2 files changed, 188 insertions, 14 deletions
diff --git a/agent/agent.go b/agent/agent.go
index 5ad1ef1..8824ecb 100644
--- a/agent/agent.go
+++ b/agent/agent.go
@@ -33,3 +33,13 @@ func RegisterB(toolName string, a AgenterB) {
 func RegisterA(toolNames []string, a AgenterA) {
 	RegistryA[a] = toolNames
 }
+
+// Get returns the agent registered for the given tool name, or nil if none.
+func Get(toolName string) AgenterB {
+	return RegistryB[toolName]
+}
+
+// Register is a convenience wrapper for RegisterB.
+func Register(toolName string, a AgenterB) {
+	RegisterB(toolName, a)
+}
diff --git a/agent/request.go b/agent/request.go
index 2d557ac..bb4a80d 100644
--- a/agent/request.go
+++ b/agent/request.go
@@ -3,15 +3,32 @@ package agent
 import (
 	"bytes"
 	"encoding/json"
+	"fmt"
 	"gf-lt/config"
 	"gf-lt/models"
 	"io"
 	"log/slog"
 	"net/http"
+	"strings"
 )
 
 var httpClient = &http.Client{}
 
+var defaultProps = map[string]float32{
+	"temperature":     0.8,
+	"dry_multiplier":  0.0,
+	"min_p":           0.05,
+	"n_predict":       -1.0,
+}
+
+func detectAPI(api string) (isCompletion, isChat, isDeepSeek, isOpenRouter bool) {
+	isCompletion = strings.Contains(api, "/completion") && !strings.Contains(api, "/chat/completions")
+	isChat = strings.Contains(api, "/chat/completions")
+	isDeepSeek = strings.Contains(api, "deepseek.com")
+	isOpenRouter = strings.Contains(api, "openrouter.ai")
+	return
+}
+
 type AgentClient struct {
 	cfg      *config.Config
 	getToken func() string
@@ -31,38 +48,185 @@ func (ag *AgentClient) Log() *slog.Logger {
 }
 
 func (ag *AgentClient) FormMsg(sysprompt, msg string) (io.Reader, error) {
-	agentConvo := []models.RoleMsg{
+	b, err := ag.buildRequest(sysprompt, msg)
+	if err != nil {
+		return nil, err
+	}
+	return bytes.NewReader(b), nil
+}
+
+// buildRequest creates the appropriate LLM request based on the current API endpoint.
+func (ag *AgentClient) buildRequest(sysprompt, msg string) ([]byte, error) {
+	api := ag.cfg.CurrentAPI
+	model := ag.cfg.CurrentModel
+	messages := []models.RoleMsg{
 		{Role: "system", Content: sysprompt},
 		{Role: "user", Content: msg},
 	}
-	agentChat := &models.ChatBody{
-		Model:    ag.cfg.CurrentModel,
-		Stream:   true,
-		Messages: agentConvo,
+
+	// Determine API type
+	isCompletion, isChat, isDeepSeek, isOpenRouter := detectAPI(api)
+	ag.log.Debug("agent building request", "api", api, "isCompletion", isCompletion, "isChat", isChat, "isDeepSeek", isDeepSeek, "isOpenRouter", isOpenRouter)
+
+	// Build prompt for completion endpoints
+	if isCompletion {
+		var sb strings.Builder
+		for _, m := range messages {
+			sb.WriteString(m.ToPrompt())
+			sb.WriteString("\n")
+		}
+		prompt := strings.TrimSpace(sb.String())
+
+		if isDeepSeek {
+			// DeepSeek completion
+			req := models.NewDSCompletionReq(prompt, model, defaultProps["temperature"], []string{})
+			req.Stream = false // Agents don't need streaming
+			return json.Marshal(req)
+		} else if isOpenRouter {
+			// OpenRouter completion
+			req := models.NewOpenRouterCompletionReq(model, prompt, defaultProps, []string{})
+			req.Stream = false // Agents don't need streaming
+			return json.Marshal(req)
+		} else {
+			// Assume llama.cpp completion
+			req := models.NewLCPReq(prompt, model, nil, defaultProps, []string{})
+			req.Stream = false // Agents don't need streaming
+			return json.Marshal(req)
+		}
 	}
-	b, err := json.Marshal(agentChat)
-	if err != nil {
-		ag.log.Error("failed to form agent msg", "error", err)
-		return nil, err
+
+	// Chat completions endpoints
+	if isChat || !isCompletion {
+		chatBody := &models.ChatBody{
+			Model:    model,
+			Stream:   false, // Agents don't need streaming
+			Messages: messages,
+		}
+
+		if isDeepSeek {
+			// DeepSeek chat
+			req := models.NewDSChatReq(*chatBody)
+			return json.Marshal(req)
+		} else if isOpenRouter {
+			// OpenRouter chat
+			req := models.NewOpenRouterChatReq(*chatBody, defaultProps)
+			return json.Marshal(req)
+		} else {
+			// Assume llama.cpp chat (OpenAI format)
+			req := models.OpenAIReq{
+				ChatBody: chatBody,
+				Tools:    nil,
+			}
+			return json.Marshal(req)
+		}
 	}
-	return bytes.NewReader(b), nil
+
+	// Fallback (should not reach here)
+	ag.log.Warn("unknown API, using default chat completions format", "api", api)
+	chatBody := &models.ChatBody{
+		Model:    model,
+		Stream:   false, // Agents don't need streaming
+		Messages: messages,
+	}
+	return json.Marshal(chatBody)
 }
 
 func (ag *AgentClient) LLMRequest(body io.Reader) ([]byte, error) {
-	req, err := http.NewRequest("POST", ag.cfg.CurrentAPI, body)
+	// Read the body for debugging (but we need to recreate it for the request)
+	bodyBytes, err := io.ReadAll(body)
+	if err != nil {
+		ag.log.Error("failed to read request body", "error", err)
+		return nil, err
+	}
+
+	req, err := http.NewRequest("POST", ag.cfg.CurrentAPI, bytes.NewReader(bodyBytes))
 	if err != nil {
-		ag.log.Error("llamacpp api", "error", err)
+		ag.log.Error("failed to create request", "error", err)
 		return nil, err
 	}
 	req.Header.Add("Accept", "application/json")
 	req.Header.Add("Content-Type", "application/json")
 	req.Header.Add("Authorization", "Bearer "+ag.getToken())
 	req.Header.Set("Accept-Encoding", "gzip")
+
+	ag.log.Debug("agent LLM request", "url", ag.cfg.CurrentAPI, "body_preview", string(bodyBytes[:min(len(bodyBytes), 500)]))
+
 	resp, err := httpClient.Do(req)
 	if err != nil {
-		ag.log.Error("llamacpp api", "error", err)
+		ag.log.Error("llamacpp api request failed", "error", err, "url", ag.cfg.CurrentAPI)
 		return nil, err
 	}
 	defer resp.Body.Close()
-	return io.ReadAll(resp.Body)
+
+	responseBytes, err := io.ReadAll(resp.Body)
+	if err != nil {
+		ag.log.Error("failed to read response", "error", err)
+		return nil, err
+	}
+
+	if resp.StatusCode >= 400 {
+		ag.log.Error("agent LLM request failed", "status", resp.StatusCode, "response", string(responseBytes[:min(len(responseBytes), 1000)]))
+		return responseBytes, fmt.Errorf("HTTP %d: %s", resp.StatusCode, string(responseBytes[:min(len(responseBytes), 200)]))
+	}
+
+	// Parse response and extract text content
+	text, err := extractTextFromResponse(responseBytes)
+	if err != nil {
+		ag.log.Error("failed to extract text from response", "error", err, "response_preview", string(responseBytes[:min(len(responseBytes), 500)]))
+		// Return raw response as fallback
+		return responseBytes, nil
+	}
+
+	return []byte(text), nil
+}
+
+// extractTextFromResponse parses common LLM response formats and extracts the text content.
+func extractTextFromResponse(data []byte) (string, error) {
+	// Try to parse as generic JSON first
+	var genericResp map[string]interface{}
+	if err := json.Unmarshal(data, &genericResp); err != nil {
+		// Not JSON, return as string
+		return string(data), nil
+	}
+
+	// Check for OpenAI chat completion format
+	if choices, ok := genericResp["choices"].([]interface{}); ok && len(choices) > 0 {
+		if firstChoice, ok := choices[0].(map[string]interface{}); ok {
+			// Chat completion: choices[0].message.content
+			if message, ok := firstChoice["message"].(map[string]interface{}); ok {
+				if content, ok := message["content"].(string); ok {
+					return content, nil
+				}
+			}
+			// Completion: choices[0].text
+			if text, ok := firstChoice["text"].(string); ok {
+				return text, nil
+			}
+			// Delta format for streaming (should not happen with stream: false)
+			if delta, ok := firstChoice["delta"].(map[string]interface{}); ok {
+				if content, ok := delta["content"].(string); ok {
+					return content, nil
+				}
+			}
+		}
+	}
+
+	// Check for llama.cpp completion format
+	if content, ok := genericResp["content"].(string); ok {
+		return content, nil
+	}
+
+	// Unknown format, return pretty-printed JSON
+	prettyJSON, err := json.MarshalIndent(genericResp, "", "  ")
+	if err != nil {
+		return string(data), nil
+	}
+	return string(prettyJSON), nil
+}
+
+func min(a, b int) int {
+	if a < b {
+		return a
+	}
+	return b
 }