feat: 更新 LiteLLM 客户端和 CLI 设置管理，支持自定义 API 路由和 CLI 工具集成

ccw-litellm/src/ccw_litellm/clients/litellm_llm.py

@@ -93,6 +93,18 @@ class LiteLLMClient(AbstractLLMClient):
         if provider in ["anthropic", "azure", "vertex_ai", "bedrock"]:
             return f"{provider}/{model}"
 
+        # If there's a custom api_base, use openai/ prefix to force OpenAI-compatible routing
+        # This prevents LiteLLM from auto-detecting model provider from name
+        # (e.g., "gemini-2.5-pro" would otherwise trigger Vertex AI auth)
+        if self._provider_config.api_base:
+            # Check if it's not the default OpenAI endpoint
+            default_openai_bases = [
+                "https://api.openai.com/v1",
+                "https://api.openai.com",
+            ]
+            if self._provider_config.api_base not in default_openai_bases:
+                return f"openai/{model}"
+
         return model
 
     def chat(
@@ -120,6 +132,13 @@ class LiteLLMClient(AbstractLLMClient):
         # Merge kwargs
         completion_kwargs = {**self._litellm_kwargs, **kwargs}
 
+        # Override User-Agent to avoid being blocked by some API proxies
+        # that detect and block OpenAI SDK's default User-Agent
+        if "extra_headers" not in completion_kwargs:
+            completion_kwargs["extra_headers"] = {}
+        if "User-Agent" not in completion_kwargs["extra_headers"]:
+            completion_kwargs["extra_headers"]["User-Agent"] = "python-httpx/0.27"
+
         try:
             # Call LiteLLM
             response = litellm.completion(

ccw/src/config/cli-settings-manager.ts

@@ -122,17 +122,17 @@ export function saveEndpointSettings(request: SaveEndpointRequest): SettingsOper
     saveIndex(index);
 
     // Sync with cli-tools.json for ccw cli --tool integration
-    // API endpoints are added as tools with type: 'api-endpoint'
-    // Usage: ccw cli -p "..." --tool custom --model <endpoint-id> --mode analysis
+    // CLI Settings endpoints are added as tools with type: 'cli-wrapper'
+    // Usage: ccw cli -p "..." --tool <name> --mode analysis
     try {
       const projectDir = os.homedir(); // Use home dir as base for global config
       addClaudeCustomEndpoint(projectDir, {
         id: endpointId,
         name: request.name,
-        enabled: request.enabled ?? true
-        // No cli-wrapper tag -> registers as type: 'api-endpoint'
+        enabled: request.enabled ?? true,
+        tags: ['cli-wrapper']  // cli-wrapper tag -> registers as type: 'cli-wrapper'
       });
-      console.log(`[CliSettings] Synced endpoint ${endpointId} to cli-tools.json tools`);
+      console.log(`[CliSettings] Synced endpoint ${endpointId} to cli-tools.json tools (cli-wrapper)`);
     } catch (syncError) {
       console.warn(`[CliSettings] Failed to sync with cli-tools.json: ${syncError}`);
       // Non-fatal: continue even if sync fails
@@ -303,14 +303,14 @@ export function toggleEndpointEnabled(endpointId: string, enabled: boolean): Set
     index.set(endpointId, metadata);
     saveIndex(index);
 
-    // Sync enabled status with cli-tools.json tools (api-endpoint type)
+    // Sync enabled status with cli-tools.json tools (cli-wrapper type)
     try {
       const projectDir = os.homedir();
       addClaudeCustomEndpoint(projectDir, {
         id: endpointId,
         name: metadata.name,
-        enabled: enabled
-        // No cli-wrapper tag -> updates as type: 'api-endpoint'
+        enabled: enabled,
+        tags: ['cli-wrapper']  // cli-wrapper tag -> registers as type: 'cli-wrapper'
       });
       console.log(`[CliSettings] Synced endpoint ${endpointId} enabled=${enabled} to cli-tools.json tools`);
     } catch (syncError) {

ccw/src/config/litellm-api-config-manager.ts

@@ -18,6 +18,10 @@ import type {
   CodexLensEmbeddingProvider,
   EmbeddingPoolConfig,
 } from '../types/litellm-api-config.js';
+import {
+  addClaudeApiEndpoint,
+  removeClaudeApiEndpoint
+} from '../tools/claude-cli-tools.js';
 
 /**
  * Default configuration
@@ -270,6 +274,20 @@ export function addEndpoint(
   config.endpoints.push(endpoint);
   saveConfig(baseDir, config);
 
+  // Sync to cli-tools.json as api-endpoint type
+  // Usage: ccw cli -p "..." --tool <endpoint-id>
+  try {
+    addClaudeApiEndpoint(homedir(), {
+      id: endpoint.id,
+      name: endpoint.id,  // Use endpoint ID as tool name for CLI access
+      enabled: endpoint.enabled !== false
+    });
+    console.log(`[LiteLLM Config] Synced endpoint ${endpoint.id} to cli-tools.json (api-endpoint)`);
+  } catch (syncError) {
+    console.warn(`[LiteLLM Config] Failed to sync endpoint to cli-tools.json: ${syncError}`);
+    // Non-fatal: continue even if sync fails
+  }
+
   return endpoint;
 }
 
@@ -300,7 +318,21 @@ export function updateEndpoint(
   };
 
   saveConfig(baseDir, config);
-  return config.endpoints[endpointIndex];
+
+  // Sync enabled status to cli-tools.json
+  const updatedEndpoint = config.endpoints[endpointIndex];
+  try {
+    addClaudeApiEndpoint(homedir(), {
+      id: updatedEndpoint.id,
+      name: updatedEndpoint.id,
+      enabled: updatedEndpoint.enabled !== false
+    });
+    console.log(`[LiteLLM Config] Synced endpoint ${updatedEndpoint.id} update to cli-tools.json`);
+  } catch (syncError) {
+    console.warn(`[LiteLLM Config] Failed to sync endpoint update to cli-tools.json: ${syncError}`);
+  }
+
+  return updatedEndpoint;
 }
 
 /**
@@ -322,6 +354,15 @@ export function deleteEndpoint(baseDir: string, endpointId: string): boolean {
   }
 
   saveConfig(baseDir, config);
+
+  // Remove from cli-tools.json
+  try {
+    removeClaudeApiEndpoint(homedir(), endpointId);
+    console.log(`[LiteLLM Config] Removed endpoint ${endpointId} from cli-tools.json`);
+  } catch (syncError) {
+    console.warn(`[LiteLLM Config] Failed to remove endpoint from cli-tools.json: ${syncError}`);
+  }
+
   return true;
 }
 

ccw/src/tools/claude-cli-tools.ts

@@ -22,8 +22,18 @@ export interface ClaudeCliTool {
   primaryModel?: string;
   secondaryModel?: string;
   tags: string[];
-  type?: 'builtin' | 'cli-wrapper' | 'api-endpoint';  // Tool type: builtin, cli-wrapper, or api-endpoint
-  id?: string;  // Required for api-endpoint type (endpoint ID for settings lookup)
+  /**
+   * Tool type determines routing:
+   * - 'builtin': Built-in CLI tools (gemini, qwen, codex, etc.)
+   * - 'cli-wrapper': Routes to `claude --settings` (CLI Settings endpoints)
+   * - 'api-endpoint': Routes to LiteLLM (LiteLLM endpoints)
+   */
+  type?: 'builtin' | 'cli-wrapper' | 'api-endpoint';
+  /**
+   * Endpoint ID for type: 'api-endpoint'
+   * Used to lookup endpoint configuration in litellm-api-config.json
+   */
+  id?: string;
 }
 
 export type CliToolName = 'gemini' | 'qwen' | 'codex' | 'claude' | 'opencode' | string;

ccw/src/tools/cli-executor-core.ts

@@ -468,39 +468,75 @@ async function executeCliTool(
       }
     }
 
-    // Check tools with type: 'api-endpoint' (for --tool custom --model <id>)
+    // Check tools with type: 'api-endpoint' -> route to LiteLLM
     const apiEndpointTool = Object.entries(cliToolsConfig.tools).find(
       ([name, t]) => t.type === 'api-endpoint' && t.enabled &&
         (t.id === tool || name === tool || name.toLowerCase() === tool.toLowerCase())
     );
     if (apiEndpointTool) {
       const [toolName, toolConfig] = apiEndpointTool;
-      const endpointId = toolConfig.id || toolName;
-      // Check if there's a corresponding CLI封装 settings file
-      const cliSettingsForEndpoint = findEndpoint(endpointId);
-      if (cliSettingsForEndpoint) {
-        const settingsPath = getSettingsFilePath(cliSettingsForEndpoint.id);
+      // id field is the LiteLLM endpoint ID (e.g., "g25")
+      const litellmEndpointId = toolConfig.id || toolName;
+
+      // Find LiteLLM endpoint configuration
+      const litellmEndpoint = findEndpointById(workingDir, litellmEndpointId);
+      if (litellmEndpoint) {
         if (onOutput) {
           onOutput({
             type: 'stderr',
-            content: `[Routing to API endpoint: ${toolName} via claude --settings]\n`,
+            content: `[Routing to LiteLLM API endpoint: ${toolName} (${litellmEndpointId})]\n`,
             timestamp: new Date().toISOString()
           });
         }
 
-        const result = await executeClaudeWithSettings({
+        // Execute via LiteLLM
+        const result = await executeLiteLLMEndpoint({
           prompt,
-          settingsPath,
-          endpointId: cliSettingsForEndpoint.id,
-          mode,
-          workingDir,
-          cd,
+          endpointId: litellmEndpointId,
+          baseDir: workingDir,
+          cwd: cd || workingDir,
           includeDirs: includeDirs ? includeDirs.split(',').map(d => d.trim()) : undefined,
-          customId,
-          onOutput: onOutput || undefined
+          onOutput: onOutput || undefined,
         });
 
-        return result;
+        // Convert LiteLLM result to ExecutionOutput format
+        const startTime = Date.now();
+        const endTime = Date.now();
+        const duration = endTime - startTime;
+
+        const execution: ExecutionRecord = {
+          id: customId || `${Date.now()}-litellm`,
+          timestamp: new Date(startTime).toISOString(),
+          tool: toolName,
+          model: litellmEndpoint.model,
+          mode,
+          prompt,
+          status: result.success ? 'success' : 'error',
+          exit_code: result.success ? 0 : 1,
+          duration_ms: duration,
+          output: {
+            stdout: result.output,
+            stderr: result.error || '',
+            truncated: false
+          }
+        };
+
+        const conversation = convertToConversation(execution);
+
+        // Try to save to history
+        try {
+          saveConversation(workingDir, conversation);
+        } catch (err) {
+          console.error('[CLI Executor] Failed to save LiteLLM history:', (err as Error).message);
+        }
+
+        return {
+          success: result.success,
+          execution,
+          conversation,
+          stdout: result.output,
+          stderr: result.error || '',
+        };
       }
     }