,
+// extracting model information, system instructions, message contents, and tool declarations.
+// The package also performs JSON data cleaning and transformation to ensure compatibility
+// between Claude API format and the internal client's expected format.
+package geminiCLI
+
+import (
+	"github.com/tidwall/gjson"
+	"github.com/tidwall/sjson"
+)
+
+// PrepareClaudeRequest parses and transforms a Claude API request into internal client format.
+// 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, rawJSON []byte, _ bool) []byte {
+	modelResult := gjson.GetBytes(rawJSON, "model")
+	rawJSON = []byte(gjson.GetBytes(rawJSON, "request").Raw)
+	rawJSON, _ = sjson.SetBytes(rawJSON, "model", modelResult.String())
+	if gjson.GetBytes(rawJSON, "systemInstruction").Exists() {
+		rawJSON, _ = sjson.SetRawBytes(rawJSON, "system_instruction", []byte(gjson.GetBytes(rawJSON, "systemInstruction").Raw))
+		rawJSON, _ = sjson.DeleteBytes(rawJSON, "systemInstruction")
+	}
+	return rawJSON
+}

internal/translator/gemini/gemini-cli/gemini_gemini-cli_response.go

@@ -0,0 +1,50 @@
+// Package gemini_cli provides response translation functionality for Gemini API to Gemini CLI API.
+// This package handles the conversion of Gemini API responses into Gemini CLI-compatible
+// JSON format, transforming streaming events and non-streaming responses into the format
+// expected by Gemini CLI API clients.
+package geminiCLI
+
+import (
+	"bytes"
+	"context"
+
+	"github.com/tidwall/sjson"
+)
+
+// ConvertGeminiResponseToGeminiCLI converts Gemini streaming response format to Gemini CLI single-line JSON format.
+// This function processes various Gemini event types and transforms them into Gemini CLI-compatible JSON responses.
+// It handles thinking content, regular text content, and function calls, outputting single-line JSON
+// that matches the Gemini CLI API response format.
+//
+// Parameters:
+//   - ctx: The context for the request.
+//   - modelName: The name of the model.
+//   - rawJSON: The raw JSON response from the Gemini API.
+//   - param: A pointer to a parameter object for the conversion (unused).
+//
+// Returns:
+//   - []string: A slice of strings, each containing a Gemini CLI-compatible JSON response.
+func ConvertGeminiResponseToGeminiCLI(_ context.Context, _ string, rawJSON []byte, _ *any) []string {
+	if bytes.Equal(rawJSON, []byte("[DONE]")) {
+		return []string{}
+	}
+	json := `{"response": {}}`
+	rawJSON, _ = sjson.SetRawBytes([]byte(json), "response", rawJSON)
+	return []string{string(rawJSON)}
+}
+
+// ConvertGeminiResponseToGeminiCLINonStream converts a non-streaming Gemini response to a non-streaming Gemini CLI response.
+//
+// Parameters:
+//   - ctx: The context for the request.
+//   - modelName: The name of the model.
+//   - rawJSON: The raw JSON response from the Gemini API.
+//   - param: A pointer to a parameter object for the conversion (unused).
+//
+// Returns:
+//   - string: A Gemini CLI-compatible JSON response.
+func ConvertGeminiResponseToGeminiCLINonStream(_ context.Context, _ string, rawJSON []byte, _ *any) string {
+	json := `{"response": {}}`
+	rawJSON, _ = sjson.SetRawBytes([]byte(json), "response", rawJSON)
+	return string(rawJSON)
+}

internal/translator/gemini/gemini-cli/init.go

@@ -0,0 +1,19 @@
+package geminiCLI
+
+import (
+	. "github.com/luispater/CLIProxyAPI/internal/constant"
+	"github.com/luispater/CLIProxyAPI/internal/interfaces"
+	"github.com/luispater/CLIProxyAPI/internal/translator/translator"
+)
+
+func init() {
+	translator.Register(
+		GEMINICLI,
+		GEMINI,
+		ConvertGeminiCLIRequestToGemini,
+		interfaces.TranslateResponse{
+			Stream:    ConvertGeminiResponseToGeminiCLI,
+			NonStream: ConvertGeminiResponseToGeminiCLINonStream,
+		},
+	)
+}

internal/translator/gemini/openai/gemini_openai_request.go

@@ -0,0 +1,250 @@
+// Package openai provides request translation functionality for OpenAI to Gemini API compatibility.
+// It converts OpenAI Chat Completions requests into Gemini compatible JSON using gjson/sjson only.
+package openai
+
+import (
+	"fmt"
+	"strings"
+
+	"github.com/luispater/CLIProxyAPI/internal/misc"
+	log "github.com/sirupsen/logrus"
+	"github.com/tidwall/gjson"
+	"github.com/tidwall/sjson"
+)
+
+// ConvertOpenAIRequestToGemini converts an OpenAI Chat Completions request (raw JSON)
+// into a complete Gemini request JSON. All JSON construction uses sjson and lookups use gjson.
+//
+// Parameters:
+//   - modelName: The name of the model to use for the request
+//   - rawJSON: The raw JSON request data from the OpenAI API
+//   - stream: A boolean indicating if the request is for a streaming response (unused in current implementation)
+//
+// Returns:
+//   - []byte: The transformed request data in Gemini API format
+func ConvertOpenAIRequestToGemini(modelName string, rawJSON []byte, _ bool) []byte {
+	// Base envelope
+	out := []byte(`{"contents":[],"generationConfig":{"thinkingConfig":{"include_thoughts":true}}}`)
+
+	// Model
+	out, _ = sjson.SetBytes(out, "model", modelName)
+
+	// Reasoning effort -> thinkingBudget/include_thoughts
+	re := gjson.GetBytes(rawJSON, "reasoning_effort")
+	if re.Exists() {
+		switch re.String() {
+		case "none":
+			out, _ = sjson.DeleteBytes(out, "generationConfig.thinkingConfig.include_thoughts")
+			out, _ = sjson.SetBytes(out, "generationConfig.thinkingConfig.thinkingBudget", 0)
+		case "auto":
+			out, _ = sjson.SetBytes(out, "generationConfig.thinkingConfig.thinkingBudget", -1)
+		case "low":
+			out, _ = sjson.SetBytes(out, "generationConfig.thinkingConfig.thinkingBudget", 1024)
+		case "medium":
+			out, _ = sjson.SetBytes(out, "generationConfig.thinkingConfig.thinkingBudget", 8192)
+		case "high":
+			out, _ = sjson.SetBytes(out, "generationConfig.thinkingConfig.thinkingBudget", 24576)
+		default:
+			out, _ = sjson.SetBytes(out, "generationConfig.thinkingConfig.thinkingBudget", -1)
+		}
+	} else {
+		out, _ = sjson.SetBytes(out, "generationConfig.thinkingConfig.thinkingBudget", -1)
+	}
+
+	// Temperature/top_p/top_k
+	if tr := gjson.GetBytes(rawJSON, "temperature"); tr.Exists() && tr.Type == gjson.Number {
+		out, _ = sjson.SetBytes(out, "generationConfig.temperature", tr.Num)
+	}
+	if tpr := gjson.GetBytes(rawJSON, "top_p"); tpr.Exists() && tpr.Type == gjson.Number {
+		out, _ = sjson.SetBytes(out, "generationConfig.topP", tpr.Num)
+	}
+	if tkr := gjson.GetBytes(rawJSON, "top_k"); tkr.Exists() && tkr.Type == gjson.Number {
+		out, _ = sjson.SetBytes(out, "generationConfig.topK", tkr.Num)
+	}
+
+	// messages -> systemInstruction + contents
+	messages := gjson.GetBytes(rawJSON, "messages")
+	if messages.IsArray() {
+		arr := messages.Array()
+		// First pass: assistant tool_calls id->name map
+		tcID2Name := map[string]string{}
+		for i := 0; i < len(arr); i++ {
+			m := arr[i]
+			if m.Get("role").String() == "assistant" {
+				tcs := m.Get("tool_calls")
+				if tcs.IsArray() {
+					for _, tc := range tcs.Array() {
+						if tc.Get("type").String() == "function" {
+							id := tc.Get("id").String()
+							name := tc.Get("function.name").String()
+							if id != "" && name != "" {
+								tcID2Name[id] = name
+							}
+						}
+					}
+				}
+			}
+		}
+
+		// Second pass build systemInstruction/tool responses cache
+		toolResponses := map[string]string{} // tool_call_id -> response text
+		for i := 0; i < len(arr); i++ {
+			m := arr[i]
+			role := m.Get("role").String()
+			if role == "tool" {
+				toolCallID := m.Get("tool_call_id").String()
+				if toolCallID != "" {
+					c := m.Get("content")
+					if c.Type == gjson.String {
+						toolResponses[toolCallID] = c.String()
+					} else if c.IsObject() && c.Get("type").String() == "text" {
+						toolResponses[toolCallID] = c.Get("text").String()
+					}
+				}
+			}
+		}
+
+		for i := 0; i < len(arr); i++ {
+			m := arr[i]
+			role := m.Get("role").String()
+			content := m.Get("content")
+
+			if role == "system" && len(arr) > 1 {
+				// system -> system_instruction as a user message style
+				if content.Type == gjson.String {
+					out, _ = sjson.SetBytes(out, "system_instruction.role", "user")
+					out, _ = sjson.SetBytes(out, "system_instruction.parts.0.text", content.String())
+				} else if content.IsObject() && content.Get("type").String() == "text" {
+					out, _ = sjson.SetBytes(out, "system_instruction.role", "user")
+					out, _ = sjson.SetBytes(out, "system_instruction.parts.0.text", content.Get("text").String())
+				}
+			} else if role == "user" || (role == "system" && len(arr) == 1) {
+				// Build single user content node to avoid splitting into multiple contents
+				node := []byte(`{"role":"user","parts":[]}`)
+				if content.Type == gjson.String {
+					node, _ = sjson.SetBytes(node, "parts.0.text", content.String())
+				} else if content.IsArray() {
+					items := content.Array()
+					p := 0
+					for _, item := range items {
+						switch item.Get("type").String() {
+						case "text":
+							node, _ = sjson.SetBytes(node, "parts."+itoa(p)+".text", item.Get("text").String())
+							p++
+						case "image_url":
+							imageURL := item.Get("image_url.url").String()
+							if len(imageURL) > 5 {
+								pieces := strings.SplitN(imageURL[5:], ";", 2)
+								if len(pieces) == 2 && len(pieces[1]) > 7 {
+									mime := pieces[0]
+									data := pieces[1][7:]
+									node, _ = sjson.SetBytes(node, "parts."+itoa(p)+".inlineData.mime_type", mime)
+									node, _ = sjson.SetBytes(node, "parts."+itoa(p)+".inlineData.data", data)
+									p++
+								}
+							}
+						case "file":
+							filename := item.Get("file.filename").String()
+							fileData := item.Get("file.file_data").String()
+							ext := ""
+							if sp := strings.Split(filename, "."); len(sp) > 1 {
+								ext = sp[len(sp)-1]
+							}
+							if mimeType, ok := misc.MimeTypes[ext]; ok {
+								node, _ = sjson.SetBytes(node, "parts."+itoa(p)+".inlineData.mime_type", mimeType)
+								node, _ = sjson.SetBytes(node, "parts."+itoa(p)+".inlineData.data", fileData)
+								p++
+							} else {
+								log.Warnf("Unknown file name extension '%s' in user message, skip", ext)
+							}
+						}
+					}
+				}
+				out, _ = sjson.SetRawBytes(out, "contents.-1", node)
+			} else if role == "assistant" {
+				if content.Type == gjson.String {
+					// Assistant text -> single model content
+					node := []byte(`{"role":"model","parts":[{"text":""}]}`)
+					node, _ = sjson.SetBytes(node, "parts.0.text", content.String())
+					out, _ = sjson.SetRawBytes(out, "contents.-1", node)
+				} else if !content.Exists() || content.Type == gjson.Null {
+					// Tool calls -> single model content with functionCall parts
+					tcs := m.Get("tool_calls")
+					if tcs.IsArray() {
+						node := []byte(`{"role":"model","parts":[]}`)
+						p := 0
+						fIDs := make([]string, 0)
+						for _, tc := range tcs.Array() {
+							if tc.Get("type").String() != "function" {
+								continue
+							}
+							fid := tc.Get("id").String()
+							fname := tc.Get("function.name").String()
+							fargs := tc.Get("function.arguments").String()
+							node, _ = sjson.SetBytes(node, "parts."+itoa(p)+".functionCall.name", fname)
+							node, _ = sjson.SetRawBytes(node, "parts."+itoa(p)+".functionCall.args", []byte(fargs))
+							p++
+							if fid != "" {
+								fIDs = append(fIDs, fid)
+							}
+						}
+						out, _ = sjson.SetRawBytes(out, "contents.-1", node)
+
+						// Append a single tool content combining name + response per function
+						toolNode := []byte(`{"role":"tool","parts":[]}`)
+						pp := 0
+						for _, fid := range fIDs {
+							if name, ok := tcID2Name[fid]; ok {
+								toolNode, _ = sjson.SetBytes(toolNode, "parts."+itoa(pp)+".functionResponse.name", name)
+								resp := toolResponses[fid]
+								if resp == "" {
+									resp = "{}"
+								}
+								toolNode, _ = sjson.SetRawBytes(toolNode, "parts."+itoa(pp)+".functionResponse.response", []byte(`{"result":`+quoteIfNeeded(resp)+`}`))
+								pp++
+							}
+						}
+						if pp > 0 {
+							out, _ = sjson.SetRawBytes(out, "contents.-1", toolNode)
+						}
+					}
+				}
+			}
+		}
+	}
+
+	// tools -> tools[0].functionDeclarations
+	tools := gjson.GetBytes(rawJSON, "tools")
+	if tools.IsArray() {
+		out, _ = sjson.SetRawBytes(out, "tools", []byte(`[{"functionDeclarations":[]}]`))
+		fdPath := "tools.0.functionDeclarations"
+		for _, t := range tools.Array() {
+			if t.Get("type").String() == "function" {
+				fn := t.Get("function")
+				if fn.Exists() && fn.IsObject() {
+					out, _ = sjson.SetRawBytes(out, fdPath+".-1", []byte(fn.Raw))
+				}
+			}
+		}
+	}
+
+	return out
+}
+
+// itoa converts int to string without strconv import for few usages.
+func itoa(i int) string { return fmt.Sprintf("%d", i) }
+
+// quoteIfNeeded ensures a string is valid JSON value (quotes plain text), pass-through for JSON objects/arrays.
+func quoteIfNeeded(s string) string {
+	s = strings.TrimSpace(s)
+	if s == "" {
+		return "\"\""
+	}
+	if len(s) > 0 && (s[0] == '{' || s[0] == '[') {
+		return s
+	}
+	// escape quotes minimally
+	s = strings.ReplaceAll(s, "\\", "\\\\")
+	s = strings.ReplaceAll(s, "\"", "\\\"")
+	return "\"" + s + "\""
+}

internal/translator/gemini/openai/gemini_openai_response.go

@@ -0,0 +1,228 @@
+// Package openai provides response translation functionality for Gemini to OpenAI API compatibility.
+// This package handles the conversion of Gemini API responses into OpenAI Chat Completions-compatible
+// JSON format, transforming streaming events and non-streaming responses into the format
+// expected by OpenAI API clients. It supports both streaming and non-streaming modes,
+// handling text content, tool calls, reasoning content, and usage metadata appropriately.
+package openai
+
+import (
+	"bytes"
+	"context"
+	"fmt"
+	"time"
+
+	"github.com/tidwall/gjson"
+	"github.com/tidwall/sjson"
+)
+
+// convertGeminiResponseToOpenAIChatParams holds parameters for response conversion.
+type convertGeminiResponseToOpenAIChatParams struct {
+	UnixTimestamp int64
+}
+
+// ConvertGeminiResponseToOpenAI translates a single chunk of a streaming response from the
+// Gemini API format to the OpenAI Chat Completions streaming format.
+// It processes various Gemini event types and transforms them into OpenAI-compatible JSON responses.
+// The function handles text content, tool calls, reasoning content, and usage metadata, outputting
+// responses that match the OpenAI API format. It supports incremental updates for streaming responses.
+//
+// Parameters:
+//   - ctx: The context for the request, used for cancellation and timeout handling
+//   - modelName: The name of the model being used for the response (unused in current implementation)
+//   - rawJSON: The raw JSON response from the Gemini API
+//   - param: A pointer to a parameter object for maintaining state between calls
+//
+// Returns:
+//   - []string: A slice of strings, each containing an OpenAI-compatible JSON response
+func ConvertGeminiResponseToOpenAI(_ context.Context, _ string, rawJSON []byte, param *any) []string {
+	if *param == nil {
+		*param = &convertGeminiResponseToOpenAIChatParams{
+			UnixTimestamp: 0,
+		}
+	}
+
+	if bytes.Equal(rawJSON, []byte("[DONE]")) {
+		return []string{}
+	}
+
+	// Initialize the OpenAI SSE template.
+	template := `{"id":"","object":"chat.completion.chunk","created":12345,"model":"model","choices":[{"index":0,"delta":{"role":null,"content":null,"reasoning_content":null,"tool_calls":null},"finish_reason":null,"native_finish_reason":null}]}`
+
+	// Extract and set the model version.
+	if modelVersionResult := gjson.GetBytes(rawJSON, "modelVersion"); modelVersionResult.Exists() {
+		template, _ = sjson.Set(template, "model", modelVersionResult.String())
+	}
+
+	// Extract and set the creation timestamp.
+	if createTimeResult := gjson.GetBytes(rawJSON, "createTime"); createTimeResult.Exists() {
+		t, err := time.Parse(time.RFC3339Nano, createTimeResult.String())
+		if err == nil {
+			(*param).(*convertGeminiResponseToOpenAIChatParams).UnixTimestamp = t.Unix()
+		}
+		template, _ = sjson.Set(template, "created", (*param).(*convertGeminiResponseToOpenAIChatParams).UnixTimestamp)
+	} else {
+		template, _ = sjson.Set(template, "created", (*param).(*convertGeminiResponseToOpenAIChatParams).UnixTimestamp)
+	}
+
+	// Extract and set the response ID.
+	if responseIDResult := gjson.GetBytes(rawJSON, "responseId"); responseIDResult.Exists() {
+		template, _ = sjson.Set(template, "id", responseIDResult.String())
+	}
+
+	// Extract and set the finish reason.
+	if finishReasonResult := gjson.GetBytes(rawJSON, "candidates.0.finishReason"); finishReasonResult.Exists() {
+		template, _ = sjson.Set(template, "choices.0.finish_reason", finishReasonResult.String())
+		template, _ = sjson.Set(template, "choices.0.native_finish_reason", finishReasonResult.String())
+	}
+
+	// Extract and set usage metadata (token counts).
+	if usageResult := gjson.GetBytes(rawJSON, "usageMetadata"); usageResult.Exists() {
+		if candidatesTokenCountResult := usageResult.Get("candidatesTokenCount"); candidatesTokenCountResult.Exists() {
+			template, _ = sjson.Set(template, "usage.completion_tokens", candidatesTokenCountResult.Int())
+		}
+		if totalTokenCountResult := usageResult.Get("totalTokenCount"); totalTokenCountResult.Exists() {
+			template, _ = sjson.Set(template, "usage.total_tokens", totalTokenCountResult.Int())
+		}
+		promptTokenCount := usageResult.Get("promptTokenCount").Int()
+		thoughtsTokenCount := usageResult.Get("thoughtsTokenCount").Int()
+		template, _ = sjson.Set(template, "usage.prompt_tokens", promptTokenCount+thoughtsTokenCount)
+		if thoughtsTokenCount > 0 {
+			template, _ = sjson.Set(template, "usage.completion_tokens_details.reasoning_tokens", thoughtsTokenCount)
+		}
+	}
+
+	// Process the main content part of the response.
+	partsResult := gjson.GetBytes(rawJSON, "candidates.0.content.parts")
+	if partsResult.IsArray() {
+		partResults := partsResult.Array()
+		for i := 0; i < len(partResults); i++ {
+			partResult := partResults[i]
+			partTextResult := partResult.Get("text")
+			functionCallResult := partResult.Get("functionCall")
+
+			if partTextResult.Exists() {
+				// Handle text content, distinguishing between regular content and reasoning/thoughts.
+				if partResult.Get("thought").Bool() {
+					template, _ = sjson.Set(template, "choices.0.delta.reasoning_content", partTextResult.String())
+				} else {
+					template, _ = sjson.Set(template, "choices.0.delta.content", partTextResult.String())
+				}
+				template, _ = sjson.Set(template, "choices.0.delta.role", "assistant")
+			} else if functionCallResult.Exists() {
+				// Handle function call content.
+				toolCallsResult := gjson.Get(template, "choices.0.delta.tool_calls")
+				if !toolCallsResult.Exists() || !toolCallsResult.IsArray() {
+					template, _ = sjson.SetRaw(template, "choices.0.delta.tool_calls", `[]`)
+				}
+
+				functionCallTemplate := `{"id": "","type": "function","function": {"name": "","arguments": ""}}`
+				fcName := functionCallResult.Get("name").String()
+				functionCallTemplate, _ = sjson.Set(functionCallTemplate, "id", fmt.Sprintf("%s-%d", fcName, time.Now().UnixNano()))
+				functionCallTemplate, _ = sjson.Set(functionCallTemplate, "function.name", fcName)
+				if fcArgsResult := functionCallResult.Get("args"); fcArgsResult.Exists() {
+					functionCallTemplate, _ = sjson.Set(functionCallTemplate, "function.arguments", fcArgsResult.Raw)
+				}
+				template, _ = sjson.Set(template, "choices.0.delta.role", "assistant")
+				template, _ = sjson.SetRaw(template, "choices.0.delta.tool_calls.-1", functionCallTemplate)
+			}
+		}
+	}
+
+	return []string{template}
+}
+
+// ConvertGeminiResponseToOpenAINonStream converts a non-streaming Gemini response to a non-streaming OpenAI response.
+// This function processes the complete Gemini response and transforms it into a single OpenAI-compatible
+// JSON response. It handles message content, tool calls, reasoning content, and usage metadata, combining all
+// the information into a single response that matches the OpenAI API format.
+//
+// Parameters:
+//   - ctx: The context for the request, used for cancellation and timeout handling
+//   - modelName: The name of the model being used for the response (unused in current implementation)
+//   - rawJSON: The raw JSON response from the Gemini API
+//   - param: A pointer to a parameter object for the conversion (unused in current implementation)
+//
+// Returns:
+//   - string: An OpenAI-compatible JSON response containing all message content and metadata
+func ConvertGeminiResponseToOpenAINonStream(_ context.Context, _ string, rawJSON []byte, _ *any) string {
+	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() {
+		template, _ = sjson.Set(template, "model", modelVersionResult.String())
+	}
+
+	if createTimeResult := gjson.GetBytes(rawJSON, "createTime"); createTimeResult.Exists() {
+		t, err := time.Parse(time.RFC3339Nano, createTimeResult.String())
+		if err == nil {
+			unixTimestamp = t.Unix()
+		}
+		template, _ = sjson.Set(template, "created", unixTimestamp)
+	} else {
+		template, _ = sjson.Set(template, "created", unixTimestamp)
+	}
+
+	if responseIDResult := gjson.GetBytes(rawJSON, "responseId"); responseIDResult.Exists() {
+		template, _ = sjson.Set(template, "id", responseIDResult.String())
+	}
+
+	if finishReasonResult := gjson.GetBytes(rawJSON, "candidates.0.finishReason"); finishReasonResult.Exists() {
+		template, _ = sjson.Set(template, "choices.0.finish_reason", finishReasonResult.String())
+		template, _ = sjson.Set(template, "choices.0.native_finish_reason", finishReasonResult.String())
+	}
+
+	if usageResult := gjson.GetBytes(rawJSON, "usageMetadata"); usageResult.Exists() {
+		if candidatesTokenCountResult := usageResult.Get("candidatesTokenCount"); candidatesTokenCountResult.Exists() {
+			template, _ = sjson.Set(template, "usage.completion_tokens", candidatesTokenCountResult.Int())
+		}
+		if totalTokenCountResult := usageResult.Get("totalTokenCount"); totalTokenCountResult.Exists() {
+			template, _ = sjson.Set(template, "usage.total_tokens", totalTokenCountResult.Int())
+		}
+		promptTokenCount := usageResult.Get("promptTokenCount").Int()
+		thoughtsTokenCount := usageResult.Get("thoughtsTokenCount").Int()
+		template, _ = sjson.Set(template, "usage.prompt_tokens", promptTokenCount+thoughtsTokenCount)
+		if thoughtsTokenCount > 0 {
+			template, _ = sjson.Set(template, "usage.completion_tokens_details.reasoning_tokens", thoughtsTokenCount)
+		}
+	}
+
+	// Process the main content part of the response.
+	partsResult := gjson.GetBytes(rawJSON, "candidates.0.content.parts")
+	if partsResult.IsArray() {
+		partsResults := partsResult.Array()
+		for i := 0; i < len(partsResults); i++ {
+			partResult := partsResults[i]
+			partTextResult := partResult.Get("text")
+			functionCallResult := partResult.Get("functionCall")
+
+			if partTextResult.Exists() {
+				// Append text content, distinguishing between regular content and reasoning.
+				if partResult.Get("thought").Bool() {
+					template, _ = sjson.Set(template, "choices.0.message.reasoning_content", partTextResult.String())
+				} else {
+					template, _ = sjson.Set(template, "choices.0.message.content", partTextResult.String())
+				}
+				template, _ = sjson.Set(template, "choices.0.message.role", "assistant")
+			} else if functionCallResult.Exists() {
+				// Append function call content to the tool_calls array.
+				toolCallsResult := gjson.Get(template, "choices.0.message.tool_calls")
+				if !toolCallsResult.Exists() || !toolCallsResult.IsArray() {
+					template, _ = sjson.SetRaw(template, "choices.0.message.tool_calls", `[]`)
+				}
+				functionCallItemTemplate := `{"id": "","type": "function","function": {"name": "","arguments": ""}}`
+				fcName := functionCallResult.Get("name").String()
+				functionCallItemTemplate, _ = sjson.Set(functionCallItemTemplate, "id", fmt.Sprintf("%s-%d", fcName, time.Now().UnixNano()))
+				functionCallItemTemplate, _ = sjson.Set(functionCallItemTemplate, "function.name", fcName)
+				if fcArgsResult := functionCallResult.Get("args"); fcArgsResult.Exists() {
+					functionCallItemTemplate, _ = sjson.Set(functionCallItemTemplate, "function.arguments", fcArgsResult.Raw)
+				}
+				template, _ = sjson.Set(template, "choices.0.message.role", "assistant")
+				template, _ = sjson.SetRaw(template, "choices.0.message.tool_calls.-1", functionCallItemTemplate)
+			} else {
+				// If no usable content is found, return an empty string.
+				return ""
+			}
+		}
+	}
+
+	return template
+}

internal/translator/gemini/openai/init.go

@@ -0,0 +1,19 @@
+package openai
+
+import (
+	. "github.com/luispater/CLIProxyAPI/internal/constant"
+	"github.com/luispater/CLIProxyAPI/internal/interfaces"
+	"github.com/luispater/CLIProxyAPI/internal/translator/translator"
+)
+
+func init() {
+	translator.Register(
+		OPENAI,
+		GEMINI,
+		ConvertOpenAIRequestToGemini,
+		interfaces.TranslateResponse{
+			Stream:    ConvertGeminiResponseToOpenAI,
+			NonStream: ConvertGeminiResponseToOpenAINonStream,
+		},
+	)
+}