Feat/memory operation tool

.env.example

@@ -35,4 +35,22 @@ STORAGE_DATABASE_TYPE=in-memory
 # ====================
 # MCP Configuration
 # ====================
-# MCP_GLOBAL_TIMEOUT=30000
+# MCP_GLOBAL_TIMEOUT=30000
+
+
+# Vector store type: qdrant, in-memory
+#VECTOR_STORE_TYPE=in-memory
+
+# Qdrant configuration (only used if VECTOR_STORE_TYPE=qdrant)
+#VECTOR_STORE_HOST=localhost
+#VECTOR_STORE_PORT=6333
+#VECTOR_STORE_URL=http://localhost:6333
+#VECTOR_STORE_API_KEY=your-qdrant-api-key
+
+# Vector collection settings
+# VECTOR_STORE_COLLECTION=default
+# VECTOR_STORE_COLLECTION_NAME=your_collection_name
+# VECTOR_STORE_DIMENSION=1536
+# VECTOR_STORE_DISTANCE=Cosine
+# VECTOR_STORE_ON_DISK=false
+# VECTOR_STORE_MAX_VECTORS=10000

memAgent/cipher.yml

@@ -26,3 +26,7 @@ llm:
 
 # System prompt
 systemPrompt: "You are a helpful AI assistant with memory capabilities. Please confirm you're working with OpenRouter API."
+
+
+
+

src/app/index.ts

@@ -68,6 +68,13 @@ program
 
 			// Start the agent (initialize async services)
 			await agent.start();
+
+			// Print OpenAI embedder dimension after agent is started
+			if (agent.services && agent.services.embeddingManager) {
+				const embedder = agent.services.embeddingManager.getEmbedder('default');
+			} else {
+				console.log('No embeddingManager found in agent.services');
+			}
 		} catch (err) {
 			logger.error(
 				'Failed to load agent config:',

src/core/brain/embedding/backend/index.ts

@@ -0,0 +1,31 @@
+/**
+ * Embedding Backend Module Exports
+ *
+ * Central export point for all embedding backend implementations and types.
+ * Provides a clean interface for accessing embedding providers and utilities.
+ *
+ * @module embedding/backend
+ */
+
+// Export core types and interfaces
+export type {
+	Embedder,
+	EmbeddingConfig,
+	OpenAIEmbeddingConfig,
+	BackendConfig,
+	EmbeddingResult,
+	BatchEmbeddingResult,
+} from './types.js';
+
+// Export error classes
+export {
+	EmbeddingError,
+	EmbeddingConnectionError,
+	EmbeddingDimensionError,
+	EmbeddingRateLimitError,
+	EmbeddingQuotaError,
+	EmbeddingValidationError,
+} from './types.js';
+
+// Export backend implementations
+export { OpenAIEmbedder } from './openai.js';