[{"_1":2,"_646":-5,"_647":-5},"loaderData",{"_3":4,"_22":23,"_24":25,"_475":476},"root",{"_5":6,"_7":8},"toasts",[],"visitor",{"_9":10,"_11":12},"viewportWidth",1280,"visitorSession",{"_13":14,"_16":17,"_18":-5,"_19":20,"_21":-5},"attributes",[15],"BOT","id",7058884,"membership","referenceId","01971406-43e3-74e8-b880-2f000258007a","userAccount","routes/_public/_layout",{},"routes/_public/mcp/servers/~namespace/~slug/_pages/_layout",{"_26":27,"_68":-5,"_69":28,"_29":70,"_393":394,"_473":474},"availableLocales",[28,40,47,54,61],{"_29":30,"_33":37,"_38":39},"mcpServer",{"_31":32,"_33":34,"_35":36},"description","A comprehensive memory system for Cursor using the Model Context Protocol (MCP) that provides persistent context awareness across sessions by storing conversation history, project milestones, code snippets, and enabling semantic search.","name","Cursor10x Memory System","readme","# Cursor10x Memory System\n\nA comprehensive memory system for Cursor using the Model Context Protocol (MCP).\n\n

\n \n# 🚀 **ANNOUNCING CURSOR10X SYSTEM** 🚀\n\n### Transform Your Development Process with AI-Powered Autonomous Systems\n\n

\n $\"Active\"$ \n $\"Version$ \n $\"MIT$ \n

\n\n\n \n \n \n \n \n \n \n \n \n \n

🧠 Memory System	📋 Task Management	🕛 Cursor Rules
Persistent context awareness	Guided implementation	For top efficiency

\n\n### 🔥 **The Cursor10x Memory System is now part of the complete Cursor10x Platform!** 🔥\n\nDiscover the full autonomous development ecosystem at [GitHub](https://github.com/aurda012/cursor10x) featuring:\n\n**📋 Task Management System** - Guided implementation with step-by-step tasks\n**🔄 Autonomous Memory** - Context-aware AI that remembers your entire project\n**📊 Project Blueprints** - Complete technical architectures created for your specifications\n**📁 File/Folder Architecture** - Optimized project structure with best practices\n**📘 Implementation Guide** - Comprehensive documentation for all files and components\n**📝 Detailed Tasks** - Complete workflow from project initiation to completion\n**🔍 Vector-Based Search** - Semantic search across your codebase and conversations\n**🧩 Code Indexing** - Automatic detection and indexing of code structures\n**🔎 Semantic Code Retrieval** - Find related code by meaning rather than exact matches\n**🤖 Automatic Code Analysis** - Extract functions, classes, and variables with context\n\n

\n Visit cursor10x.com\n

\n\nGenerate complete project blueprints with file architecture, implementation guides, and full task sequences along with the entire Cursor10x system already implemented!\n\n

\n\n---\n\n## Overview\n\nThe Cursor10x Memory System creates a persistent memory layer for AI assistants (specifically Claude), enabling them to retain and recall:\n\n- Recent messages and conversation history\n- Active files currently being worked on\n- Important project milestones and decisions\n- Technical requirements and specifications\n- Chronological sequences of actions and events (episodes)\n- Code snippets and structures from your codebase\n- Semantically similar content based on vector embeddings\n- Related code fragments through semantic similarity\n- File structures with function and variable relationships\n\nThis memory system bridges the gap between stateless AI interactions and continuous development workflows, allowing for more productive and contextually aware assistance.\n\n## System Architecture\n\nThe memory system is built on four core components:\n\n1. **MCP Server**: Implements the Model Context Protocol to register tools and process requests\n2. **Memory Database**: Uses Turso database for persistent storage across sessions\n3. **Memory Subsystems**: Organizes memory into specialized systems with distinct purposes\n4. **Vector Embeddings**: Transforms text and code into numerical representations for semantic search\n\n### Memory Types\n\nThe system implements four complementary memory types:\n\n1. **Short-Term Memory (STM)**\n - Stores recent messages and active files\n - Provides immediate context for current interactions\n - Automatically prioritizes by recency and importance\n\n2. **Long-Term Memory (LTM)**\n - Stores permanent project information like milestones and decisions\n - Maintains architectural and design context\n - Preserves high-importance information indefinitely\n\n3. **Episodic Memory**\n - Records chronological sequences of events\n - Maintains causal relationships between actions\n - Provides temporal context for project history\n\n4. **Semantic Memory**\n - Stores vector embeddings of messages, files, and code snippets\n - Enables retrieval of content based on semantic similarity\n - Automatically indexes code structures for contextual retrieval\n - Tracks relationships between code components\n - Provides similarity-based search across the codebase\n\n## Features\n\n- **Persistent Context**: Maintains conversation and project context across multiple sessions\n- **Importance-Based Storage**: Prioritizes information based on configurable importance levels\n- **Multi-Dimensional Memory**: Combines short-term, long-term, episodic, and semantic memory systems\n- **Comprehensive Retrieval**: Provides unified context from all memory subsystems\n- **Health Monitoring**: Includes built-in diagnostics and status reporting\n- **Banner Generation**: Creates informative context banners for conversation starts\n- **Database Persistence**: Stores all memory data in Turso database with automatic schema creation\n- **Vector Embeddings**: Creates numerical representations of text and code for similarity search\n- **Advanced Vector Storage**: Utilizes Turso's F32_BLOB and vector functions for efficient embedding storage\n- **ANN Search**: Supports Approximate Nearest Neighbor search for fast similarity matching\n- **Code Indexing**: Automatically detects and indexes code structures (functions, classes, variables)\n- **Semantic Search**: Finds related content based on meaning rather than exact text matches\n- **Relevance Scoring**: Ranks context items by relevance to the current query\n- **Code Structure Detection**: Identifies and extracts code components across multiple languages\n- **Auto-Embedding Generation**: Automatically creates vector embeddings for indexed content\n- **Cross-Reference Retrieval**: Finds related code across different files and components\n\n## Installation\n\n### Prerequisites\n\n- Node.js 18 or higher\n- npm or yarn package manager\n- Turso database account\n\n### Setup Steps\n\n1. **Configure Turso Database:**\n\n```bash\n# Install Turso CLI\ncurl -sSfL https://get.turso.tech/install.sh | bash\n\n# Login to Turso\nturso auth login\n\n# Create a database\nturso db create cursor10x-mcp\n\n# Get database URL and token\nturso db show cursor10x-mcp --url\nturso db tokens create cursor10x-mcp\n```\n\nOr you can visit [Turso](https://turso.tech/) and sign up and proceed to create the database and get proper credentials. The free plan will more than cover your project memory.\n\n2. **Configure Cursor MCP:**\n\nUpdate `.cursor/mcp.json` in your project directory with the database url and turso auth token:\n\n```json\n{\n \"mcpServers\": {\n \"cursor10x-mcp\": {\n \"command\": \"npx\",\n \"args\": [\"cursor10x-mcp\"],\n \"enabled\": true,\n \"env\": {\n \"TURSO_DATABASE_URL\": \"your-turso-database-url\",\n \"TURSO_AUTH_TOKEN\": \"your-turso-auth-token\"\n }\n }\n }\n}\n```\n\n## Tool Documentation\n\n### System Tools\n\n#### `mcp_cursor10x_initConversation`\n\nInitializes a conversation by storing the user message, generating a banner, and retrieving context in one operation. This unified tool replaces the need for separate generateBanner, getComprehensiveContext, and storeUserMessage calls at the beginning of each conversation.\n\n**Parameters:**\n- `content` (string, required): Content of the user message\n- `importance` (string, optional): Importance level (\"low\", \"medium\", \"high\", \"critical\"), defaults to \"low\"\n- `metadata` (object, optional): Additional metadata for the message\n\n**Returns:**\n- Object with two sections:\n - `display`: Contains the banner to be shown to the user\n - `internal`: Contains the comprehensive context for the agent's use\n\n**Example:**\n```javascript\n// Initialize a conversation\nconst result = await mcp_cursor10x_initConversation({\n content: \"I need to implement a login system for my app\",\n importance: \"medium\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"display\": {\n// \"banner\": {\n// \"status\": \"ok\",\n// \"memory_system\": \"active\",\n// \"mode\": \"turso\",\n// \"message_count\": 42,\n// \"active_files_count\": 3,\n// \"last_accessed\": \"4/15/2023, 2:30:45 PM\"\n// }\n// },\n// \"internal\": {\n// \"context\": { ... comprehensive context data ... },\n// \"messageStored\": true,\n// \"timestamp\": 1681567845123\n// }\n// }\n```\n\n#### `mcp_cursor10x_endConversation`\n\nEnds a conversation by combining multiple operations in one call: storing the assistant's final message, recording a milestone for what was accomplished, and logging an episode in the episodic memory. This unified tool replaces the need for separate storeAssistantMessage, storeMilestone, and recordEpisode calls at the end of each conversation.\n\n**Parameters:**\n- `content` (string, required): Content of the assistant's final message\n- `milestone_title` (string, required): Title of the milestone to record\n- `milestone_description` (string, required): Description of what was accomplished\n- `importance` (string, optional): Importance level (\"low\", \"medium\", \"high\", \"critical\"), defaults to \"medium\"\n- `metadata` (object, optional): Additional metadata for all records\n\n**Returns:**\n- Object with status and results of each operation\n\n**Example:**\n```javascript\n// End a conversation with finalization steps\nconst result = await mcp_cursor10x_endConversation({\n content: \"I've implemented the authentication system with JWT tokens as requested\",\n milestone_title: \"Authentication Implementation\",\n milestone_description: \"Implemented secure JWT-based authentication with refresh tokens\",\n importance: \"high\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"results\": {\n// \"assistantMessage\": {\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// },\n// \"milestone\": {\n// \"title\": \"Authentication Implementation\",\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// },\n// \"episode\": {\n// \"action\": \"completion\",\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// }\n// }\n// }\n```\n\n#### `mcp_cursor10x_checkHealth`\n\nChecks the health of the memory system and its database connection.\n\n**Parameters:**\n- None required\n\n**Returns:**\n- Object with health status and diagnostics\n\n**Example:**\n```javascript\n// Check memory system health\nconst health = await mcp_cursor10x_checkHealth({});\n// Result: {\n// \"status\": \"ok\",\n// \"mode\": \"turso\",\n// \"message_count\": 42,\n// \"active_files_count\": 3,\n// \"current_directory\": \"/users/project\",\n// \"timestamp\": \"2023-04-15T14:30:45.123Z\"\n// }\n```\n\n#### `mcp_cursor10x_getMemoryStats`\n\nRetrieves detailed statistics about the memory system.\n\n**Parameters:**\n- None required\n\n**Returns:**\n- Object with comprehensive memory statistics\n\n**Example:**\n```javascript\n// Get memory statistics\nconst stats = await mcp_cursor10x_getMemoryStats({});\n// Result: {\n// \"status\": \"ok\",\n// \"stats\": {\n// \"message_count\": 42,\n// \"active_file_count\": 3,\n// \"milestone_count\": 7,\n// \"decision_count\": 12,\n// \"requirement_count\": 15,\n// \"episode_count\": 87,\n// \"oldest_memory\": \"2023-03-10T09:15:30.284Z\",\n// \"newest_memory\": \"2023-04-15T14:30:45.123Z\"\n// }\n// }\n```\n\n#### `mcp_cursor10x_getComprehensiveContext`\n\nRetrieves a unified context from all memory subsystems, combining short-term, long-term, and episodic memory.\n\n**Parameters:**\n- None required\n\n**Returns:**\n- Object with consolidated context from all memory systems\n\n**Example:**\n```javascript\n// Get comprehensive context\nconst context = await mcp_cursor10x_getComprehensiveContext({});\n// Result: {\n// \"status\": \"ok\",\n// \"context\": {\n// \"shortTerm\": {\n// \"recentMessages\": [...],\n// \"activeFiles\": [...]\n// },\n// \"longTerm\": {\n// \"milestones\": [...],\n// \"decisions\": [...],\n// \"requirements\": [...]\n// },\n// \"episodic\": {\n// \"recentEpisodes\": [...]\n// },\n// \"system\": {\n// \"healthy\": true,\n// \"timestamp\": \"2023-04-15T14:30:45.123Z\"\n// }\n// }\n// }\n```\n\n### Short-Term Memory Tools\n\n#### `mcp_cursor10x_storeUserMessage`\n\nStores a user message in the short-term memory system.\n\n**Parameters:**\n- `content` (string, required): Content of the message\n- `importance` (string, optional): Importance level (\"low\", \"medium\", \"high\", \"critical\"), defaults to \"low\"\n- `metadata` (object, optional): Additional metadata for the message\n\n**Returns:**\n- Object with status and timestamp\n\n**Example:**\n```javascript\n// Store a user message\nconst result = await mcp_cursor10x_storeUserMessage({\n content: \"We need to implement authentication for our API\",\n importance: \"high\",\n metadata: {\n topic: \"authentication\",\n priority: 1\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"timestamp\": 1681567845123\n// }\n```\n\n#### `mcp_cursor10x_storeAssistantMessage`\n\nStores an assistant message in the short-term memory system.\n\n**Parameters:**\n- `content` (string, required): Content of the message\n- `importance` (string, optional): Importance level (\"low\", \"medium\", \"high\", \"critical\"), defaults to \"low\"\n- `metadata` (object, optional): Additional metadata for the message\n\n**Returns:**\n- Object with status and timestamp\n\n**Example:**\n```javascript\n// Store an assistant message\nconst result = await mcp_cursor10x_storeAssistantMessage({\n content: \"I recommend implementing JWT authentication with refresh tokens\",\n importance: \"medium\",\n metadata: {\n topic: \"authentication\",\n contains_recommendation: true\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"timestamp\": 1681567870456\n// }\n```\n\n#### `mcp_cursor10x_trackActiveFile`\n\nTracks an active file being accessed or modified by the user.\n\n**Parameters:**\n- `filename` (string, required): Path to the file being tracked\n- `action` (string, required): Action performed on the file (open, edit, close, etc.)\n- `metadata` (object, optional): Additional metadata for the tracking event\n\n**Returns:**\n- Object with status, filename, action and timestamp\n\n**Example:**\n```javascript\n// Track an active file\nconst result = await mcp_cursor10x_trackActiveFile({\n filename: \"src/auth/jwt.js\",\n action: \"edit\",\n metadata: {\n changes: \"Added refresh token functionality\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"filename\": \"src/auth/jwt.js\",\n// \"action\": \"edit\",\n// \"timestamp\": 1681567900789\n// }\n```\n\n#### `mcp_cursor10x_getRecentMessages`\n\nRetrieves recent messages from the short-term memory.\n\n**Parameters:**\n- `limit` (number, optional): Maximum number of messages to retrieve, defaults to 10\n- `importance` (string, optional): Filter by importance level\n\n**Returns:**\n- Object with status and array of messages\n\n**Example:**\n```javascript\n// Get recent high importance messages\nconst messages = await mcp_cursor10x_getRecentMessages({\n limit: 5,\n importance: \"high\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"messages\": [\n// {\n// \"id\": 42,\n// \"role\": \"user\",\n// \"content\": \"We need to implement authentication for our API\",\n// \"created_at\": \"2023-04-15T14:30:45.123Z\",\n// \"importance\": \"high\",\n// \"metadata\": {\"topic\": \"authentication\", \"priority\": 1}\n// },\n// ...\n// ]\n// }\n```\n\n#### `mcp_cursor10x_getActiveFiles`\n\nRetrieves active files from the short-term memory.\n\n**Parameters:**\n- `limit` (number, optional): Maximum number of files to retrieve, defaults to 10\n\n**Returns:**\n- Object with status and array of active files\n\n**Example:**\n```javascript\n// Get recent active files\nconst files = await mcp_cursor10x_getActiveFiles({\n limit: 3\n});\n// Result: {\n// \"status\": \"ok\",\n// \"files\": [\n// {\n// \"id\": 15,\n// \"filename\": \"src/auth/jwt.js\",\n// \"last_accessed\": \"2023-04-15T14:30:45.123Z\",\n// \"metadata\": {\"changes\": \"Added refresh token functionality\"}\n// },\n// ...\n// ]\n// }\n```\n\n### Long-Term Memory Tools\n\n#### `mcp_cursor10x_storeMilestone`\n\nStores a project milestone in the long-term memory.\n\n**Parameters:**\n- `title` (string, required): Title of the milestone\n- `description` (string, required): Description of the milestone\n- `importance` (string, optional): Importance level, defaults to \"medium\"\n- `metadata` (object, optional): Additional metadata for the milestone\n\n**Returns:**\n- Object with status, title, and timestamp\n\n**Example:**\n```javascript\n// Store a project milestone\nconst result = await mcp_cursor10x_storeMilestone({\n title: \"Authentication System Implementation\",\n description: \"Implemented JWT authentication with refresh tokens and proper error handling\",\n importance: \"high\",\n metadata: {\n version: \"1.0.0\",\n files_affected: [\"src/auth/jwt.js\", \"src/middleware/auth.js\"]\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"Authentication System Implementation\",\n// \"timestamp\": 1681568000123\n// }\n```\n\n#### `mcp_cursor10x_storeDecision`\n\nStores a project decision in the long-term memory.\n\n**Parameters:**\n- `title` (string, required): Title of the decision\n- `content` (string, required): Content of the decision\n- `reasoning` (string, optional): Reasoning behind the decision\n- `importance` (string, optional): Importance level, defaults to \"medium\"\n- `metadata` (object, optional): Additional metadata for the decision\n\n**Returns:**\n- Object with status, title, and timestamp\n\n**Example:**\n```javascript\n// Store a project decision\nconst result = await mcp_cursor10x_storeDecision({\n title: \"JWT for Authentication\",\n content: \"Use JWT tokens for API authentication with refresh token rotation\",\n reasoning: \"JWTs provide stateless authentication with good security and performance characteristics\",\n importance: \"high\",\n metadata: {\n alternatives_considered: [\"Session-based auth\", \"OAuth2\"],\n decision_date: \"2023-04-15\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"JWT for Authentication\",\n// \"timestamp\": 1681568100456\n// }\n```\n\n#### `mcp_cursor10x_storeRequirement`\n\nStores a project requirement in the long-term memory.\n\n**Parameters:**\n- `title` (string, required): Title of the requirement\n- `content` (string, required): Content of the requirement\n- `importance` (string, optional): Importance level, defaults to \"medium\"\n- `metadata` (object, optional): Additional metadata for the requirement\n\n**Returns:**\n- Object with status, title, and timestamp\n\n**Example:**\n```javascript\n// Store a project requirement\nconst result = await mcp_cursor10x_storeRequirement({\n title: \"Secure Authentication\",\n content: \"System must implement secure authentication with password hashing, rate limiting, and token rotation\",\n importance: \"critical\",\n metadata: {\n source: \"security audit\",\n compliance: [\"OWASP Top 10\", \"GDPR\"]\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"Secure Authentication\",\n// \"timestamp\": 1681568200789\n// }\n```\n\n### Episodic Memory Tools\n\n#### `mcp_cursor10x_recordEpisode`\n\nRecords an episode (action) in the episodic memory.\n\n**Parameters:**\n- `actor` (string, required): Actor performing the action (user, assistant, system)\n- `action` (string, required): Type of action performed\n- `content` (string, required): Content or details of the action\n- `importance` (string, optional): Importance level, defaults to \"low\"\n- `context` (string, optional): Context for the episode\n\n**Returns:**\n- Object with status, actor, action, and timestamp\n\n**Example:**\n```javascript\n// Record an episode\nconst result = await mcp_cursor10x_recordEpisode({\n actor: \"assistant\",\n action: \"implementation\",\n content: \"Created JWT authentication middleware with token verification\",\n importance: \"medium\",\n context: \"authentication\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"actor\": \"assistant\",\n// \"action\": \"implementation\",\n// \"timestamp\": 1681568300123\n// }\n```\n\n#### `mcp_cursor10x_getRecentEpisodes`\n\nRetrieves recent episodes from the episodic memory.\n\n**Parameters:**\n- `limit` (number, optional): Maximum number of episodes to retrieve, defaults to 10\n- `context` (string, optional): Filter by context\n\n**Returns:**\n- Object with status and array of episodes\n\n**Example:**\n```javascript\n// Get recent episodes in the authentication context\nconst episodes = await mcp_cursor10x_getRecentEpisodes({\n limit: 5,\n context: \"authentication\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"episodes\": [\n// {\n// \"id\": 87,\n// \"actor\": \"assistant\",\n// \"action\": \"implementation\",\n// \"content\": \"Created JWT authentication middleware with token verification\",\n// \"timestamp\": \"2023-04-15T14:45:00.123Z\",\n// \"importance\": \"medium\",\n// \"context\": \"authentication\"\n// },\n// ...\n// ]\n// }\n```\n\n### Vector-Based Memory Tools\n\n#### `mcp_cursor10x_manageVector`\n\nUnified tool for managing vector embeddings with operations for store, search, update, and delete.\n\n**Parameters:**\n- `operation` (string, required): Operation to perform (\"store\", \"search\", \"update\", \"delete\")\n- `contentId` (number, optional): ID of the content this vector represents (for store, update, delete)\n- `contentType` (string, optional): Type of content (\"message\", \"file\", \"snippet\", etc.)\n- `vector` (array, optional): Vector data as array of numbers (for store, update) or query vector (for search)\n- `vectorId` (number, optional): ID of the vector to update or delete\n- `limit` (number, optional): Maximum number of results for search operation, defaults to 10\n- `threshold` (number, optional): Similarity threshold for search operation, defaults to 0.7\n- `metadata` (object, optional): Additional info about the vector\n\n**Returns:**\n- Object with status and operation results\n\n**Example:**\n```javascript\n// Store a vector embedding\nconst result = await mcp_cursor10x_manageVector({\n operation: \"store\",\n contentId: 42,\n contentType: \"message\",\n vector: [0.1, 0.2, 0.3, ...], // 128-dimensional vector\n metadata: {\n topic: \"authentication\",\n language: \"en\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"operation\": \"store\",\n// \"vectorId\": 15,\n// \"timestamp\": 1681570000123\n// }\n\n// Search for similar vectors\nconst searchResult = await mcp_cursor10x_manageVector({\n operation: \"search\",\n vector: [0.1, 0.2, 0.3, ...], // query vector\n contentType: \"snippet\", // optional filter\n limit: 5,\n threshold: 0.8\n});\n// Result: {\n// \"status\": \"ok\",\n// \"operation\": \"search\",\n// \"results\": [\n// {\n// \"vectorId\": 10,\n// \"contentId\": 30,\n// \"contentType\": \"snippet\",\n// \"similarity\": 0.92,\n// \"metadata\": { ... }\n// },\n// ...\n// ]\n// }\n```\n\n## Database Schema\n\nThe memory system automatically creates and maintains the following database tables:\n\n- `messages`: Stores user and assistant messages\n - `id`: Unique identifier\n - `timestamp`: Creation timestamp\n - `role`: Message role (user/assistant)\n - `content`: Message content\n - `importance`: Importance level\n - `archived`: Whether the message is archived\n\n- `active_files`: Tracks file activity\n - `id`: Unique identifier\n - `filename`: Path to the file\n - `action`: Last action performed\n - `last_accessed`: Timestamp of last access\n\n- `milestones`: Records project milestones\n - `id`: Unique identifier\n - `title`: Milestone title\n - `description`: Detailed description\n - `timestamp`: Creation timestamp\n - `importance`: Importance level\n\n- `decisions`: Stores project decisions\n - `id`: Unique identifier\n - `title`: Decision title\n - `content`: Decision content\n - `reasoning`: Decision reasoning\n - `timestamp`: Creation timestamp\n - `importance`: Importance level\n\n- `requirements`: Maintains project requirements\n - `id`: Unique identifier\n - `title`: Requirement title\n - `content`: Requirement content\n - `timestamp`: Creation timestamp\n - `importance`: Importance level\n\n- `episodes`: Chronicles actions and events\n - `id`: Unique identifier\n - `timestamp`: Creation timestamp\n - `actor`: Actor performing the action\n - `action`: Type of action\n - `content`: Action details\n - `importance`: Importance level\n - `context`: Action context\n\n- `vectors`: Stores vector embeddings for semantic search\n - `id`: Unique identifier\n - `content_id`: ID of the referenced content\n - `content_type`: Type of content (message, file, snippet)\n - `vector`: Binary representation of the embedding vector\n - `metadata`: Additional metadata for the vector\n\n- `code_files`: Tracks indexed code files\n - `id`: Unique identifier\n - `file_path`: Path to the file\n - `language`: Programming language\n - `last_indexed`: Timestamp of last indexing\n - `metadata`: Additional file metadata\n\n- `code_snippets`: Stores extracted code structures\n - `id`: Unique identifier\n - `file_id`: Reference to the parent file\n - `start_line`: Starting line number\n - `end_line`: Ending line number\n - `symbol_type`: Type of code structure (function, class, variable)\n - `content`: The code snippet content\n\n## Example Workflows\n\n### Optimized Conversation Start\n\n```javascript\n// Initialize conversation with a single tool call\n// This replaces the need for three separate calls at the start of the conversation\nconst result = await mcp_cursor10x_initConversation({\n content: \"I need help implementing authentication in my React app\",\n importance: \"high\"\n});\n\n// Display the banner to the user\nconsole.log(\"Memory System Status:\", result.display.banner);\n\n// Use the context internally (do not show to user)\nconst context = result.internal.context;\n// Use context for more informed assistance\n```\n\n### Starting a New Session (Alternative Method)\n\n```javascript\n// Generate a memory banner at the start\nmcp_cursor10x_generateBanner({})\n\n// Get comprehensive context\nmcp_cursor10x_getComprehensiveContext({})\n\n// Store the user message\nmcp_cursor10x_storeUserMessage({\n content: \"I need help with authentication\",\n importance: \"high\"\n})\n```\n\n### Tracking User Activity\n\n```javascript\n// Track an active file\nawait mcp_cursor10x_trackActiveFile({\n filename: \"src/auth/jwt.js\",\n action: \"edit\"\n});\n```\n\n## Troubleshooting\n\n### Common Issues\n\n1. **Database Connection Problems**\n - Verify your Turso database URL and authentication token are correct\n - Check network connectivity to the Turso service\n - Verify firewall settings allow the connection\n\n2. **Missing Data**\n - Check that data was stored with appropriate importance level\n - Verify the retrieval query parameters (limit, filters)\n - Check the database health with `mcp_cursor10x_checkHealth()`\n\n3. **Performance Issues**\n - Monitor memory statistics with `mcp_cursor10x_getMemoryStats()`\n - Consider archiving old data if database grows too large\n - Optimize retrieval by using more specific filters\n\n### Diagnostic Steps\n\n1. Check system health:\n ```javascript\n const health = await mcp_cursor10x_checkHealth({});\n console.log(\"System Health:\", health);\n ```\n\n2. Verify memory statistics:\n ```javascript\n const stats = await mcp_cursor10x_getMemoryStats({});\n console.log(\"Memory Stats:\", stats);\n ```\n\n3. Generate a status banner:\n ```javascript\n const banner = await mcp_cursor10x_generateBanner({});\n console.log(\"Memory Banner:\", banner);\n ```\n\n## Importance Levels\n\nWhen storing items in memory, use appropriate importance levels:\n\n- **low**: General information, routine operations, everyday conversations\n- **medium**: Useful context, standard work items, regular features\n- **high**: Critical decisions, major features, important architecture elements\n- **critical**: Core architecture, security concerns, data integrity issues\n\n## License\n\nMIT\n","English","tag","en-US",{"_29":41,"_33":45,"_38":46},{"_31":42,"_33":43,"_35":44},"Un sistema de memoria integral para Cursor que utiliza el Protocolo de contexto de modelo (MCP) que proporciona conocimiento del contexto persistente en todas las sesiones almacenando el historial de conversaciones, hitos del proyecto, fragmentos de código y habilitando la búsqueda semántica.","Sistema de memoria Cursor10x","# Sistema de memoria Cursor10x\n\nUn sistema de memoria integral para Cursor utilizando el Protocolo de Contexto de Modelo (MCP).\n\n# 🚀 **ANUNCIANDO EL SISTEMA CURSOR10X** 🚀\n\n### Transforme su proceso de desarrollo con sistemas autónomos impulsados por IA\n\n### 🔥 ¡ **El sistema de memoria Cursor10x ahora es parte de la plataforma completa Cursor10x!** 🔥\n\nDescubra el ecosistema de desarrollo autónomo completo en [GitHub](https://github.com/aurda012/cursor10x) que incluye:\n\n**📋 Sistema de gestión de tareas** : implementación guiada con tareas paso a paso **🔄 Memoria autónoma** : IA consciente del contexto que recuerda todo el proyecto **📊 Planos del proyecto** : arquitecturas técnicas completas creadas según sus especificaciones **📁 Arquitectura de archivos y carpetas** : estructura de proyecto optimizada con las mejores prácticas **📘 Guía de implementación** : documentación completa de todos los archivos y componentes **📝 Tareas detalladas** : flujo de trabajo completo desde el inicio hasta la finalización del proyecto **🔍 Búsqueda basada en vectores** : búsqueda semántica en toda la base de código y las conversaciones **🧩 Indexación de código** : detección e indexación automáticas de estructuras de código **🔎 Recuperación de código semántico** : encuentre código relacionado por significado en lugar de coincidencias exactas **🤖 Análisis automático de código** : extraiga funciones, clases y variables con contexto\n\n¡Genere planos de proyecto completos con arquitectura de archivos, guías de implementación y secuencias de tareas completas junto con todo el sistema Cursor10x ya implementado!\n\n***\n\n## Descripción general\n\nEl sistema de memoria Cursor10x crea una capa de memoria persistente para los asistentes de IA (específicamente Claude), lo que les permite retener y recordar:\n\n* Mensajes recientes e historial de conversaciones\n* Archivos activos en los que se está trabajando actualmente\n* Hitos y decisiones importantes del proyecto\n* Requisitos técnicos y especificaciones\n* Secuencias cronológicas de acciones y eventos (episodios)\n* Fragmentos de código y estructuras de su base de código\n* Contenido semánticamente similar basado en incrustaciones vectoriales\n* Fragmentos de código relacionados a través de similitud semántica\n* Estructuras de archivos con relaciones entre funciones y variables\n\nEste sistema de memoria cierra la brecha entre las interacciones de IA sin estado y los flujos de trabajo de desarrollo continuo, lo que permite una asistencia más productiva y consciente del contexto.\n\n## Arquitectura del sistema\n\nEl sistema de memoria se basa en cuatro componentes principales:\n\n1. **Servidor MCP** : implementa el protocolo de contexto de modelo para registrar herramientas y procesar solicitudes\n2. **Base de datos de memoria** : utiliza la base de datos Turso para el almacenamiento persistente entre sesiones\n3. **Subsistemas de memoria** : organiza la memoria en sistemas especializados con propósitos distintos.\n4. **Incrustaciones vectoriales** : transforma texto y código en representaciones numéricas para búsqueda semántica\n\n### Tipos de memoria\n\nEl sistema implementa cuatro tipos de memoria complementarios:\n\n1. **Memoria a corto plazo (MCP)**\n\n * Almacena mensajes recientes y archivos activos\n * Proporciona contexto inmediato para las interacciones actuales.\n * Prioriza automáticamente por actualidad e importancia\n\n2. **Memoria a largo plazo (MLP)**\n\n * Almacena información permanente del proyecto, como hitos y decisiones.\n * Mantiene el contexto arquitectónico y de diseño.\n * Conserva información de alta importancia indefinidamente\n\n3. **Memoria episódica**\n\n * Registra secuencias cronológicas de eventos.\n * Mantiene relaciones causales entre acciones\n * Proporciona contexto temporal para el historial del proyecto.\n\n4. **Memoria semántica**\n\n * Almacena incrustaciones vectoriales de mensajes, archivos y fragmentos de código\n * Permite la recuperación de contenido en función de la similitud semántica.\n * Indexa automáticamente las estructuras de código para la recuperación contextual\n * Realiza un seguimiento de las relaciones entre los componentes del código\n * Proporciona una búsqueda basada en similitudes en todo el código base\n\n## Características\n\n* **Contexto persistente** : mantiene la conversación y el contexto del proyecto en múltiples sesiones\n* **Almacenamiento basado en importancia** : prioriza la información según niveles de importancia configurables\n* **Memoria multidimensional** : combina sistemas de memoria a corto plazo, a largo plazo, episódica y semántica.\n* **Recuperación integral** : proporciona un contexto unificado de todos los subsistemas de memoria\n* **Monitoreo de salud** : incluye diagnósticos integrados e informes de estado\n* **Generación de banners** : crea banners de contexto informativos para iniciar conversaciones\n* **Persistencia de la base de datos** : almacena todos los datos de memoria en la base de datos de Turso con creación automática de esquemas\n* **Incrustaciones vectoriales** : crea representaciones numéricas de texto y código para la búsqueda de similitud\n* **Almacenamiento vectorial avanzado** : utiliza las funciones vectoriales y F32\\_BLOB de Turso para un almacenamiento de incrustación eficiente\n* **Búsqueda ANN** : Admite la búsqueda aproximada del vecino más cercano para una rápida coincidencia de similitudes\n* **Indexación de código** : detecta e indexa automáticamente las estructuras de código (funciones, clases, variables)\n* **Búsqueda semántica** : encuentra contenido relacionado según el significado en lugar de coincidencias exactas de texto.\n* **Puntuación de relevancia** : clasifica los elementos de contexto por relevancia para la consulta actual\n* **Detección de estructura de código** : identifica y extrae componentes de código en varios lenguajes\n* **Generación de incrustaciones automáticas** : crea automáticamente incrustaciones vectoriales para contenido indexado\n* **Recuperación de referencias cruzadas** : encuentra código relacionado en diferentes archivos y componentes\n\n## Instalación\n\n### Prerrequisitos\n\n* Node.js 18 o superior\n* gestor de paquetes npm o yarn\n* Cuenta de base de datos de Turso\n\n### Pasos de configuración\n\n1. **Configurar la base de datos de Turso:**\n\n```bash\n# Install Turso CLI\ncurl -sSfL https://get.turso.tech/install.sh | bash\n\n# Login to Turso\nturso auth login\n\n# Create a database\nturso db create cursor10x-mcp\n\n# Get database URL and token\nturso db show cursor10x-mcp --url\nturso db tokens create cursor10x-mcp\n```\n\nO puede visitar [Turso](https://turso.tech/) , registrarse y crear la base de datos, obteniendo las credenciales adecuadas. El plan gratuito cubrirá con creces la memoria de su proyecto.\n\n2. **Configurar el cursor MCP:**\n\nActualice `.cursor/mcp.json` en el directorio de su proyecto con la URL de la base de datos y el token de autenticación de turso:\n\n```json\n{\n \"mcpServers\": {\n \"cursor10x-mcp\": {\n \"command\": \"npx\",\n \"args\": [\"cursor10x-mcp\"],\n \"enabled\": true,\n \"env\": {\n \"TURSO_DATABASE_URL\": \"your-turso-database-url\",\n \"TURSO_AUTH_TOKEN\": \"your-turso-auth-token\"\n }\n }\n }\n}\n```\n\n## Documentación de herramientas\n\n### Herramientas del sistema\n\n#### `mcp_cursor10x_initConversation`\n\nInicializa una conversación almacenando el mensaje del usuario, generando un banner y recuperando el contexto en una sola operación. Esta herramienta unificada elimina la necesidad de llamadas independientes a generateBanner, getComprehensiveContext y storeUserMessage al inicio de cada conversación.\n\n**Parámetros:**\n\n* `content` (cadena, obligatorio): Contenido del mensaje del usuario\n* `importance` (cadena, opcional): nivel de importancia (\"bajo\", \"medio\", \"alto\", \"crítico\"), el valor predeterminado es \"bajo\"\n* `metadata` (objeto, opcional): metadatos adicionales para el mensaje\n\n**Devoluciones:**\n\n* Objeto con dos secciones:\n * `display` : Contiene el banner que se mostrará al usuario\n * `internal` : contiene el contexto completo para el uso del agente\n\n**Ejemplo:**\n\n```javascript\n// Initialize a conversation\nconst result = await mcp_cursor10x_initConversation({\n content: \"I need to implement a login system for my app\",\n importance: \"medium\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"display\": {\n// \"banner\": {\n// \"status\": \"ok\",\n// \"memory_system\": \"active\",\n// \"mode\": \"turso\",\n// \"message_count\": 42,\n// \"active_files_count\": 3,\n// \"last_accessed\": \"4/15/2023, 2:30:45 PM\"\n// }\n// },\n// \"internal\": {\n// \"context\": { ... comprehensive context data ... },\n// \"messageStored\": true,\n// \"timestamp\": 1681567845123\n// }\n// }\n```\n\n#### `mcp_cursor10x_endConversation`\n\nFinaliza una conversación combinando varias operaciones en una sola llamada: almacena el mensaje final del asistente, registra un hito de lo logrado y registra un episodio en la memoria episódica. Esta herramienta unificada elimina la necesidad de llamadas independientes para almacenarAssistantMessage, almacenarMilestone y registrarEpisode al final de cada conversación.\n\n**Parámetros:**\n\n* `content` (cadena, obligatorio): Contenido del mensaje final del asistente\n* `milestone_title` (cadena, obligatoria): Título del hito a registrar\n* `milestone_description` (cadena, obligatoria): Descripción de lo que se logró\n* `importance` (cadena, opcional): nivel de importancia (\"bajo\", \"medio\", \"alto\", \"crítico\"), el valor predeterminado es \"medio\"\n* `metadata` (objeto, opcional): metadatos adicionales para todos los registros\n\n**Devoluciones:**\n\n* Objeto con estado y resultados de cada operación\n\n**Ejemplo:**\n\n```javascript\n// End a conversation with finalization steps\nconst result = await mcp_cursor10x_endConversation({\n content: \"I've implemented the authentication system with JWT tokens as requested\",\n milestone_title: \"Authentication Implementation\",\n milestone_description: \"Implemented secure JWT-based authentication with refresh tokens\",\n importance: \"high\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"results\": {\n// \"assistantMessage\": {\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// },\n// \"milestone\": {\n// \"title\": \"Authentication Implementation\",\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// },\n// \"episode\": {\n// \"action\": \"completion\",\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// }\n// }\n// }\n```\n\n#### `mcp_cursor10x_checkHealth`\n\nComprueba el estado del sistema de memoria y su conexión a la base de datos.\n\n**Parámetros:**\n\n* No se requiere ninguno\n\n**Devoluciones:**\n\n* Objeto con estado de salud y diagnóstico\n\n**Ejemplo:**\n\n```javascript\n// Check memory system health\nconst health = await mcp_cursor10x_checkHealth({});\n// Result: {\n// \"status\": \"ok\",\n// \"mode\": \"turso\",\n// \"message_count\": 42,\n// \"active_files_count\": 3,\n// \"current_directory\": \"/users/project\",\n// \"timestamp\": \"2023-04-15T14:30:45.123Z\"\n// }\n```\n\n#### `mcp_cursor10x_getMemoryStats`\n\nRecupera estadísticas detalladas sobre el sistema de memoria.\n\n**Parámetros:**\n\n* No se requiere ninguno\n\n**Devoluciones:**\n\n* Objeto con estadísticas de memoria completas\n\n**Ejemplo:**\n\n```javascript\n// Get memory statistics\nconst stats = await mcp_cursor10x_getMemoryStats({});\n// Result: {\n// \"status\": \"ok\",\n// \"stats\": {\n// \"message_count\": 42,\n// \"active_file_count\": 3,\n// \"milestone_count\": 7,\n// \"decision_count\": 12,\n// \"requirement_count\": 15,\n// \"episode_count\": 87,\n// \"oldest_memory\": \"2023-03-10T09:15:30.284Z\",\n// \"newest_memory\": \"2023-04-15T14:30:45.123Z\"\n// }\n// }\n```\n\n#### `mcp_cursor10x_getComprehensiveContext`\n\nRecupera un contexto unificado de todos los subsistemas de memoria, combinando la memoria a corto plazo, a largo plazo y episódica.\n\n**Parámetros:**\n\n* No se requiere ninguno\n\n**Devoluciones:**\n\n* Objeto con contexto consolidado de todos los sistemas de memoria\n\n**Ejemplo:**\n\n```javascript\n// Get comprehensive context\nconst context = await mcp_cursor10x_getComprehensiveContext({});\n// Result: {\n// \"status\": \"ok\",\n// \"context\": {\n// \"shortTerm\": {\n// \"recentMessages\": [...],\n// \"activeFiles\": [...]\n// },\n// \"longTerm\": {\n// \"milestones\": [...],\n// \"decisions\": [...],\n// \"requirements\": [...]\n// },\n// \"episodic\": {\n// \"recentEpisodes\": [...]\n// },\n// \"system\": {\n// \"healthy\": true,\n// \"timestamp\": \"2023-04-15T14:30:45.123Z\"\n// }\n// }\n// }\n```\n\n### Herramientas de memoria a corto plazo\n\n#### `mcp_cursor10x_storeUserMessage`\n\nAlmacena un mensaje de usuario en el sistema de memoria de corto plazo.\n\n**Parámetros:**\n\n* `content` (cadena, obligatorio): Contenido del mensaje\n* `importance` (cadena, opcional): nivel de importancia (\"bajo\", \"medio\", \"alto\", \"crítico\"), el valor predeterminado es \"bajo\"\n* `metadata` (objeto, opcional): metadatos adicionales para el mensaje\n\n**Devoluciones:**\n\n* Objeto con estado y marca de tiempo\n\n**Ejemplo:**\n\n```javascript\n// Store a user message\nconst result = await mcp_cursor10x_storeUserMessage({\n content: \"We need to implement authentication for our API\",\n importance: \"high\",\n metadata: {\n topic: \"authentication\",\n priority: 1\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"timestamp\": 1681567845123\n// }\n```\n\n#### `mcp_cursor10x_storeAssistantMessage`\n\nAlmacena un mensaje de asistente en el sistema de memoria a corto plazo.\n\n**Parámetros:**\n\n* `content` (cadena, obligatorio): Contenido del mensaje\n* `importance` (cadena, opcional): nivel de importancia (\"bajo\", \"medio\", \"alto\", \"crítico\"), el valor predeterminado es \"bajo\"\n* `metadata` (objeto, opcional): metadatos adicionales para el mensaje\n\n**Devoluciones:**\n\n* Objeto con estado y marca de tiempo\n\n**Ejemplo:**\n\n```javascript\n// Store an assistant message\nconst result = await mcp_cursor10x_storeAssistantMessage({\n content: \"I recommend implementing JWT authentication with refresh tokens\",\n importance: \"medium\",\n metadata: {\n topic: \"authentication\",\n contains_recommendation: true\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"timestamp\": 1681567870456\n// }\n```\n\n#### `mcp_cursor10x_trackActiveFile`\n\nRealiza un seguimiento de un archivo activo al que el usuario accede o modifica.\n\n**Parámetros:**\n\n* `filename` (cadena, obligatorio): Ruta al archivo que se está rastreando\n* `action` (cadena, obligatoria): Acción realizada en el archivo (abrir, editar, cerrar, etc.)\n* `metadata` (objeto, opcional): metadatos adicionales para el evento de seguimiento\n\n**Devoluciones:**\n\n* Objeto con estado, nombre de archivo, acción y marca de tiempo\n\n**Ejemplo:**\n\n```javascript\n// Track an active file\nconst result = await mcp_cursor10x_trackActiveFile({\n filename: \"src/auth/jwt.js\",\n action: \"edit\",\n metadata: {\n changes: \"Added refresh token functionality\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"filename\": \"src/auth/jwt.js\",\n// \"action\": \"edit\",\n// \"timestamp\": 1681567900789\n// }\n```\n\n#### `mcp_cursor10x_getRecentMessages`\n\nRecupera mensajes recientes de la memoria a corto plazo.\n\n**Parámetros:**\n\n* `limit` (número, opcional): número máximo de mensajes a recuperar, el valor predeterminado es 10\n* `importance` (cadena, opcional): Filtrar por nivel de importancia\n\n**Devoluciones:**\n\n* Objeto con estado y matriz de mensajes\n\n**Ejemplo:**\n\n```javascript\n// Get recent high importance messages\nconst messages = await mcp_cursor10x_getRecentMessages({\n limit: 5,\n importance: \"high\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"messages\": [\n// {\n// \"id\": 42,\n// \"role\": \"user\",\n// \"content\": \"We need to implement authentication for our API\",\n// \"created_at\": \"2023-04-15T14:30:45.123Z\",\n// \"importance\": \"high\",\n// \"metadata\": {\"topic\": \"authentication\", \"priority\": 1}\n// },\n// ...\n// ]\n// }\n```\n\n#### `mcp_cursor10x_getActiveFiles`\n\nRecupera archivos activos de la memoria a corto plazo.\n\n**Parámetros:**\n\n* `limit` (número, opcional): número máximo de archivos a recuperar, el valor predeterminado es 10\n\n**Devoluciones:**\n\n* Objeto con estado y matriz de archivos activos\n\n**Ejemplo:**\n\n```javascript\n// Get recent active files\nconst files = await mcp_cursor10x_getActiveFiles({\n limit: 3\n});\n// Result: {\n// \"status\": \"ok\",\n// \"files\": [\n// {\n// \"id\": 15,\n// \"filename\": \"src/auth/jwt.js\",\n// \"last_accessed\": \"2023-04-15T14:30:45.123Z\",\n// \"metadata\": {\"changes\": \"Added refresh token functionality\"}\n// },\n// ...\n// ]\n// }\n```\n\n### Herramientas de memoria a largo plazo\n\n#### `mcp_cursor10x_storeMilestone`\n\nAlmacena un hito del proyecto en la memoria a largo plazo.\n\n**Parámetros:**\n\n* `title` (cadena, obligatoria): título del hito\n* `description` (cadena, obligatoria): Descripción del hito\n* `importance` (cadena, opcional): nivel de importancia, el valor predeterminado es \"medio\"\n* `metadata` (objeto, opcional): metadatos adicionales para el hito\n\n**Devoluciones:**\n\n* Objeto con estado, título y marca de tiempo\n\n**Ejemplo:**\n\n```javascript\n// Store a project milestone\nconst result = await mcp_cursor10x_storeMilestone({\n title: \"Authentication System Implementation\",\n description: \"Implemented JWT authentication with refresh tokens and proper error handling\",\n importance: \"high\",\n metadata: {\n version: \"1.0.0\",\n files_affected: [\"src/auth/jwt.js\", \"src/middleware/auth.js\"]\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"Authentication System Implementation\",\n// \"timestamp\": 1681568000123\n// }\n```\n\n#### `mcp_cursor10x_storeDecision`\n\nAlmacena una decisión de proyecto en la memoria a largo plazo.\n\n**Parámetros:**\n\n* `title` (cadena, obligatorio): Título de la decisión\n* `content` (cadena, obligatorio): Contenido de la decisión\n* `reasoning` (cadena, opcional): razonamiento detrás de la decisión\n* `importance` (cadena, opcional): nivel de importancia, el valor predeterminado es \"medio\"\n* `metadata` (objeto, opcional): metadatos adicionales para la decisión\n\n**Devoluciones:**\n\n* Objeto con estado, título y marca de tiempo\n\n**Ejemplo:**\n\n```javascript\n// Store a project decision\nconst result = await mcp_cursor10x_storeDecision({\n title: \"JWT for Authentication\",\n content: \"Use JWT tokens for API authentication with refresh token rotation\",\n reasoning: \"JWTs provide stateless authentication with good security and performance characteristics\",\n importance: \"high\",\n metadata: {\n alternatives_considered: [\"Session-based auth\", \"OAuth2\"],\n decision_date: \"2023-04-15\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"JWT for Authentication\",\n// \"timestamp\": 1681568100456\n// }\n```\n\n#### `mcp_cursor10x_storeRequirement`\n\nAlmacena un requisito del proyecto en la memoria a largo plazo.\n\n**Parámetros:**\n\n* `title` (cadena, obligatorio): Título del requisito\n* `content` (cadena, obligatorio): Contenido del requisito\n* `importance` (cadena, opcional): nivel de importancia, el valor predeterminado es \"medio\"\n* `metadata` (objeto, opcional): metadatos adicionales para el requisito\n\n**Devoluciones:**\n\n* Objeto con estado, título y marca de tiempo\n\n**Ejemplo:**\n\n```javascript\n// Store a project requirement\nconst result = await mcp_cursor10x_storeRequirement({\n title: \"Secure Authentication\",\n content: \"System must implement secure authentication with password hashing, rate limiting, and token rotation\",\n importance: \"critical\",\n metadata: {\n source: \"security audit\",\n compliance: [\"OWASP Top 10\", \"GDPR\"]\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"Secure Authentication\",\n// \"timestamp\": 1681568200789\n// }\n```\n\n### Herramientas de memoria episódica\n\n#### `mcp_cursor10x_recordEpisode`\n\nRegistra un episodio (acción) en la memoria episódica.\n\n**Parámetros:**\n\n* `actor` (cadena, obligatorio): Actor que realiza la acción (usuario, asistente, sistema)\n* `action` (cadena, obligatoria): tipo de acción realizada\n* `content` (cadena, obligatorio): Contenido o detalles de la acción\n* `importance` (cadena, opcional): nivel de importancia, el valor predeterminado es \"bajo\"\n* `context` (cadena, opcional): contexto del episodio\n\n**Devoluciones:**\n\n* Objeto con estado, actor, acción y marca de tiempo\n\n**Ejemplo:**\n\n```javascript\n// Record an episode\nconst result = await mcp_cursor10x_recordEpisode({\n actor: \"assistant\",\n action: \"implementation\",\n content: \"Created JWT authentication middleware with token verification\",\n importance: \"medium\",\n context: \"authentication\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"actor\": \"assistant\",\n// \"action\": \"implementation\",\n// \"timestamp\": 1681568300123\n// }\n```\n\n#### `mcp_cursor10x_getRecentEpisodes`\n\nRecupera episodios recientes de la memoria episódica.\n\n**Parámetros:**\n\n* `limit` (número, opcional): número máximo de episodios a recuperar, el valor predeterminado es 10\n* `context` (cadena, opcional): Filtrar por contexto\n\n**Devoluciones:**\n\n* Objeto con estado y matriz de episodios\n\n**Ejemplo:**\n\n```javascript\n// Get recent episodes in the authentication context\nconst episodes = await mcp_cursor10x_getRecentEpisodes({\n limit: 5,\n context: \"authentication\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"episodes\": [\n// {\n// \"id\": 87,\n// \"actor\": \"assistant\",\n// \"action\": \"implementation\",\n// \"content\": \"Created JWT authentication middleware with token verification\",\n// \"timestamp\": \"2023-04-15T14:45:00.123Z\",\n// \"importance\": \"medium\",\n// \"context\": \"authentication\"\n// },\n// ...\n// ]\n// }\n```\n\n### Herramientas de memoria basadas en vectores\n\n#### `mcp_cursor10x_manageVector`\n\nHerramienta unificada para gestionar incrustaciones vectoriales con operaciones de almacenar, buscar, actualizar y eliminar.\n\n**Parámetros:**\n\n* `operation` (cadena, obligatoria): Operación a realizar (\"almacenar\", \"buscar\", \"actualizar\", \"eliminar\")\n* `contentId` (número, opcional): ID del contenido que representa este vector (para almacenar, actualizar, eliminar)\n* `contentType` (cadena, opcional): Tipo de contenido (\"mensaje\", \"archivo\", \"fragmento\", etc.)\n* `vector` (matriz, opcional): datos vectoriales como matriz de números (para almacenar, actualizar) o vector de consulta (para búsqueda)\n* `vectorId` (número, opcional): ID del vector a actualizar o eliminar\n* `limit` (número, opcional): número máximo de resultados para la operación de búsqueda, el valor predeterminado es 10\n* `threshold` (número, opcional): umbral de similitud para la operación de búsqueda, el valor predeterminado es 0,7\n* `metadata` (objeto, opcional): información adicional sobre el vector\n\n**Devoluciones:**\n\n* Objeto con estado y resultados de la operación\n\n**Ejemplo:**\n\n```javascript\n// Store a vector embedding\nconst result = await mcp_cursor10x_manageVector({\n operation: \"store\",\n contentId: 42,\n contentType: \"message\",\n vector: [0.1, 0.2, 0.3, ...], // 128-dimensional vector\n metadata: {\n topic: \"authentication\",\n language: \"en\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"operation\": \"store\",\n// \"vectorId\": 15,\n// \"timestamp\": 1681570000123\n// }\n\n// Search for similar vectors\nconst searchResult = await mcp_cursor10x_manageVector({\n operation: \"search\",\n vector: [0.1, 0.2, 0.3, ...], // query vector\n contentType: \"snippet\", // optional filter\n limit: 5,\n threshold: 0.8\n});\n// Result: {\n// \"status\": \"ok\",\n// \"operation\": \"search\",\n// \"results\": [\n// {\n// \"vectorId\": 10,\n// \"contentId\": 30,\n// \"contentType\": \"snippet\",\n// \"similarity\": 0.92,\n// \"metadata\": { ... }\n// },\n// ...\n// ]\n// }\n```\n\n## Esquema de base de datos\n\nEl sistema de memoria crea y mantiene automáticamente las siguientes tablas de base de datos:\n\n* `messages` : almacena mensajes del usuario y del asistente\n\n * `id` : Identificador único\n * `timestamp` : marca de tiempo de creación\n * `role` : Rol de mensaje (usuario/asistente)\n * `content` : Contenido del mensaje\n * `importance` : Nivel de importancia\n * `archived` : si el mensaje está archivado\n\n* `active_files` : rastrea la actividad del archivo\n\n * `id` : Identificador único\n * `filename` : Ruta al archivo\n * `action` : Última acción realizada\n * `last_accessed` : Marca de tiempo del último acceso\n\n* `milestones` : Registra los hitos del proyecto\n\n * `id` : Identificador único\n * `title` : Título del hito\n * `description` : Descripción detallada\n * `timestamp` : marca de tiempo de creación\n * `importance` : Nivel de importancia\n\n* `decisions` : almacena las decisiones del proyecto\n\n * `id` : Identificador único\n * `title` : Título de la decisión\n * `content` : Contenido de la decisión\n * `reasoning` : Razonamiento de decisión\n * `timestamp` : marca de tiempo de creación\n * `importance` : Nivel de importancia\n\n* `requirements` : Mantiene los requisitos del proyecto.\n\n * `id` : Identificador único\n * `title` : Título del requisito\n * `content` : Contenido del requisito\n * `timestamp` : marca de tiempo de creación\n * `importance` : Nivel de importancia\n\n* `episodes` : Crónicas de acciones y acontecimientos\n\n * `id` : Identificador único\n * `timestamp` : marca de tiempo de creación\n * `actor` : Actor que realiza la acción\n * `action` : Tipo de acción\n * `content` : Detalles de la acción\n * `importance` : Nivel de importancia\n * `context` : Contexto de acción\n\n* `vectors` : almacena incrustaciones de vectores para búsqueda semántica\n\n * `id` : Identificador único\n * `content_id` : ID del contenido referenciado\n * `content_type` : Tipo de contenido (mensaje, archivo, fragmento)\n * `vector` : Representación binaria del vector de incrustación\n * `metadata` : metadatos adicionales para el vector\n\n* `code_files` : rastrea archivos de código indexados\n\n * `id` : Identificador único\n * `file_path` : Ruta al archivo\n * `language` : lenguaje de programación\n * `last_indexed` : Marca de tiempo de la última indexación\n * `metadata` : metadatos de archivos adicionales\n\n* `code_snippets` : almacena estructuras de código extraídas\n\n * `id` : Identificador único\n * `file_id` : Referencia al archivo padre\n * `start_line` : Número de línea de inicio\n * `end_line` : Número de línea final\n * `symbol_type` : Tipo de estructura de código (función, clase, variable)\n * `content` : El contenido del fragmento de código\n\n## Flujos de trabajo de ejemplo\n\n### Inicio de conversación optimizado\n\n```javascript\n// Initialize conversation with a single tool call\n// This replaces the need for three separate calls at the start of the conversation\nconst result = await mcp_cursor10x_initConversation({\n content: \"I need help implementing authentication in my React app\",\n importance: \"high\"\n});\n\n// Display the banner to the user\nconsole.log(\"Memory System Status:\", result.display.banner);\n\n// Use the context internally (do not show to user)\nconst context = result.internal.context;\n// Use context for more informed assistance\n```\n\n### Iniciar una nueva sesión (método alternativo)\n\n```javascript\n// Generate a memory banner at the start\nmcp_cursor10x_generateBanner({})\n\n// Get comprehensive context\nmcp_cursor10x_getComprehensiveContext({})\n\n// Store the user message\nmcp_cursor10x_storeUserMessage({\n content: \"I need help with authentication\",\n importance: \"high\"\n})\n```\n\n### Seguimiento de la actividad del usuario\n\n```javascript\n// Track an active file\nawait mcp_cursor10x_trackActiveFile({\n filename: \"src/auth/jwt.js\",\n action: \"edit\"\n});\n```\n\n## Solución de problemas\n\n### Problemas comunes\n\n1. **Problemas de conexión a la base de datos**\n\n * Verifique que la URL de su base de datos de Turso y el token de autenticación sean correctos\n * Verifique la conectividad de red al servicio Turso\n * Verificar que la configuración del firewall permita la conexión\n\n2. **Datos faltantes**\n\n * Verifique que los datos se almacenaron con el nivel de importancia apropiado\n * Verificar los parámetros de consulta de recuperación (límite, filtros)\n * Verifique el estado de la base de datos con `mcp_cursor10x_checkHealth()`\n\n3. **Problemas de rendimiento**\n\n * Supervisar las estadísticas de memoria con `mcp_cursor10x_getMemoryStats()`\n * Considere archivar datos antiguos si la base de datos crece demasiado\n * Optimice la recuperación mediante el uso de filtros más específicos\n\n### Pasos de diagnóstico\n\n1. Comprobar el estado del sistema:\n\n ```javascript\n const health = await mcp_cursor10x_checkHealth({});\n console.log(\"System Health:\", health);\n ```\n\n2. Verificar estadísticas de memoria:\n\n ```javascript\n const stats = await mcp_cursor10x_getMemoryStats({});\n console.log(\"Memory Stats:\", stats);\n ```\n\n3. Generar un banner de estado:\n\n ```javascript\n const banner = await mcp_cursor10x_generateBanner({});\n console.log(\"Memory Banner:\", banner);\n ```\n\n## Niveles de importancia\n\nAl almacenar elementos en la memoria, utilice niveles de importancia apropiados:\n\n* **bajo** : Información general, operaciones rutinarias, conversaciones cotidianas\n* **medio** : contexto útil, elementos de trabajo estándar, funciones habituales\n* **Alto** : Decisiones críticas, características principales, elementos importantes de la arquitectura.\n* **Crítico** : arquitectura central, problemas de seguridad, problemas de integridad de los datos\n\n## Licencia\n\nInstituto Tecnológico de Massachusetts (MIT)","Spanish","es-ES",{"_29":48,"_33":52,"_38":53},{"_31":49,"_33":50,"_35":51},"モデルコンテキストプロトコル (MCP) を使用した Cursor 用の包括的なメモリシステム。会話履歴、プロジェクトのマイルストーン、コードスニペットを保存し、セマンティック検索を可能にすることで、セッション間で永続的なコンテキスト認識を提供します。","Cursor10x メモリシステム","# Cursor10x メモリシステム\n\nモデルコンテキストプロトコル (MCP) を使用したカーソル用の包括的なメモリシステム。\n\n# 🚀 **CURSOR10X システムのお知らせ**🚀\n\n### AIを活用した自律システムで開発プロセスを変革\n\n### 🔥 **Cursor10x メモリシステムが完全な Cursor10x プラットフォームの一部になりました!** 🔥\n\n[GitHub](https://github.com/aurda012/cursor10x)の完全な自律開発エコシステムをご紹介します。\n\n**📋 タスク管理システム**- ステップバイステップのタスクによるガイド付き実装**🔄 自律メモリ**- プロジェクト全体を記憶するコンテキスト認識型 AI **📊 プロジェクトブループリント**- 仕様に合わせて作成された完全な技術アーキテクチャ**📁 ファイル/フォルダーアーキテクチャ**- ベストプラクティスに基づいた最適化されたプロジェクト構造**📘 実装ガイド**- すべてのファイルとコンポーネントの包括的なドキュメント**📝 詳細なタスク**- プロジェクトの開始から完了までの完全なワークフロー**🔍 ベクターベースの検索**- コードベースと会話全体のセマンティック検索**🧩 コードインデックス作成**- コード構造の自動検出とインデックス作成**🔎 セマンティックコード検索**- 完全一致ではなく意味によって関連コードを検索**🤖 自動コード分析**- コンテキストに基づいて関数、クラス、変数を抽出\n\nすでに実装されている Cursor10x システム全体とともに、ファイルアーキテクチャ、実装ガイド、完全なタスクシーケンスを含む完全なプロジェクトブループリントを生成します。\n\n***\n\n## 概要\n\nCursor10x メモリシステムは、AI アシスタント (具体的には Claude) 用の永続的なメモリレイヤーを作成し、次の情報を保持および呼び出すことを可能にします。\n\n* 最近のメッセージと会話履歴\n* 現在作業中のアクティブなファイル\n* 重要なプロジェクトのマイルストーンと決定\n* 技術要件と仕様\n* 行動と出来事の時系列（エピソード）\n* コードベースからのコードスニペットと構造\n* ベクトル埋め込みに基づく意味的に類似したコンテンツ\n* 意味的類似性による関連コードフラグメント\n* 関数と変数の関係を持つファイル構造\n\nこのメモリシステムは、ステートレス AI インタラクションと継続的な開発ワークフロー間のギャップを埋め、より生産的でコンテキストを認識した支援を可能にします。\n\n## システムアーキテクチャ\n\nメモリシステムは、次の 4 つのコアコンポーネントに基づいて構築されます。\n\n1. **MCP サーバー**: ツールを登録し、リクエストを処理するためのモデルコンテキストプロトコルを実装します。\n2. **メモリデータベース**:セッション間の永続ストレージとしてTursoデータベースを使用します\n3. **メモリサブシステム**：メモリを異なる目的を持つ特殊なシステムに編成します\n4. **ベクトル埋め込み**: テキストとコードを意味検索のための数値表現に変換します\n\n### メモリの種類\n\nシステムは 4 つの補完的なメモリタイプを実装します。\n\n1. **短期記憶（STM）**\n\n * 最近のメッセージとアクティブなファイルを保存します\n * 現在のやり取りの即時的なコンテキストを提供する\n * 最新性と重要度に応じて自動的に優先順位を付ける\n\n2. **長期記憶（LTM）**\n\n * マイルストーンや決定事項などの永続的なプロジェクト情報を保存します\n * 建築とデザインのコンテキストを維持する\n * 重要度の高い情報を無期限に保存します\n\n3. **エピソード記憶**\n\n * 時系列の出来事を記録する\n * 行動間の因果関係を維持する\n * プロジェクト履歴の時間的コンテキストを提供する\n\n4. **意味記憶**\n\n * メッセージ、ファイル、コードスニペットのベクトル埋め込みを保存します\n * 意味的類似性に基づいてコンテンツを検索できるようにする\n * コンテキスト検索のためにコード構造を自動的にインデックスします\n * コードコンポーネント間の関係を追跡します\n * コードベース全体で類似性に基づく検索を提供します\n\n## 特徴\n\n* **永続的なコンテキスト**: 複数のセッションにわたって会話とプロジェクトのコンテキストを維持します\n* **重要度ベースのストレージ**: 設定可能な重要度レベルに基づいて情報を優先順位付けします\n* **多次元記憶**：短期記憶、長期記憶、エピソード記憶、意味記憶のシステムを組み合わせたもの\n* **包括的な検索**: すべてのメモリサブシステムから統一されたコンテキストを提供します\n* **ヘルスモニタリング**: 診断機能とステータスレポート機能が組み込まれています\n* **バナー生成**: 会話の始まりに役立つコンテキストバナーを作成します\n* **データベースの永続性**: 自動スキーマ作成によりすべてのメモリデータをTursoデータベースに保存します。\n* **ベクトル埋め込み**: 類似性検索のためにテキストとコードの数値表現を作成します\n* **高度なベクトルストレージ**: Turso の F32\\_BLOB とベクトル関数を利用して効率的な埋め込みストレージを実現します。\n* **ANN 検索**: 近似最近傍検索をサポートし、高速な類似性マッチングを実現します。\n* **コードインデックス作成**: コード構造 (関数、クラス、変数) を自動的に検出してインデックスを作成します。\n* **セマンティック検索**: 正確なテキスト一致ではなく意味に基づいて関連コンテンツを検索します\n* **関連性スコアリング**: 現在のクエリとの関連性に基づいてコンテキスト項目をランク付けします\n* **コード構造検出**: 複数の言語にわたるコードコンポーネントを識別して抽出します\n* **自動埋め込み生成**: インデックスされたコンテンツのベクトル埋め込みを自動的に作成します\n* **相互参照検索**: 異なるファイルやコンポーネント間で関連するコードを検索します\n\n## インストール\n\n### 前提条件\n\n* Node.js 18以上\n* npm または yarn パッケージマネージャー\n* Tursoデータベースアカウント\n\n### セットアップ手順\n\n1. **Turso データベースを構成します。**\n\n```bash\n# Install Turso CLI\ncurl -sSfL https://get.turso.tech/install.sh | bash\n\n# Login to Turso\nturso auth login\n\n# Create a database\nturso db create cursor10x-mcp\n\n# Get database URL and token\nturso db show cursor10x-mcp --url\nturso db tokens create cursor10x-mcp\n```\n\nまたは、 [Turso](https://turso.tech/)にアクセスしてサインアップし、データベースの作成と適切な認証情報を取得することもできます。無料プランでも、プロジェクトのメモリ容量は十分にカバーできます。\n\n2. **カーソル MCP を設定します。**\n\nプロジェクトディレクトリ内の`.cursor/mcp.json`データベース URL と turso 認証トークンで更新します。\n\n```json\n{\n \"mcpServers\": {\n \"cursor10x-mcp\": {\n \"command\": \"npx\",\n \"args\": [\"cursor10x-mcp\"],\n \"enabled\": true,\n \"env\": {\n \"TURSO_DATABASE_URL\": \"your-turso-database-url\",\n \"TURSO_AUTH_TOKEN\": \"your-turso-auth-token\"\n }\n }\n }\n}\n```\n\n## ツールドキュメント\n\n### システムツール\n\n#### `mcp_cursor10x_initConversation`\n\nユーザーメッセージの保存、バナーの生成、コンテキストの取得を1つの操作で実行し、会話を初期化します。この統合ツールにより、各会話の開始時にgenerateBanner、getComprehensiveContext、storeUserMessageを個別に呼び出す必要がなくなります。\n\n**パラメータ:**\n\n* `content` (文字列、必須): ユーザーメッセージの内容\n* `importance` （文字列、オプション）：重要度レベル（「低」、「中」、「高」、「重大」）、デフォルトは「低」\n* `metadata` （オブジェクト、オプション）: メッセージの追加メタデータ\n\n**戻り値:**\n\n* 2 つのセクションを持つオブジェクト:\n * `display` : ユーザーに表示されるバナーが含まれます\n * `internal` : エージェントの使用に関する包括的なコンテキストが含まれています\n\n**例：**\n\n```javascript\n// Initialize a conversation\nconst result = await mcp_cursor10x_initConversation({\n content: \"I need to implement a login system for my app\",\n importance: \"medium\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"display\": {\n// \"banner\": {\n// \"status\": \"ok\",\n// \"memory_system\": \"active\",\n// \"mode\": \"turso\",\n// \"message_count\": 42,\n// \"active_files_count\": 3,\n// \"last_accessed\": \"4/15/2023, 2:30:45 PM\"\n// }\n// },\n// \"internal\": {\n// \"context\": { ... comprehensive context data ... },\n// \"messageStored\": true,\n// \"timestamp\": 1681567845123\n// }\n// }\n```\n\n#### `mcp_cursor10x_endConversation`\n\n複数の操作を1回の呼び出しに統合することで会話を終了します。具体的には、アシスタントの最終メッセージの保存、達成した内容のマイルストーンの記録、エピソードメモリへのエピソードの記録などです。この統合ツールにより、各会話の終了時に storeAssistantMessage、storeMilestone、recordEpisode を個別に呼び出す必要がなくなります。\n\n**パラメータ:**\n\n* `content` （文字列、必須）: アシスタントの最終メッセージの内容\n* `milestone_title` (文字列、必須): 記録するマイルストーンのタイトル\n* `milestone_description` （文字列、必須）: 達成された内容の説明\n* `importance` （文字列、オプション）：重要度レベル（「低」、「中」、「高」、「重大」）、デフォルトは「中」\n* `metadata` （オブジェクト、オプション）: すべてのレコードの追加メタデータ\n\n**戻り値:**\n\n* 各操作のステータスと結果を含むオブジェクト\n\n**例：**\n\n```javascript\n// End a conversation with finalization steps\nconst result = await mcp_cursor10x_endConversation({\n content: \"I've implemented the authentication system with JWT tokens as requested\",\n milestone_title: \"Authentication Implementation\",\n milestone_description: \"Implemented secure JWT-based authentication with refresh tokens\",\n importance: \"high\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"results\": {\n// \"assistantMessage\": {\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// },\n// \"milestone\": {\n// \"title\": \"Authentication Implementation\",\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// },\n// \"episode\": {\n// \"action\": \"completion\",\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// }\n// }\n// }\n```\n\n#### `mcp_cursor10x_checkHealth`\n\nメモリシステムとそのデータベース接続の健全性をチェックします。\n\n**パラメータ:**\n\n* 不要\n\n**戻り値:**\n\n* 健康状態と診断情報を持つオブジェクト\n\n**例：**\n\n```javascript\n// Check memory system health\nconst health = await mcp_cursor10x_checkHealth({});\n// Result: {\n// \"status\": \"ok\",\n// \"mode\": \"turso\",\n// \"message_count\": 42,\n// \"active_files_count\": 3,\n// \"current_directory\": \"/users/project\",\n// \"timestamp\": \"2023-04-15T14:30:45.123Z\"\n// }\n```\n\n#### `mcp_cursor10x_getMemoryStats`\n\nメモリシステムに関する詳細な統計を取得します。\n\n**パラメータ:**\n\n* 不要\n\n**戻り値:**\n\n* 包括的なメモリ統計を持つオブジェクト\n\n**例：**\n\n```javascript\n// Get memory statistics\nconst stats = await mcp_cursor10x_getMemoryStats({});\n// Result: {\n// \"status\": \"ok\",\n// \"stats\": {\n// \"message_count\": 42,\n// \"active_file_count\": 3,\n// \"milestone_count\": 7,\n// \"decision_count\": 12,\n// \"requirement_count\": 15,\n// \"episode_count\": 87,\n// \"oldest_memory\": \"2023-03-10T09:15:30.284Z\",\n// \"newest_memory\": \"2023-04-15T14:30:45.123Z\"\n// }\n// }\n```\n\n#### `mcp_cursor10x_getComprehensiveContext`\n\n短期記憶、長期記憶、エピソード記憶を組み合わせて、すべてのメモリサブシステムから統一されたコンテキストを取得します。\n\n**パラメータ:**\n\n* 不要\n\n**戻り値:**\n\n* すべてのメモリシステムから統合されたコンテキストを持つオブジェクト\n\n**例：**\n\n```javascript\n// Get comprehensive context\nconst context = await mcp_cursor10x_getComprehensiveContext({});\n// Result: {\n// \"status\": \"ok\",\n// \"context\": {\n// \"shortTerm\": {\n// \"recentMessages\": [...],\n// \"activeFiles\": [...]\n// },\n// \"longTerm\": {\n// \"milestones\": [...],\n// \"decisions\": [...],\n// \"requirements\": [...]\n// },\n// \"episodic\": {\n// \"recentEpisodes\": [...]\n// },\n// \"system\": {\n// \"healthy\": true,\n// \"timestamp\": \"2023-04-15T14:30:45.123Z\"\n// }\n// }\n// }\n```\n\n### 短期記憶ツール\n\n#### `mcp_cursor10x_storeUserMessage`\n\nユーザーメッセージを短期記憶システムに保存します。\n\n**パラメータ:**\n\n* `content` (文字列、必須): メッセージの内容\n* `importance` （文字列、オプション）：重要度レベル（「低」、「中」、「高」、「重大」）、デフォルトは「低」\n* `metadata` （オブジェクト、オプション）: メッセージの追加メタデータ\n\n**戻り値:**\n\n* ステータスとタイムスタンプを持つオブジェクト\n\n**例：**\n\n```javascript\n// Store a user message\nconst result = await mcp_cursor10x_storeUserMessage({\n content: \"We need to implement authentication for our API\",\n importance: \"high\",\n metadata: {\n topic: \"authentication\",\n priority: 1\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"timestamp\": 1681567845123\n// }\n```\n\n#### `mcp_cursor10x_storeAssistantMessage`\n\nアシスタントメッセージを短期記憶システムに保存します。\n\n**パラメータ:**\n\n* `content` (文字列、必須): メッセージの内容\n* `importance` （文字列、オプション）：重要度レベル（「低」、「中」、「高」、「重大」）、デフォルトは「低」\n* `metadata` （オブジェクト、オプション）: メッセージの追加メタデータ\n\n**戻り値:**\n\n* ステータスとタイムスタンプを持つオブジェクト\n\n**例：**\n\n```javascript\n// Store an assistant message\nconst result = await mcp_cursor10x_storeAssistantMessage({\n content: \"I recommend implementing JWT authentication with refresh tokens\",\n importance: \"medium\",\n metadata: {\n topic: \"authentication\",\n contains_recommendation: true\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"timestamp\": 1681567870456\n// }\n```\n\n#### `mcp_cursor10x_trackActiveFile`\n\nユーザーがアクセスまたは変更しているアクティブなファイルを追跡します。\n\n**パラメータ:**\n\n* `filename` （文字列、必須）: 追跡対象のファイルへのパス\n* `action` (文字列、必須): ファイルに対して実行されたアクション (開く、編集、閉じるなど)\n* `metadata` （オブジェクト、オプション）: 追跡イベントの追加メタデータ\n\n**戻り値:**\n\n* ステータス、ファイル名、アクション、タイムスタンプを持つオブジェクト\n\n**例：**\n\n```javascript\n// Track an active file\nconst result = await mcp_cursor10x_trackActiveFile({\n filename: \"src/auth/jwt.js\",\n action: \"edit\",\n metadata: {\n changes: \"Added refresh token functionality\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"filename\": \"src/auth/jwt.js\",\n// \"action\": \"edit\",\n// \"timestamp\": 1681567900789\n// }\n```\n\n#### `mcp_cursor10x_getRecentMessages`\n\n短期メモリから最近のメッセージを取得します。\n\n**パラメータ:**\n\n* `limit` (数値、オプション): 取得するメッセージの最大数。デフォルトは10\n* `importance` （文字列、オプション）：重要度レベルでフィルタリング\n\n**戻り値:**\n\n* ステータスとメッセージの配列を持つオブジェクト\n\n**例：**\n\n```javascript\n// Get recent high importance messages\nconst messages = await mcp_cursor10x_getRecentMessages({\n limit: 5,\n importance: \"high\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"messages\": [\n// {\n// \"id\": 42,\n// \"role\": \"user\",\n// \"content\": \"We need to implement authentication for our API\",\n// \"created_at\": \"2023-04-15T14:30:45.123Z\",\n// \"importance\": \"high\",\n// \"metadata\": {\"topic\": \"authentication\", \"priority\": 1}\n// },\n// ...\n// ]\n// }\n```\n\n#### `mcp_cursor10x_getActiveFiles`\n\n短期メモリからアクティブなファイルを取得します。\n\n**パラメータ:**\n\n* `limit` (数値、オプション): 取得するファイルの最大数。デフォルトは10\n\n**戻り値:**\n\n* アクティブファイルのステータスと配列を持つオブジェクト\n\n**例：**\n\n```javascript\n// Get recent active files\nconst files = await mcp_cursor10x_getActiveFiles({\n limit: 3\n});\n// Result: {\n// \"status\": \"ok\",\n// \"files\": [\n// {\n// \"id\": 15,\n// \"filename\": \"src/auth/jwt.js\",\n// \"last_accessed\": \"2023-04-15T14:30:45.123Z\",\n// \"metadata\": {\"changes\": \"Added refresh token functionality\"}\n// },\n// ...\n// ]\n// }\n```\n\n### 長期記憶ツール\n\n#### `mcp_cursor10x_storeMilestone`\n\nプロジェクトのマイルストーンを長期メモリに保存します。\n\n**パラメータ:**\n\n* `title` (文字列、必須): マイルストーンのタイトル\n* `description` （文字列、必須）: マイルストーンの説明\n* `importance` （文字列、オプション）：重要度レベル。デフォルトは「中」\n* `metadata` （オブジェクト、オプション）: マイルストーンの追加メタデータ\n\n**戻り値:**\n\n* ステータス、タイトル、タイムスタンプを持つオブジェクト\n\n**例：**\n\n```javascript\n// Store a project milestone\nconst result = await mcp_cursor10x_storeMilestone({\n title: \"Authentication System Implementation\",\n description: \"Implemented JWT authentication with refresh tokens and proper error handling\",\n importance: \"high\",\n metadata: {\n version: \"1.0.0\",\n files_affected: [\"src/auth/jwt.js\", \"src/middleware/auth.js\"]\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"Authentication System Implementation\",\n// \"timestamp\": 1681568000123\n// }\n```\n\n#### `mcp_cursor10x_storeDecision`\n\nプロジェクトの決定を長期メモリに保存します。\n\n**パラメータ:**\n\n* `title` (文字列、必須): 決定のタイトル\n* `content` （文字列、必須）: 決定の内容\n* `reasoning` （文字列、オプション）：決定の理由\n* `importance` （文字列、オプション）：重要度レベル。デフォルトは「中」\n* `metadata` （オブジェクト、オプション）：決定に関する追加のメタデータ\n\n**戻り値:**\n\n* ステータス、タイトル、タイムスタンプを持つオブジェクト\n\n**例：**\n\n```javascript\n// Store a project decision\nconst result = await mcp_cursor10x_storeDecision({\n title: \"JWT for Authentication\",\n content: \"Use JWT tokens for API authentication with refresh token rotation\",\n reasoning: \"JWTs provide stateless authentication with good security and performance characteristics\",\n importance: \"high\",\n metadata: {\n alternatives_considered: [\"Session-based auth\", \"OAuth2\"],\n decision_date: \"2023-04-15\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"JWT for Authentication\",\n// \"timestamp\": 1681568100456\n// }\n```\n\n#### `mcp_cursor10x_storeRequirement`\n\nプロジェクト要件を長期メモリに保存します。\n\n**パラメータ:**\n\n* `title` (文字列、必須): 要件のタイトル\n* `content` (文字列、必須): 要件の内容\n* `importance` （文字列、オプション）：重要度レベル。デフォルトは「中」\n* `metadata` （オブジェクト、オプション）: 要件の追加メタデータ\n\n**戻り値:**\n\n* ステータス、タイトル、タイムスタンプを持つオブジェクト\n\n**例：**\n\n```javascript\n// Store a project requirement\nconst result = await mcp_cursor10x_storeRequirement({\n title: \"Secure Authentication\",\n content: \"System must implement secure authentication with password hashing, rate limiting, and token rotation\",\n importance: \"critical\",\n metadata: {\n source: \"security audit\",\n compliance: [\"OWASP Top 10\", \"GDPR\"]\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"Secure Authentication\",\n// \"timestamp\": 1681568200789\n// }\n```\n\n### エピソード記憶ツール\n\n#### `mcp_cursor10x_recordEpisode`\n\nエピソード（行動）をエピソード記憶に記録します。\n\n**パラメータ:**\n\n* `actor` （文字列、必須）: アクションを実行するアクター（ユーザー、アシスタント、システム）\n* `action` (文字列、必須): 実行されたアクションの種類\n* `content` （文字列、必須）: アクションの内容または詳細\n* `importance` （文字列、オプション）：重要度レベル。デフォルトは「低」\n* `context` (文字列、オプション): エピソードのコンテキスト\n\n**戻り値:**\n\n* ステータス、アクター、アクション、タイムスタンプを持つオブジェクト\n\n**例：**\n\n```javascript\n// Record an episode\nconst result = await mcp_cursor10x_recordEpisode({\n actor: \"assistant\",\n action: \"implementation\",\n content: \"Created JWT authentication middleware with token verification\",\n importance: \"medium\",\n context: \"authentication\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"actor\": \"assistant\",\n// \"action\": \"implementation\",\n// \"timestamp\": 1681568300123\n// }\n```\n\n#### `mcp_cursor10x_getRecentEpisodes`\n\nエピソード記憶から最近のエピソードを取得します。\n\n**パラメータ:**\n\n* `limit` (数値、オプション): 取得するエピソードの最大数。デフォルトは10\n* `context` (文字列、オプション): コンテキストでフィルタリング\n\n**戻り値:**\n\n* ステータスとエピソードの配列を持つオブジェクト\n\n**例：**\n\n```javascript\n// Get recent episodes in the authentication context\nconst episodes = await mcp_cursor10x_getRecentEpisodes({\n limit: 5,\n context: \"authentication\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"episodes\": [\n// {\n// \"id\": 87,\n// \"actor\": \"assistant\",\n// \"action\": \"implementation\",\n// \"content\": \"Created JWT authentication middleware with token verification\",\n// \"timestamp\": \"2023-04-15T14:45:00.123Z\",\n// \"importance\": \"medium\",\n// \"context\": \"authentication\"\n// },\n// ...\n// ]\n// }\n```\n\n### ベクトルベースのメモリツール\n\n#### `mcp_cursor10x_manageVector`\n\n保存、検索、更新、削除の操作を含むベクトル埋め込みを管理するための統合ツール。\n\n**パラメータ:**\n\n* `operation` （文字列、必須）: 実行する操作（「保存」、「検索」、「更新」、「削除」）\n* `contentId` (数値、オプション): このベクターが表すコンテンツのID（保存、更新、削除用）\n* `contentType` (文字列、オプション): コンテンツの種類 (「メッセージ」、「ファイル」、「スニペット」など)\n* `vector` （配列、オプション）：数値の配列としてのベクトルデータ（保存、更新用）またはクエリベクトル（検索用）\n* `vectorId` （数値、オプション）: 更新または削除するベクトルのID\n* `limit` (数値、オプション): 検索操作の最大結果数。デフォルトは10\n* `threshold` （数値、オプション）：検索操作の類似度の閾値。デフォルトは0.7\n* `metadata` （オブジェクト、オプション）: ベクターに関する追加情報\n\n**戻り値:**\n\n* ステータスと操作結果を持つオブジェクト\n\n**例：**\n\n```javascript\n// Store a vector embedding\nconst result = await mcp_cursor10x_manageVector({\n operation: \"store\",\n contentId: 42,\n contentType: \"message\",\n vector: [0.1, 0.2, 0.3, ...], // 128-dimensional vector\n metadata: {\n topic: \"authentication\",\n language: \"en\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"operation\": \"store\",\n// \"vectorId\": 15,\n// \"timestamp\": 1681570000123\n// }\n\n// Search for similar vectors\nconst searchResult = await mcp_cursor10x_manageVector({\n operation: \"search\",\n vector: [0.1, 0.2, 0.3, ...], // query vector\n contentType: \"snippet\", // optional filter\n limit: 5,\n threshold: 0.8\n});\n// Result: {\n// \"status\": \"ok\",\n// \"operation\": \"search\",\n// \"results\": [\n// {\n// \"vectorId\": 10,\n// \"contentId\": 30,\n// \"contentType\": \"snippet\",\n// \"similarity\": 0.92,\n// \"metadata\": { ... }\n// },\n// ...\n// ]\n// }\n```\n\n## データベーススキーマ\n\nメモリシステムは、次のデータベーステーブルを自動的に作成して管理します。\n\n* `messages` : ユーザーとアシスタントのメッセージを保存します\n\n * `id` : 一意の識別子\n * `timestamp` : 作成タイムスタンプ\n * `role` : メッセージの役割（ユーザー/アシスタント）\n * `content` : メッセージの内容\n * `importance` : 重要度レベル\n * `archived` : メッセージがアーカイブされているかどうか\n\n* `active_files` : ファイルアクティビティを追跡する\n\n * `id` : 一意の識別子\n * `filename` : ファイルへのパス\n * `action` : 最後に実行されたアクション\n * `last_accessed` : 最終アクセスのタイムスタンプ\n\n* `milestones` : プロジェクトのマイルストーンを記録します\n\n * `id` : 一意の識別子\n * `title` : マイルストーンタイトル\n * `description` ：詳細な説明\n * `timestamp` : 作成タイムスタンプ\n * `importance` : 重要度レベル\n\n* `decisions` :プロジェクトの決定を保存します\n\n * `id` : 一意の識別子\n * `title` : 決定タイトル\n * `content` ：決定内容\n * `reasoning` ：意思決定推論\n * `timestamp` : 作成タイムスタンプ\n * `importance` : 重要度レベル\n\n* `requirements` : プロジェクト要件を維持する\n\n * `id` : 一意の識別子\n * `title` : 要件のタイトル\n * `content` : 要件コンテンツ\n * `timestamp` : 作成タイムスタンプ\n * `importance` : 重要度レベル\n\n* `episodes` ：クロニクルのアクションとイベント\n\n * `id` : 一意の識別子\n * `timestamp` : 作成タイムスタンプ\n * `actor` : アクションを実行する俳優\n * `action` : アクションの種類\n * `content` : アクションの詳細\n * `importance` : 重要度レベル\n * `context` : アクションコンテキスト\n\n* `vectors` : セマンティック検索用のベクトル埋め込みを保存します\n\n * `id` : 一意の識別子\n * `content_id` : 参照されるコンテンツのID\n * `content_type` : コンテンツの種類（メッセージ、ファイル、スニペット）\n * `vector` : 埋め込みベクトルのバイナリ表現\n * `metadata` :ベクターの追加メタデータ\n\n* `code_files` : インデックスされたコードファイルを追跡します\n\n * `id` : 一意の識別子\n * `file_path` : ファイルへのパス\n * `language` : プログラミング言語\n * `last_indexed` : 最後にインデックスを作成した時のタイムスタンプ\n * `metadata` : 追加のファイルメタデータ\n\n* `code_snippets` : 抽出されたコード構造を保存します\n\n * `id` : 一意の識別子\n * `file_id` : 親ファイルへの参照\n * `start_line` : 開始行番号\n * `end_line` : 終了行番号\n * `symbol_type` : コード構造の種類（関数、クラス、変数）\n * `content` : コードスニペットのコンテンツ\n\n## ワークフローの例\n\n### 最適化された会話の開始\n\n```javascript\n// Initialize conversation with a single tool call\n// This replaces the need for three separate calls at the start of the conversation\nconst result = await mcp_cursor10x_initConversation({\n content: \"I need help implementing authentication in my React app\",\n importance: \"high\"\n});\n\n// Display the banner to the user\nconsole.log(\"Memory System Status:\", result.display.banner);\n\n// Use the context internally (do not show to user)\nconst context = result.internal.context;\n// Use context for more informed assistance\n```\n\n### 新しいセッションの開始（代替方法）\n\n```javascript\n// Generate a memory banner at the start\nmcp_cursor10x_generateBanner({})\n\n// Get comprehensive context\nmcp_cursor10x_getComprehensiveContext({})\n\n// Store the user message\nmcp_cursor10x_storeUserMessage({\n content: \"I need help with authentication\",\n importance: \"high\"\n})\n```\n\n### ユーザーアクティビティの追跡\n\n```javascript\n// Track an active file\nawait mcp_cursor10x_trackActiveFile({\n filename: \"src/auth/jwt.js\",\n action: \"edit\"\n});\n```\n\n## トラブルシューティング\n\n### よくある問題\n\n1. **データベース接続の問題**\n\n * TursoデータベースのURLと認証トークンが正しいことを確認してください\n * Tursoサービスへのネットワーク接続を確認する\n * ファイアウォール設定が接続を許可していることを確認する\n\n2. **欠損データ**\n\n * データが適切な重要度レベルで保存されていることを確認する\n * 検索クエリパラメータ（制限、フィルター）を確認する\n * `mcp_cursor10x_checkHealth()`でデータベースの健全性をチェックする\n\n3. **パフォーマンスの問題**\n\n * `mcp_cursor10x_getMemoryStats()`でメモリ統計を監視する\n * データベースが大きくなりすぎた場合は古いデータをアーカイブすることを検討してください\n * より具体的なフィルターを使用して検索を最適化します\n\n### 診断手順\n\n1. システムの健全性を確認します:\n\n ```javascript\n const health = await mcp_cursor10x_checkHealth({});\n console.log(\"System Health:\", health);\n ```\n\n2. メモリ統計を確認します。\n\n ```javascript\n const stats = await mcp_cursor10x_getMemoryStats({});\n console.log(\"Memory Stats:\", stats);\n ```\n\n3. ステータスバナーを生成します:\n\n ```javascript\n const banner = await mcp_cursor10x_generateBanner({});\n console.log(\"Memory Banner:\", banner);\n ```\n\n## 重要度レベル\n\nアイテムをメモリに保存するときは、適切な重要度レベルを使用します。\n\n* **低**：一般情報、日常業務、日常会話\n* **中程度**: 有用なコンテキスト、標準的な作業項目、定期的な機能\n* **高**：重要な決定、主要な機能、重要なアーキテクチャ要素\n* **重要**：コアアーキテクチャ、セキュリティ上の懸念、データ整合性の問題\n\n## ライセンス\n\nマサチューセッツ工科大学","Japanese","ja-JP",{"_29":55,"_33":59,"_38":60},{"_31":56,"_33":57,"_35":58},"세션 전반에 걸쳐 대화 내역, 프로젝트 이정표, 코드 조각을 저장하고 의미 검색을 활성화하여 지속적인 컨텍스트 인식을 제공하는 모델 컨텍스트 프로토콜(MCP)을 사용하는 커서용 포괄적인 메모리 시스템입니다.","커서10x 메모리 시스템","# 커서10x 메모리 시스템\n\nMCP(Model Context Protocol)를 사용하는 커서를 위한 포괄적인 메모리 시스템입니다.\n\n# 🚀 **CURSOR10X 시스템 발표** 🚀\n\n### AI 기반 자율 시스템으로 개발 프로세스를 혁신하세요\n\n### 🔥 **Cursor10x 메모리 시스템이 이제 완전한 Cursor10x 플랫폼의 일부가 되었습니다!** 🔥\n\n[GitHub](https://github.com/aurda012/cursor10x) 에서 다음과 같은 기능을 갖춘 완전한 자율 개발 생태계를 확인해 보세요.\n\n**📋 작업 관리 시스템** - 단계별 작업으로 안내되는 구현 **🔄 자율 메모리** - 전체 프로젝트를 기억하는 컨텍스트 인식 AI **📊 프로젝트 청사진** - 귀하의 사양에 맞게 생성된 완전한 기술 아키텍처 **📁 파일/폴더 아키텍처** - 모범 사례를 통해 최적화된 프로젝트 구조 **📘 구현 가이드** - 모든 파일 및 구성 요소에 대한 포괄적인 문서 **📝 세부 작업** - 프로젝트 시작부터 완료까지 완전한 워크플로 **🔍 벡터 기반 검색** - 코드베이스 및 대화에서 의미 검색 **🧩 코드 인덱싱** - 코드 구조의 자동 감지 및 인덱싱 **🔎 의미 코드 검색** - 정확한 일치가 아닌 의미로 관련 코드 찾기 **🤖 자동 코드 분석** - 컨텍스트를 사용하여 함수, 클래스 및 변수 추출\n\nCursor10x 시스템 전체가 이미 구현되어 있고, 파일 아키텍처, 구현 가이드, 전체 작업 시퀀스가 포함된 완벽한 프로젝트 청사진을 생성하세요!\n\n***\n\n## 개요\n\nCursor10x 메모리 시스템은 AI 보조원(특히 Claude)을 위한 영구 메모리 계층을 생성하여 다음을 보관하고 회상할 수 있도록 합니다.\n\n* 최근 메시지 및 대화 기록\n* 현재 작업 중인 활성 파일\n* 중요한 프로젝트 이정표 및 결정\n* 기술 요구 사항 및 사양\n* 행동과 사건의 연대순 순서(에피소드)\n* 코드베이스의 코드 조각 및 구조\n* 벡터 임베딩을 기반으로 한 의미적으로 유사한 콘텐츠\n* 의미적 유사성을 통한 관련 코드 조각\n* 함수와 변수 관계가 있는 파일 구조\n\n이 메모리 시스템은 상태 비저장 AI 상호작용과 지속적인 개발 워크플로 간의 격차를 해소하여 보다 생산적이고 상황에 맞는 지원이 가능하도록 합니다.\n\n## 시스템 아키텍처\n\n메모리 시스템은 4가지 핵심 구성 요소로 구성됩니다.\n\n1. **MCP 서버** : 도구를 등록하고 요청을 처리하기 위해 모델 컨텍스트 프로토콜을 구현합니다.\n2. **메모리 데이터베이스** : 세션 전반에 걸쳐 영구 저장을 위해 Turso 데이터베이스를 사용합니다.\n3. **메모리 하위 시스템** : 메모리를 고유한 목적을 가진 특수 시스템으로 구성합니다.\n4. **벡터 임베딩** : 의미 검색을 위해 텍스트와 코드를 숫자 표현으로 변환합니다.\n\n### 메모리 유형\n\n시스템은 4가지 보완적 메모리 유형을 구현합니다.\n\n1. **단기 기억(STM)**\n\n * 최근 메시지와 활성 파일을 저장합니다.\n * 현재 상호작용에 대한 즉각적인 맥락을 제공합니다.\n * 최신성과 중요도에 따라 자동으로 우선순위를 지정합니다.\n\n2. **장기 기억(LTM)**\n\n * 이정표 및 결정과 같은 영구적인 프로젝트 정보를 저장합니다.\n * 건축 및 디자인 맥락을 유지합니다.\n * 중요도가 높은 정보를 무기한 보존합니다.\n\n3. **에피소드 기억**\n\n * 사건의 연대순 순서를 기록합니다\n * 동작 간의 인과 관계를 유지합니다.\n * 프로젝트 내역에 대한 시간적 맥락을 제공합니다.\n\n4. **의미 기억**\n\n * 메시지, 파일 및 코드 조각의 벡터 임베딩을 저장합니다.\n * 의미적 유사성을 기반으로 콘텐츠 검색을 활성화합니다.\n * 문맥적 검색을 위해 코드 구조를 자동으로 인덱싱합니다.\n * 코드 구성 요소 간의 관계를 추적합니다.\n * 코드베이스 전반에 걸쳐 유사성 기반 검색을 제공합니다.\n\n## 특징\n\n* **지속적인 컨텍스트** : 여러 세션에서 대화 및 프로젝트 컨텍스트를 유지합니다.\n* **중요도 기반 저장소** : 구성 가능한 중요도 수준에 따라 정보의 우선순위를 지정합니다.\n* **다차원 기억** : 단기, 장기, 에피소드 및 의미 기억 시스템을 결합합니다.\n* **종합 검색** : 모든 메모리 하위 시스템의 통합된 컨텍스트를 제공합니다.\n* **상태 모니터링** : 내장된 진단 및 상태 보고 기능 포함\n* **배너 생성** : 대화 시작을 위한 정보성 컨텍스트 배너를 생성합니다.\n* **데이터베이스 지속성** : 자동 스키마 생성을 통해 모든 메모리 데이터를 Turso 데이터베이스에 저장합니다.\n* **벡터 임베딩** : 유사성 검색을 위해 텍스트와 코드의 수치적 표현을 생성합니다.\n* **고급 벡터 스토리지** : 효율적인 임베딩 스토리지를 위해 Turso의 F32\\_BLOB 및 벡터 함수를 활용합니다.\n* **ANN 검색** : 빠른 유사도 매칭을 위한 근사 최근접 이웃 검색 지원\n* **코드 인덱싱** : 코드 구조(함수, 클래스, 변수)를 자동으로 감지하고 인덱싱합니다.\n* **의미 검색** : 정확한 텍스트 일치보다는 의미에 따라 관련 콘텐츠를 찾습니다.\n* **관련성 점수** : 현재 쿼리와의 관련성에 따라 컨텍스트 항목을 순위 지정합니다.\n* **코드 구조 감지** : 여러 언어에서 코드 구성 요소를 식별하고 추출합니다.\n* **자동 임베딩 생성** : 인덱스된 콘텐츠에 대한 벡터 임베딩을 자동으로 생성합니다.\n* **교차 참조 검색** : 다양한 파일 및 구성 요소에서 관련 코드를 찾습니다.\n\n## 설치\n\n### 필수 조건\n\n* Node.js 18 이상\n* npm 또는 yarn 패키지 관리자\n* Turso 데이터베이스 계정\n\n### 설정 단계\n\n1. **Turso 데이터베이스 구성:**\n\n지엑스피1\n\n또는 [Turso](https://turso.tech/) 에 방문하여 가입하고 데이터베이스 생성 및 자격 증명을 받을 수 있습니다. 무료 플랜으로도 프로젝트 메모리를 충분히 확보할 수 있습니다.\n\n2. **커서 MCP 구성:**\n\n프로젝트 디렉토리의 `.cursor/mcp.json` 데이터베이스 URL과 turso 인증 토큰으로 업데이트합니다.\n\n```json\n{\n \"mcpServers\": {\n \"cursor10x-mcp\": {\n \"command\": \"npx\",\n \"args\": [\"cursor10x-mcp\"],\n \"enabled\": true,\n \"env\": {\n \"TURSO_DATABASE_URL\": \"your-turso-database-url\",\n \"TURSO_AUTH_TOKEN\": \"your-turso-auth-token\"\n }\n }\n }\n}\n```\n\n## 도구 문서\n\n### 시스템 도구\n\n#### `mcp_cursor10x_initConversation`\n\n사용자 메시지 저장, 배너 생성, 컨텍스트 검색을 한 번에 수행하여 대화를 초기화합니다. 이 통합 도구를 사용하면 각 대화 시작 시 별도의 generateBanner, getComprehensiveContext, storeUserMessage 호출이 필요 없습니다.\n\n**매개변수:**\n\n* `content` (문자열, 필수): 사용자 메시지의 내용\n* `importance` (문자열, 선택 사항): 중요도 수준(\"낮음\", \"보통\", \"높음\", \"중요\"), 기본값은 \"낮음\"입니다.\n* `metadata` (객체, 선택 사항): 메시지에 대한 추가 메타데이터\n\n**보고:**\n\n* 두 개의 섹션으로 구성된 객체:\n * `display` : 사용자에게 표시될 배너를 포함합니다.\n * `internal` : 에이전트 사용에 대한 포괄적인 컨텍스트를 포함합니다.\n\n**예:**\n\n```javascript\n// Initialize a conversation\nconst result = await mcp_cursor10x_initConversation({\n content: \"I need to implement a login system for my app\",\n importance: \"medium\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"display\": {\n// \"banner\": {\n// \"status\": \"ok\",\n// \"memory_system\": \"active\",\n// \"mode\": \"turso\",\n// \"message_count\": 42,\n// \"active_files_count\": 3,\n// \"last_accessed\": \"4/15/2023, 2:30:45 PM\"\n// }\n// },\n// \"internal\": {\n// \"context\": { ... comprehensive context data ... },\n// \"messageStored\": true,\n// \"timestamp\": 1681567845123\n// }\n// }\n```\n\n#### `mcp_cursor10x_endConversation`\n\n여러 작업을 하나의 호출로 결합하여 대화를 종료합니다. 즉, 어시스턴트의 최종 메시지를 저장하고, 완료한 내용에 대한 이정표를 기록하고, 에피소드를 에피소드 메모리에 기록합니다. 이 통합 도구는 각 대화 종료 시 storeAssistantMessage, storeMilestone, recordEpisode를 별도로 호출할 필요성을 대체합니다.\n\n**매개변수:**\n\n* `content` (문자열, 필수): 보조자의 최종 메시지 내용\n* `milestone_title` (문자열, 필수): 기록할 마일스톤의 제목\n* `milestone_description` (문자열, 필수): 달성된 내용에 대한 설명\n* `importance` (문자열, 선택 사항): 중요도 수준(\"낮음\", \"보통\", \"높음\", \"중요\"), 기본값은 \"보통\"입니다.\n* `metadata` (객체, 선택 사항): 모든 레코드에 대한 추가 메타데이터\n\n**보고:**\n\n* 각 작업의 상태와 결과가 있는 객체\n\n**예:**\n\n```javascript\n// End a conversation with finalization steps\nconst result = await mcp_cursor10x_endConversation({\n content: \"I've implemented the authentication system with JWT tokens as requested\",\n milestone_title: \"Authentication Implementation\",\n milestone_description: \"Implemented secure JWT-based authentication with refresh tokens\",\n importance: \"high\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"results\": {\n// \"assistantMessage\": {\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// },\n// \"milestone\": {\n// \"title\": \"Authentication Implementation\",\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// },\n// \"episode\": {\n// \"action\": \"completion\",\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// }\n// }\n// }\n```\n\n#### `mcp_cursor10x_checkHealth`\n\n메모리 시스템과 데이터베이스 연결 상태를 점검합니다.\n\n**매개변수:**\n\n* 필요 없음\n\n**보고:**\n\n* 상태 및 진단 정보가 있는 객체\n\n**예:**\n\n```javascript\n// Check memory system health\nconst health = await mcp_cursor10x_checkHealth({});\n// Result: {\n// \"status\": \"ok\",\n// \"mode\": \"turso\",\n// \"message_count\": 42,\n// \"active_files_count\": 3,\n// \"current_directory\": \"/users/project\",\n// \"timestamp\": \"2023-04-15T14:30:45.123Z\"\n// }\n```\n\n#### `mcp_cursor10x_getMemoryStats`\n\n메모리 시스템에 대한 자세한 통계를 검색합니다.\n\n**매개변수:**\n\n* 필요 없음\n\n**보고:**\n\n* 포괄적인 메모리 통계를 포함하는 객체\n\n**예:**\n\n```javascript\n// Get memory statistics\nconst stats = await mcp_cursor10x_getMemoryStats({});\n// Result: {\n// \"status\": \"ok\",\n// \"stats\": {\n// \"message_count\": 42,\n// \"active_file_count\": 3,\n// \"milestone_count\": 7,\n// \"decision_count\": 12,\n// \"requirement_count\": 15,\n// \"episode_count\": 87,\n// \"oldest_memory\": \"2023-03-10T09:15:30.284Z\",\n// \"newest_memory\": \"2023-04-15T14:30:45.123Z\"\n// }\n// }\n```\n\n#### `mcp_cursor10x_getComprehensiveContext`\n\n단기 기억, 장기 기억, 에피소드 기억을 결합하여 모든 기억 하위 시스템에서 통합된 맥락을 검색합니다.\n\n**매개변수:**\n\n* 필요 없음\n\n**보고:**\n\n* 모든 메모리 시스템의 통합된 컨텍스트를 갖춘 객체\n\n**예:**\n\n```javascript\n// Get comprehensive context\nconst context = await mcp_cursor10x_getComprehensiveContext({});\n// Result: {\n// \"status\": \"ok\",\n// \"context\": {\n// \"shortTerm\": {\n// \"recentMessages\": [...],\n// \"activeFiles\": [...]\n// },\n// \"longTerm\": {\n// \"milestones\": [...],\n// \"decisions\": [...],\n// \"requirements\": [...]\n// },\n// \"episodic\": {\n// \"recentEpisodes\": [...]\n// },\n// \"system\": {\n// \"healthy\": true,\n// \"timestamp\": \"2023-04-15T14:30:45.123Z\"\n// }\n// }\n// }\n```\n\n### 단기 기억 도구\n\n#### `mcp_cursor10x_storeUserMessage`\n\n단기 기억 시스템에 사용자 메시지를 저장합니다.\n\n**매개변수:**\n\n* `content` (문자열, 필수): 메시지 내용\n* `importance` (문자열, 선택 사항): 중요도 수준(\"낮음\", \"보통\", \"높음\", \"중요\"), 기본값은 \"낮음\"입니다.\n* `metadata` (객체, 선택 사항): 메시지에 대한 추가 메타데이터\n\n**보고:**\n\n* 상태 및 타임스탬프가 있는 객체\n\n**예:**\n\n```javascript\n// Store a user message\nconst result = await mcp_cursor10x_storeUserMessage({\n content: \"We need to implement authentication for our API\",\n importance: \"high\",\n metadata: {\n topic: \"authentication\",\n priority: 1\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"timestamp\": 1681567845123\n// }\n```\n\n#### `mcp_cursor10x_storeAssistantMessage`\n\n단기 기억 시스템에 보조 메시지를 저장합니다.\n\n**매개변수:**\n\n* `content` (문자열, 필수): 메시지 내용\n* `importance` (문자열, 선택 사항): 중요도 수준(\"낮음\", \"보통\", \"높음\", \"중요\"), 기본값은 \"낮음\"입니다.\n* `metadata` (객체, 선택 사항): 메시지에 대한 추가 메타데이터\n\n**보고:**\n\n* 상태 및 타임스탬프가 있는 객체\n\n**예:**\n\n```javascript\n// Store an assistant message\nconst result = await mcp_cursor10x_storeAssistantMessage({\n content: \"I recommend implementing JWT authentication with refresh tokens\",\n importance: \"medium\",\n metadata: {\n topic: \"authentication\",\n contains_recommendation: true\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"timestamp\": 1681567870456\n// }\n```\n\n#### `mcp_cursor10x_trackActiveFile`\n\n사용자가 액세스하거나 수정하는 활성 파일을 추적합니다.\n\n**매개변수:**\n\n* `filename` (문자열, 필수): 추적 중인 파일의 경로\n* `action` (문자열, 필수): 파일에 수행되는 작업(열기, 편집, 닫기 등)\n* `metadata` (객체, 선택 사항): 추적 이벤트에 대한 추가 메타데이터\n\n**보고:**\n\n* 상태, 파일 이름, 작업 및 타임스탬프가 있는 객체\n\n**예:**\n\n```javascript\n// Track an active file\nconst result = await mcp_cursor10x_trackActiveFile({\n filename: \"src/auth/jwt.js\",\n action: \"edit\",\n metadata: {\n changes: \"Added refresh token functionality\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"filename\": \"src/auth/jwt.js\",\n// \"action\": \"edit\",\n// \"timestamp\": 1681567900789\n// }\n```\n\n#### `mcp_cursor10x_getRecentMessages`\n\n단기 메모리에서 최근 메시지를 검색합니다.\n\n**매개변수:**\n\n* `limit` (숫자, 선택 사항): 검색할 최대 메시지 수, 기본값은 10입니다.\n* `importance` (문자열, 선택 사항): 중요도 수준별 필터링\n\n**보고:**\n\n* 상태와 메시지 배열을 포함하는 객체\n\n**예:**\n\n```javascript\n// Get recent high importance messages\nconst messages = await mcp_cursor10x_getRecentMessages({\n limit: 5,\n importance: \"high\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"messages\": [\n// {\n// \"id\": 42,\n// \"role\": \"user\",\n// \"content\": \"We need to implement authentication for our API\",\n// \"created_at\": \"2023-04-15T14:30:45.123Z\",\n// \"importance\": \"high\",\n// \"metadata\": {\"topic\": \"authentication\", \"priority\": 1}\n// },\n// ...\n// ]\n// }\n```\n\n#### `mcp_cursor10x_getActiveFiles`\n\n단기 메모리에서 활성 파일을 검색합니다.\n\n**매개변수:**\n\n* `limit` (숫자, 선택 사항): 검색할 최대 파일 수, 기본값은 10입니다.\n\n**보고:**\n\n* 상태와 활성 파일의 배열을 포함하는 객체\n\n**예:**\n\n```javascript\n// Get recent active files\nconst files = await mcp_cursor10x_getActiveFiles({\n limit: 3\n});\n// Result: {\n// \"status\": \"ok\",\n// \"files\": [\n// {\n// \"id\": 15,\n// \"filename\": \"src/auth/jwt.js\",\n// \"last_accessed\": \"2023-04-15T14:30:45.123Z\",\n// \"metadata\": {\"changes\": \"Added refresh token functionality\"}\n// },\n// ...\n// ]\n// }\n```\n\n### 장기 기억 도구\n\n#### `mcp_cursor10x_storeMilestone`\n\n장기 메모리에 프로젝트 이정표를 저장합니다.\n\n**매개변수:**\n\n* `title` (문자열, 필수): 마일스톤의 제목\n* `description` (문자열, 필수): 이정표에 대한 설명\n* `importance` (문자열, 선택 사항): 중요도 수준, 기본값은 \"중간\"입니다.\n* `metadata` (객체, 선택 사항): 마일스톤에 대한 추가 메타데이터\n\n**보고:**\n\n* 상태, 제목 및 타임스탬프가 있는 객체\n\n**예:**\n\n```javascript\n// Store a project milestone\nconst result = await mcp_cursor10x_storeMilestone({\n title: \"Authentication System Implementation\",\n description: \"Implemented JWT authentication with refresh tokens and proper error handling\",\n importance: \"high\",\n metadata: {\n version: \"1.0.0\",\n files_affected: [\"src/auth/jwt.js\", \"src/middleware/auth.js\"]\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"Authentication System Implementation\",\n// \"timestamp\": 1681568000123\n// }\n```\n\n#### `mcp_cursor10x_storeDecision`\n\n장기 메모리에 프로젝트 결정을 저장합니다.\n\n**매개변수:**\n\n* `title` (문자열, 필수): 결정의 제목\n* `content` (문자열, 필수): 결정 내용\n* `reasoning` (문자열, 선택 사항): 결정의 근거\n* `importance` (문자열, 선택 사항): 중요도 수준, 기본값은 \"중간\"입니다.\n* `metadata` (객체, 선택 사항): 결정에 대한 추가 메타데이터\n\n**보고:**\n\n* 상태, 제목 및 타임스탬프가 있는 객체\n\n**예:**\n\n```javascript\n// Store a project decision\nconst result = await mcp_cursor10x_storeDecision({\n title: \"JWT for Authentication\",\n content: \"Use JWT tokens for API authentication with refresh token rotation\",\n reasoning: \"JWTs provide stateless authentication with good security and performance characteristics\",\n importance: \"high\",\n metadata: {\n alternatives_considered: [\"Session-based auth\", \"OAuth2\"],\n decision_date: \"2023-04-15\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"JWT for Authentication\",\n// \"timestamp\": 1681568100456\n// }\n```\n\n#### `mcp_cursor10x_storeRequirement`\n\n장기 메모리에 프로젝트 요구 사항을 저장합니다.\n\n**매개변수:**\n\n* `title` (문자열, 필수): 요구 사항의 제목\n* `content` (문자열, 필수): 요구 사항의 내용\n* `importance` (문자열, 선택 사항): 중요도 수준, 기본값은 \"중간\"입니다.\n* `metadata` (객체, 선택 사항): 요구 사항에 대한 추가 메타데이터\n\n**보고:**\n\n* 상태, 제목 및 타임스탬프가 있는 객체\n\n**예:**\n\n```javascript\n// Store a project requirement\nconst result = await mcp_cursor10x_storeRequirement({\n title: \"Secure Authentication\",\n content: \"System must implement secure authentication with password hashing, rate limiting, and token rotation\",\n importance: \"critical\",\n metadata: {\n source: \"security audit\",\n compliance: [\"OWASP Top 10\", \"GDPR\"]\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"Secure Authentication\",\n// \"timestamp\": 1681568200789\n// }\n```\n\n### 에피소드 기억 도구\n\n#### `mcp_cursor10x_recordEpisode`\n\n에피소드(행동)를 에피소드 기억에 기록합니다.\n\n**매개변수:**\n\n* `actor` (문자열, 필수): 작업을 수행하는 액터(사용자, 보조, 시스템)\n* `action` (문자열, 필수): 수행되는 작업 유형\n* `content` (문자열, 필수): 작업의 내용 또는 세부 정보\n* `importance` (문자열, 선택 사항): 중요도 수준, 기본값은 \"낮음\"입니다.\n* `context` (문자열, 선택 사항): 에피소드에 대한 컨텍스트\n\n**보고:**\n\n* 상태, 행위자, 작업 및 타임스탬프가 있는 객체\n\n**예:**\n\n```javascript\n// Record an episode\nconst result = await mcp_cursor10x_recordEpisode({\n actor: \"assistant\",\n action: \"implementation\",\n content: \"Created JWT authentication middleware with token verification\",\n importance: \"medium\",\n context: \"authentication\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"actor\": \"assistant\",\n// \"action\": \"implementation\",\n// \"timestamp\": 1681568300123\n// }\n```\n\n#### `mcp_cursor10x_getRecentEpisodes`\n\n에피소드 메모리에서 최근 에피소드를 검색합니다.\n\n**매개변수:**\n\n* `limit` (숫자, 선택 사항): 검색할 최대 에피소드 수, 기본값은 10입니다.\n* `context` (문자열, 선택 사항): 컨텍스트로 필터링\n\n**보고:**\n\n* 상태와 에피소드 배열이 있는 객체\n\n**예:**\n\n```javascript\n// Get recent episodes in the authentication context\nconst episodes = await mcp_cursor10x_getRecentEpisodes({\n limit: 5,\n context: \"authentication\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"episodes\": [\n// {\n// \"id\": 87,\n// \"actor\": \"assistant\",\n// \"action\": \"implementation\",\n// \"content\": \"Created JWT authentication middleware with token verification\",\n// \"timestamp\": \"2023-04-15T14:45:00.123Z\",\n// \"importance\": \"medium\",\n// \"context\": \"authentication\"\n// },\n// ...\n// ]\n// }\n```\n\n### 벡터 기반 메모리 도구\n\n#### `mcp_cursor10x_manageVector`\n\n저장, 검색, 업데이트, 삭제 작업을 통해 벡터 임베딩을 관리하기 위한 통합 도구입니다.\n\n**매개변수:**\n\n* `operation` (문자열, 필수): 수행할 작업(\"store\", \"search\", \"update\", \"delete\")\n* `contentId` (숫자, 선택 사항): 이 벡터가 나타내는 콘텐츠의 ID(저장, 업데이트, 삭제)\n* `contentType` (문자열, 선택 사항): 콘텐츠 유형(\"메시지\", \"파일\", \"스니펫\" 등)\n* `vector` (배열, 선택 사항): 숫자 배열(저장, 업데이트용) 또는 쿼리 벡터(검색용) 형태의 벡터 데이터\n* `vectorId` (숫자, 선택 사항): 업데이트 또는 삭제할 벡터의 ID\n* `limit` (숫자, 선택 사항): 검색 작업에 대한 최대 결과 수, 기본값은 10입니다.\n* `threshold` (숫자, 선택 사항): 검색 작업에 대한 유사도 임계값, 기본값은 0.7입니다.\n* `metadata` (객체, 선택 사항): 벡터에 대한 추가 정보\n\n**보고:**\n\n* 상태 및 작업 결과가 있는 객체\n\n**예:**\n\n```javascript\n// Store a vector embedding\nconst result = await mcp_cursor10x_manageVector({\n operation: \"store\",\n contentId: 42,\n contentType: \"message\",\n vector: [0.1, 0.2, 0.3, ...], // 128-dimensional vector\n metadata: {\n topic: \"authentication\",\n language: \"en\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"operation\": \"store\",\n// \"vectorId\": 15,\n// \"timestamp\": 1681570000123\n// }\n\n// Search for similar vectors\nconst searchResult = await mcp_cursor10x_manageVector({\n operation: \"search\",\n vector: [0.1, 0.2, 0.3, ...], // query vector\n contentType: \"snippet\", // optional filter\n limit: 5,\n threshold: 0.8\n});\n// Result: {\n// \"status\": \"ok\",\n// \"operation\": \"search\",\n// \"results\": [\n// {\n// \"vectorId\": 10,\n// \"contentId\": 30,\n// \"contentType\": \"snippet\",\n// \"similarity\": 0.92,\n// \"metadata\": { ... }\n// },\n// ...\n// ]\n// }\n```\n\n## 데이터베이스 스키마\n\n메모리 시스템은 다음의 데이터베이스 테이블을 자동으로 생성하고 유지 관리합니다.\n\n* `messages` : 사용자 및 보조자 메시지를 저장합니다.\n\n * `id` : 고유 식별자\n * `timestamp` : 생성 타임스탬프\n * `role` : 메시지 역할(사용자/보조자)\n * `content` : 메시지 내용\n * `importance` : 중요도 수준\n * `archived` : 메시지가 보관되었는지 여부\n\n* `active_files` : 파일 활동을 추적합니다\n\n * `id` : 고유 식별자\n * `filename` : 파일 경로\n * `action` : 마지막으로 수행된 작업\n * `last_accessed` : 마지막 액세스 타임스탬프\n\n* `milestones` : 기록 프로젝트 이정표\n\n * `id` : 고유 식별자\n * `title` : 마일스톤 제목\n * `description` : 자세한 설명\n * `timestamp` : 생성 타임스탬프\n * `importance` : 중요도 수준\n\n* `decisions` : 상점 프로젝트 결정\n\n * `id` : 고유 식별자\n * `title` : 결정 제목\n * `content` : 결정 내용\n * `reasoning` : 결정 추론\n * `timestamp` : 생성 타임스탬프\n * `importance` : 중요도 수준\n\n* `requirements` : 프로젝트 요구 사항을 유지합니다.\n\n * `id` : 고유 식별자\n * `title` : 요구사항 제목\n * `content` : 요구 사항 내용\n * `timestamp` : 생성 타임스탬프\n * `importance` : 중요도 수준\n\n* `episodes` : 사건과 행동을 기록합니다\n\n * `id` : 고유 식별자\n * `timestamp` : 생성 타임스탬프\n * `actor` : 동작을 수행하는 배우\n * `action` : 동작의 종류\n * `content` : 작업 세부 정보\n * `importance` : 중요도 수준\n * `context` : 액션 컨텍스트\n\n* `vectors` : 의미 검색을 위한 벡터 임베딩을 저장합니다.\n\n * `id` : 고유 식별자\n * `content_id` : 참조된 콘텐츠의 ID\n * `content_type` : 콘텐츠 유형(메시지, 파일, 스니펫)\n * `vector` : 임베딩 벡터의 이진 표현\n * `metadata` : 벡터에 대한 추가 메타데이터\n\n* `code_files` : 인덱싱된 코드 파일을 추적합니다.\n\n * `id` : 고유 식별자\n * `file_path` : 파일 경로\n * `language` : 프로그래밍 언어\n * `last_indexed` : 마지막 인덱싱 타임스탬프\n * `metadata` : 추가 파일 메타데이터\n\n* `code_snippets` : 추출된 코드 구조를 저장합니다.\n\n * `id` : 고유 식별자\n * `file_id` : 부모 파일에 대한 참조\n * `start_line` : 시작 줄 번호\n * `end_line` : 끝 줄 번호\n * `symbol_type` : 코드 구조의 유형(함수, 클래스, 변수)\n * `content` : 코드 조각 내용\n\n## 예제 워크플로\n\n### 최적화된 대화 시작\n\n```javascript\n// Initialize conversation with a single tool call\n// This replaces the need for three separate calls at the start of the conversation\nconst result = await mcp_cursor10x_initConversation({\n content: \"I need help implementing authentication in my React app\",\n importance: \"high\"\n});\n\n// Display the banner to the user\nconsole.log(\"Memory System Status:\", result.display.banner);\n\n// Use the context internally (do not show to user)\nconst context = result.internal.context;\n// Use context for more informed assistance\n```\n\n### 새 세션 시작(대체 방법)\n\n```javascript\n// Generate a memory banner at the start\nmcp_cursor10x_generateBanner({})\n\n// Get comprehensive context\nmcp_cursor10x_getComprehensiveContext({})\n\n// Store the user message\nmcp_cursor10x_storeUserMessage({\n content: \"I need help with authentication\",\n importance: \"high\"\n})\n```\n\n### 사용자 활동 추적\n\n```javascript\n// Track an active file\nawait mcp_cursor10x_trackActiveFile({\n filename: \"src/auth/jwt.js\",\n action: \"edit\"\n});\n```\n\n## 문제 해결\n\n### 일반적인 문제\n\n1. **데이터베이스 연결 문제**\n\n * Turso 데이터베이스 URL과 인증 토큰이 올바른지 확인하세요.\n * Turso 서비스에 대한 네트워크 연결을 확인하세요\n * 방화벽 설정이 연결을 허용하는지 확인하세요.\n\n2. **누락된 데이터**\n\n * 데이터가 적절한 중요도 수준으로 저장되었는지 확인하세요.\n * 검색 쿼리 매개변수(제한, 필터)를 확인하세요.\n * `mcp_cursor10x_checkHealth()` 로 데이터베이스 상태를 확인하세요.\n\n3. **성능 문제**\n\n * `mcp_cursor10x_getMemoryStats()` 사용하여 메모리 통계를 모니터링합니다.\n * 데이터베이스가 너무 커지면 오래된 데이터를 보관하는 것을 고려하세요.\n * 더욱 구체적인 필터를 사용하여 검색을 최적화합니다.\n\n### 진단 단계\n\n1. 시스템 상태 확인:\n\n ```javascript\n const health = await mcp_cursor10x_checkHealth({});\n console.log(\"System Health:\", health);\n ```\n\n2. 메모리 통계 확인:\n\n ```javascript\n const stats = await mcp_cursor10x_getMemoryStats({});\n console.log(\"Memory Stats:\", stats);\n ```\n\n3. 상태 배너 생성:\n\n ```javascript\n const banner = await mcp_cursor10x_generateBanner({});\n console.log(\"Memory Banner:\", banner);\n ```\n\n## 중요도 수준\n\n메모리에 항목을 저장할 때 적절한 중요도 수준을 사용하세요.\n\n* **낮음** : 일반 정보, 일상 업무, 일상 대화\n* **매체** : 유용한 컨텍스트, 표준 작업 항목, 정기적인 기능\n* **높음** : 중요한 결정, 주요 기능, 중요한 아키텍처 요소\n* **중요** : 핵심 아키텍처, 보안 문제, 데이터 무결성 문제\n\n## 특허\n\nMIT","Korean","ko-KR",{"_29":62,"_33":66,"_38":67},{"_31":63,"_33":64,"_35":65},"使用模型上下文协议 (MCP) 的 Cursor 综合记忆系统，通过存储对话历史、项目里程碑、代码片段和启用语义搜索，提供跨会话的持久上下文感知。","Cursor10x 记忆系统","# Cursor10x 记忆系统\n\n使用模型上下文协议 (MCP) 的 Cursor 综合内存系统。\n\n# 🚀**宣布推出 CURSOR10X 系统**🚀\n\n### 利用人工智能驱动的自主系统转变您的开发流程\n\n### 🔥 **Cursor10x 记忆系统现在是完整 Cursor10x 平台的一部分！** 🔥\n\n在[GitHub](https://github.com/aurda012/cursor10x)上探索完整的自主开发生态系统，其特点包括：\n\n**📋 任务管理系统**- 通过分步任务引导实施**🔄 自主记忆**- 可记住整个项目的上下文感知 AI📊**项目蓝图**- 根据您的规范创建的完整技术架构**📁 文件/文件夹架构**- 使用最佳实践优化的项目结构**📘 实施指南**- 所有文件和组件的综合文档**📝 详细任务**- 从项目启动到完成的完整工作流程**🔍 基于向量的搜索**- 跨代码库和对话进行语义搜索**🧩 代码索引**- 自动检测和索引代码结构**🔎 语义代码检索**- 按含义而不是精确匹配查找相关代码**🤖 自动代码分析**- 使用上下文提取函数、类和变量\n\n生成完整的项目蓝图，包括文件架构、实施指南和完整的任务序列以及已实施的整个 Cursor10x 系统！\n\n***\n\n## 概述\n\nCursor10x 记忆系统为人工智能助手（特别是 Claude）创建了一个持久记忆层，使它们能够保留和回忆：\n\n* 最近的消息和对话历史记录\n* 当前正在处理的活动文件\n* 重要的项目里程碑和决策\n* 技术要求和规范\n* 按时间顺序排列的动作和事件（情节）\n* 代码库中的代码片段和结构\n* 基于向量嵌入的语义相似内容\n* 通过语义相似性来关联代码片段\n* 具有函数和变量关系的文件结构\n\n该记忆系统弥合了无状态人工智能交互和持续开发工作流程之间的差距，从而提供了更高效、更具情境感知的帮助。\n\n## 系统架构\n\n记忆系统建立在四个核心组件之上：\n\n1. **MCP 服务器**：实现模型上下文协议来注册工具和处理请求\n2. **内存数据库**：使用 Turso 数据库进行跨会话的持久存储\n3. **内存子系统**：将内存组织成具有不同用途的专用系统\n4. **向量嵌入**：将文本和代码转换为用于语义搜索的数字表示\n\n### 内存类型\n\n该系统实现了四种互补的内存类型：\n\n1. **短期记忆（STM）**\n\n * 存储最新消息和活动文件\n * 为当前交互提供即时背景\n * 根据新近度和重要性自动确定优先级\n\n2. **长期记忆（LTM）**\n\n * 存储永久项目信息，如里程碑和决策\n * 保持建筑和设计背景\n * 无限期地保存重要信息\n\n3. **情景记忆**\n\n * 按时间顺序记录事件\n * 维持动作之间的因果关系\n * 提供项目历史的时间背景\n\n4. **语义记忆**\n\n * 存储消息、文件和代码片段的向量嵌入\n * 支持基于语义相似性的内容检索\n * 自动索引代码结构以进行上下文检索\n * 跟踪代码组件之间的关系\n * 提供基于相似度的代码库搜索\n\n## 特征\n\n* **持久上下文**：在多个会话中维护对话和项目上下文\n* **基于重要性的存储**：根据可配置的重要性级别对信息进行优先排序\n* **多维记忆**：结合短期、长期、情景和语义记忆系统\n* **综合检索**：提供来自所有内存子系统的统一上下文\n* **健康监测**：包括内置诊断和状态报告\n* **横幅生成**：创建用于对话开始的信息上下文横幅\n* **数据库持久性**：将所有内存数据存储在 Turso 数据库中，并自动创建模式\n* **向量嵌入**：创建文本和代码的数值表示，用于相似性搜索\n* **高级矢量存储**：利用 Turso 的 F32\\_BLOB 和矢量函数实现高效的嵌入存储\n* **ANN 搜索**：支持近似最近邻搜索，实现快速相似性匹配\n* **代码索引**：自动检测和索引代码结构（函数、类、变量）\n* **语义搜索**：根据含义而不是精确的文本匹配来查找相关内容\n* **相关性评分**：根据与当前查询的相关性对上下文项进行排名\n* **代码结构检测**：识别并提取跨多种语言的代码组件\n* **自动嵌入生成**：自动为索引内容创建向量嵌入\n* **交叉引用检索**：查找不同文件和组件之间的相关代码\n\n## 安装\n\n### 先决条件\n\n* Node.js 18 或更高版本\n* npm 或 yarn 包管理器\n* Turso 数据库帐户\n\n### 设置步骤\n\n1. **配置Turso数据库：**\n\n```bash\n# Install Turso CLI\ncurl -sSfL https://get.turso.tech/install.sh | bash\n\n# Login to Turso\nturso auth login\n\n# Create a database\nturso db create cursor10x-mcp\n\n# Get database URL and token\nturso db show cursor10x-mcp --url\nturso db tokens create cursor10x-mcp\n```\n\n或者您可以访问[Turso](https://turso.tech/)并注册，然后创建数据库并获取相应的凭证。免费计划足以满足您的项目内存需求。\n\n2. **配置光标 MCP：**\n\n使用数据库 URL 和 turso 身份验证令牌更新项目目录中的`.cursor/mcp.json` ：\n\n```json\n{\n \"mcpServers\": {\n \"cursor10x-mcp\": {\n \"command\": \"npx\",\n \"args\": [\"cursor10x-mcp\"],\n \"enabled\": true,\n \"env\": {\n \"TURSO_DATABASE_URL\": \"your-turso-database-url\",\n \"TURSO_AUTH_TOKEN\": \"your-turso-auth-token\"\n }\n }\n }\n}\n```\n\n## 工具文档\n\n### 系统工具\n\n#### `mcp_cursor10x_initConversation`\n\n通过一次性操作存储用户消息、生成横幅并检索上下文来初始化对话。此统一工具无需在每个对话开始时分别调用 generateBanner、getComprehensiveContext 和 storeUserMessage。\n\n**参数：**\n\n* `content` （字符串，必需）：用户消息的内容\n* `importance` （字符串，可选）：重要性级别（“低”，“中”，“高”，“关键”），默认为“低”\n* `metadata` （对象，可选）：消息的附加元数据\n\n**返回：**\n\n* 具有两个部分的对象：\n * `display` ：包含要向用户显示的横幅\n * `internal` ：包含代理使用的综合上下文\n\n**例子：**\n\n```javascript\n// Initialize a conversation\nconst result = await mcp_cursor10x_initConversation({\n content: \"I need to implement a login system for my app\",\n importance: \"medium\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"display\": {\n// \"banner\": {\n// \"status\": \"ok\",\n// \"memory_system\": \"active\",\n// \"mode\": \"turso\",\n// \"message_count\": 42,\n// \"active_files_count\": 3,\n// \"last_accessed\": \"4/15/2023, 2:30:45 PM\"\n// }\n// },\n// \"internal\": {\n// \"context\": { ... comprehensive context data ... },\n// \"messageStored\": true,\n// \"timestamp\": 1681567845123\n// }\n// }\n```\n\n#### `mcp_cursor10x_endConversation`\n\n通过在一次调用中组合多个操作来结束对话：存储助手的最终消息、记录已完成任务的里程碑，以及在情景记忆中记录一个情节。此统一工具取代了每次对话结束时分别调用 storeAssistantMessage、storeMilestone 和 recordEpisode 的需要。\n\n**参数：**\n\n* `content` （字符串，必需）：助手的最终消息的内容\n* `milestone_title` （字符串，必需）：要记录的里程碑的标题\n* `milestone_description` (字符串，必需)：对已完成事项的描述\n* `importance` （字符串，可选）：重要性级别（“低”，“中”，“高”，“关键”），默认为“中”\n* `metadata` （对象，可选）：所有记录的附加元数据\n\n**返回：**\n\n* 具有每个操作的状态和结果的对象\n\n**例子：**\n\n```javascript\n// End a conversation with finalization steps\nconst result = await mcp_cursor10x_endConversation({\n content: \"I've implemented the authentication system with JWT tokens as requested\",\n milestone_title: \"Authentication Implementation\",\n milestone_description: \"Implemented secure JWT-based authentication with refresh tokens\",\n importance: \"high\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"results\": {\n// \"assistantMessage\": {\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// },\n// \"milestone\": {\n// \"title\": \"Authentication Implementation\",\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// },\n// \"episode\": {\n// \"action\": \"completion\",\n// \"stored\": true,\n// \"timestamp\": 1681568500123\n// }\n// }\n// }\n```\n\n#### `mcp_cursor10x_checkHealth`\n\n检查内存系统及其数据库连接的健康状况。\n\n**参数：**\n\n* 无需\n\n**返回：**\n\n* 具有健康状态和诊断的对象\n\n**例子：**\n\n```javascript\n// Check memory system health\nconst health = await mcp_cursor10x_checkHealth({});\n// Result: {\n// \"status\": \"ok\",\n// \"mode\": \"turso\",\n// \"message_count\": 42,\n// \"active_files_count\": 3,\n// \"current_directory\": \"/users/project\",\n// \"timestamp\": \"2023-04-15T14:30:45.123Z\"\n// }\n```\n\n#### `mcp_cursor10x_getMemoryStats`\n\n检索有关内存系统的详细统计信息。\n\n**参数：**\n\n* 无需\n\n**返回：**\n\n* 具有全面内存统计信息的对象\n\n**例子：**\n\n```javascript\n// Get memory statistics\nconst stats = await mcp_cursor10x_getMemoryStats({});\n// Result: {\n// \"status\": \"ok\",\n// \"stats\": {\n// \"message_count\": 42,\n// \"active_file_count\": 3,\n// \"milestone_count\": 7,\n// \"decision_count\": 12,\n// \"requirement_count\": 15,\n// \"episode_count\": 87,\n// \"oldest_memory\": \"2023-03-10T09:15:30.284Z\",\n// \"newest_memory\": \"2023-04-15T14:30:45.123Z\"\n// }\n// }\n```\n\n#### `mcp_cursor10x_getComprehensiveContext`\n\n从所有记忆子系统中检索统一的上下文，结合短期、长期和情景记忆。\n\n**参数：**\n\n* 无需\n\n**返回：**\n\n* 来自所有记忆系统的具有合并上下文的对象\n\n**例子：**\n\n```javascript\n// Get comprehensive context\nconst context = await mcp_cursor10x_getComprehensiveContext({});\n// Result: {\n// \"status\": \"ok\",\n// \"context\": {\n// \"shortTerm\": {\n// \"recentMessages\": [...],\n// \"activeFiles\": [...]\n// },\n// \"longTerm\": {\n// \"milestones\": [...],\n// \"decisions\": [...],\n// \"requirements\": [...]\n// },\n// \"episodic\": {\n// \"recentEpisodes\": [...]\n// },\n// \"system\": {\n// \"healthy\": true,\n// \"timestamp\": \"2023-04-15T14:30:45.123Z\"\n// }\n// }\n// }\n```\n\n### 短期记忆工具\n\n#### `mcp_cursor10x_storeUserMessage`\n\n将用户消息存储在短期记忆系统中。\n\n**参数：**\n\n* `content` （字符串，必需）：消息的内容\n* `importance` （字符串，可选）：重要性级别（“低”，“中”，“高”，“关键”），默认为“低”\n* `metadata` （对象，可选）：消息的附加元数据\n\n**返回：**\n\n* 具有状态和时间戳的对象\n\n**例子：**\n\n```javascript\n// Store a user message\nconst result = await mcp_cursor10x_storeUserMessage({\n content: \"We need to implement authentication for our API\",\n importance: \"high\",\n metadata: {\n topic: \"authentication\",\n priority: 1\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"timestamp\": 1681567845123\n// }\n```\n\n#### `mcp_cursor10x_storeAssistantMessage`\n\n将辅助信息存储在短期记忆系统中。\n\n**参数：**\n\n* `content` （字符串，必需）：消息的内容\n* `importance` （字符串，可选）：重要性级别（“低”，“中”，“高”，“关键”），默认为“低”\n* `metadata` （对象，可选）：消息的附加元数据\n\n**返回：**\n\n* 具有状态和时间戳的对象\n\n**例子：**\n\n```javascript\n// Store an assistant message\nconst result = await mcp_cursor10x_storeAssistantMessage({\n content: \"I recommend implementing JWT authentication with refresh tokens\",\n importance: \"medium\",\n metadata: {\n topic: \"authentication\",\n contains_recommendation: true\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"timestamp\": 1681567870456\n// }\n```\n\n#### `mcp_cursor10x_trackActiveFile`\n\n跟踪用户正在访问或修改的活动文件。\n\n**参数：**\n\n* `filename` （字符串，必需）：被跟踪的文件的路径\n* `action` （字符串，必需）：对文件执行的操作（打开、编辑、关闭等）\n* `metadata` （对象，可选）：跟踪事件的附加元数据\n\n**返回：**\n\n* 具有状态、文件名、操作和时间戳的对象\n\n**例子：**\n\n```javascript\n// Track an active file\nconst result = await mcp_cursor10x_trackActiveFile({\n filename: \"src/auth/jwt.js\",\n action: \"edit\",\n metadata: {\n changes: \"Added refresh token functionality\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"filename\": \"src/auth/jwt.js\",\n// \"action\": \"edit\",\n// \"timestamp\": 1681567900789\n// }\n```\n\n#### `mcp_cursor10x_getRecentMessages`\n\n从短期记忆中检索最新消息。\n\n**参数：**\n\n* `limit` （数字，可选）：要检索的最大消息数，默认为 10\n* `importance` （字符串，可选）：按重要性级别过滤\n\n**返回：**\n\n* 具有状态和消息数组的对象\n\n**例子：**\n\n```javascript\n// Get recent high importance messages\nconst messages = await mcp_cursor10x_getRecentMessages({\n limit: 5,\n importance: \"high\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"messages\": [\n// {\n// \"id\": 42,\n// \"role\": \"user\",\n// \"content\": \"We need to implement authentication for our API\",\n// \"created_at\": \"2023-04-15T14:30:45.123Z\",\n// \"importance\": \"high\",\n// \"metadata\": {\"topic\": \"authentication\", \"priority\": 1}\n// },\n// ...\n// ]\n// }\n```\n\n#### `mcp_cursor10x_getActiveFiles`\n\n从短期记忆中检索活动文件。\n\n**参数：**\n\n* `limit` （数字，可选）：要检索的最大文件数，默认为 10\n\n**返回：**\n\n* 具有状态和活动文件数组的对象\n\n**例子：**\n\n```javascript\n// Get recent active files\nconst files = await mcp_cursor10x_getActiveFiles({\n limit: 3\n});\n// Result: {\n// \"status\": \"ok\",\n// \"files\": [\n// {\n// \"id\": 15,\n// \"filename\": \"src/auth/jwt.js\",\n// \"last_accessed\": \"2023-04-15T14:30:45.123Z\",\n// \"metadata\": {\"changes\": \"Added refresh token functionality\"}\n// },\n// ...\n// ]\n// }\n```\n\n### 长期记忆工具\n\n#### `mcp_cursor10x_storeMilestone`\n\n将项目里程碑存储在长期记忆中。\n\n**参数：**\n\n* `title` （字符串，必需）：里程碑的标题\n* `description` （字符串，必需）：里程碑的描述\n* `importance` （字符串，可选）：重要性级别，默认为“medium”\n* `metadata` （对象，可选）：里程碑的附加元数据\n\n**返回：**\n\n* 具有状态、标题和时间戳的对象\n\n**例子：**\n\n```javascript\n// Store a project milestone\nconst result = await mcp_cursor10x_storeMilestone({\n title: \"Authentication System Implementation\",\n description: \"Implemented JWT authentication with refresh tokens and proper error handling\",\n importance: \"high\",\n metadata: {\n version: \"1.0.0\",\n files_affected: [\"src/auth/jwt.js\", \"src/middleware/auth.js\"]\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"Authentication System Implementation\",\n// \"timestamp\": 1681568000123\n// }\n```\n\n#### `mcp_cursor10x_storeDecision`\n\n将项目决策存储在长期记忆中。\n\n**参数：**\n\n* `title` （字符串，必需）：决策的标题\n* `content` （字符串，必需）：决策的内容\n* `reasoning` （字符串，可选）：决策背后的推理\n* `importance` （字符串，可选）：重要性级别，默认为“medium”\n* `metadata` （对象，可选）：决策的附加元数据\n\n**返回：**\n\n* 具有状态、标题和时间戳的对象\n\n**例子：**\n\n```javascript\n// Store a project decision\nconst result = await mcp_cursor10x_storeDecision({\n title: \"JWT for Authentication\",\n content: \"Use JWT tokens for API authentication with refresh token rotation\",\n reasoning: \"JWTs provide stateless authentication with good security and performance characteristics\",\n importance: \"high\",\n metadata: {\n alternatives_considered: [\"Session-based auth\", \"OAuth2\"],\n decision_date: \"2023-04-15\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"JWT for Authentication\",\n// \"timestamp\": 1681568100456\n// }\n```\n\n#### `mcp_cursor10x_storeRequirement`\n\n将项目需求存储在长期记忆中。\n\n**参数：**\n\n* `title` （字符串，必需）：需求的标题\n* `content` （字符串，必需）：需求的内容\n* `importance` （字符串，可选）：重要性级别，默认为“medium”\n* `metadata` （对象，可选）：需求的附加元数据\n\n**返回：**\n\n* 具有状态、标题和时间戳的对象\n\n**例子：**\n\n```javascript\n// Store a project requirement\nconst result = await mcp_cursor10x_storeRequirement({\n title: \"Secure Authentication\",\n content: \"System must implement secure authentication with password hashing, rate limiting, and token rotation\",\n importance: \"critical\",\n metadata: {\n source: \"security audit\",\n compliance: [\"OWASP Top 10\", \"GDPR\"]\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"title\": \"Secure Authentication\",\n// \"timestamp\": 1681568200789\n// }\n```\n\n### 情景记忆工具\n\n#### `mcp_cursor10x_recordEpisode`\n\n在情景记忆中记录一个情节（动作）。\n\n**参数：**\n\n* `actor` （字符串，必需）：执行动作的演员（用户、助手、系统）\n* `action` （字符串，必需）：执行的操作类型\n* `content` （字符串，必需）：操作的内容或详细信息\n* `importance` （字符串，可选）：重要性级别，默认为“低”\n* `context` （字符串，可选）：该剧集的背景\n\n**返回：**\n\n* 具有状态、参与者、动作和时间戳的对象\n\n**例子：**\n\n```javascript\n// Record an episode\nconst result = await mcp_cursor10x_recordEpisode({\n actor: \"assistant\",\n action: \"implementation\",\n content: \"Created JWT authentication middleware with token verification\",\n importance: \"medium\",\n context: \"authentication\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"actor\": \"assistant\",\n// \"action\": \"implementation\",\n// \"timestamp\": 1681568300123\n// }\n```\n\n#### `mcp_cursor10x_getRecentEpisodes`\n\n从情景记忆中检索最近的情景。\n\n**参数：**\n\n* `limit` （数字，可选）：要检索的最大剧集数量，默认为 10\n* `context` （字符串，可选）：按上下文过滤\n\n**返回：**\n\n* 具有状态和剧集数组的对象\n\n**例子：**\n\n```javascript\n// Get recent episodes in the authentication context\nconst episodes = await mcp_cursor10x_getRecentEpisodes({\n limit: 5,\n context: \"authentication\"\n});\n// Result: {\n// \"status\": \"ok\",\n// \"episodes\": [\n// {\n// \"id\": 87,\n// \"actor\": \"assistant\",\n// \"action\": \"implementation\",\n// \"content\": \"Created JWT authentication middleware with token verification\",\n// \"timestamp\": \"2023-04-15T14:45:00.123Z\",\n// \"importance\": \"medium\",\n// \"context\": \"authentication\"\n// },\n// ...\n// ]\n// }\n```\n\n### 基于向量的记忆工具\n\n#### `mcp_cursor10x_manageVector`\n\n用于管理向量嵌入的统一工具，具有存储、搜索、更新和删除操作。\n\n**参数：**\n\n* `operation` （字符串，必需）：要执行的操作（“存储”，“搜索”，“更新”，“删除”）\n* `contentId` （数字，可选）：此向量代表的内容的 ID（用于存储、更新、删除）\n* `contentType` （字符串，可选）：内容类型（“消息”，“文件”，“片段”等）\n* `vector` （数组，可选）：作为数字数组的向量数据（用于存储、更新）或查询向量（用于搜索）\n* `vectorId` （数字，可选）：要更新或删除的矢量的ID\n* `limit` （数字，可选）：搜索操作的最大结果数，默认为 10\n* `threshold` （数字，可选）：搜索操作的相似度阈值，默认为 0.7\n* `metadata` （对象，可选）：关于向量的附加信息\n\n**返回：**\n\n* 具有状态和操作结果的对象\n\n**例子：**\n\n```javascript\n// Store a vector embedding\nconst result = await mcp_cursor10x_manageVector({\n operation: \"store\",\n contentId: 42,\n contentType: \"message\",\n vector: [0.1, 0.2, 0.3, ...], // 128-dimensional vector\n metadata: {\n topic: \"authentication\",\n language: \"en\"\n }\n});\n// Result: {\n// \"status\": \"ok\",\n// \"operation\": \"store\",\n// \"vectorId\": 15,\n// \"timestamp\": 1681570000123\n// }\n\n// Search for similar vectors\nconst searchResult = await mcp_cursor10x_manageVector({\n operation: \"search\",\n vector: [0.1, 0.2, 0.3, ...], // query vector\n contentType: \"snippet\", // optional filter\n limit: 5,\n threshold: 0.8\n});\n// Result: {\n// \"status\": \"ok\",\n// \"operation\": \"search\",\n// \"results\": [\n// {\n// \"vectorId\": 10,\n// \"contentId\": 30,\n// \"contentType\": \"snippet\",\n// \"similarity\": 0.92,\n// \"metadata\": { ... }\n// },\n// ...\n// ]\n// }\n```\n\n## 数据库架构\n\n内存系统自动创建并维护以下数据库表：\n\n* `messages` ：存储用户和助手消息\n\n * `id` ：唯一标识符\n * `timestamp` ：创建时间戳\n * `role` ：消息角色（用户/助手）\n * `content` ：消息内容\n * `importance` ：重要性级别\n * `archived` ：邮件是否已存档\n\n* `active_files` ：跟踪文件活动\n\n * `id` ：唯一标识符\n * `filename` ：文件路径\n * `action` ：最后执行的操作\n * `last_accessed` ：上次访问的时间戳\n\n* `milestones` ：记录项目里程碑\n\n * `id` ：唯一标识符\n * `title` ：里程碑标题\n * `description` ：详细描述\n * `timestamp` ：创建时间戳\n * `importance` ：重要性级别\n\n* `decisions` ：存储项目决策\n\n * `id` ：唯一标识符\n * `title` ：决策标题\n * `content` ：决策内容\n * `reasoning` ：决策推理\n * `timestamp` ：创建时间戳\n * `importance` ：重要性级别\n\n* `requirements` ：维护项目要求\n\n * `id` ：唯一标识符\n * `title` ：需求标题\n * `content` ：需求内容\n * `timestamp` ：创建时间戳\n * `importance` ：重要性级别\n\n* `episodes` ：记录行动和事件\n\n * `id` ：唯一标识符\n * `timestamp` ：创建时间戳\n * `actor` ：表演动作的演员\n * `action` ：动作类型\n * `content` ：动作细节\n * `importance` ：重要性级别\n * `context` ：动作上下文\n\n* `vectors` ：存储用于语义搜索的向量嵌入\n\n * `id` ：唯一标识符\n * `content_id` ：引用内容的 ID\n * `content_type` ：内容类型（消息、文件、片段）\n * `vector` ：嵌入向量的二进制表示\n * `metadata` ：向量的附加元数据\n\n* `code_files` ：跟踪索引的代码文件\n\n * `id` ：唯一标识符\n * `file_path` ：文件路径\n * `language` ：编程语言\n * `last_indexed` ：上次索引的时间戳\n * `metadata` ：附加文件元数据\n\n* `code_snippets` ：存储提取的代码结构\n\n * `id` ：唯一标识符\n * `file_id` ：对父文件的引用\n * `start_line` ：起始行号\n * `end_line` ：结束行号\n * `symbol_type` ：代码结构的类型（函数、类、变量）\n * `content` ：代码片段内容\n\n## 示例工作流程\n\n### 优化对话开始\n\n```javascript\n// Initialize conversation with a single tool call\n// This replaces the need for three separate calls at the start of the conversation\nconst result = await mcp_cursor10x_initConversation({\n content: \"I need help implementing authentication in my React app\",\n importance: \"high\"\n});\n\n// Display the banner to the user\nconsole.log(\"Memory System Status:\", result.display.banner);\n\n// Use the context internally (do not show to user)\nconst context = result.internal.context;\n// Use context for more informed assistance\n```\n\n### 开始新会话（替代方法）\n\n```javascript\n// Generate a memory banner at the start\nmcp_cursor10x_generateBanner({})\n\n// Get comprehensive context\nmcp_cursor10x_getComprehensiveContext({})\n\n// Store the user message\nmcp_cursor10x_storeUserMessage({\n content: \"I need help with authentication\",\n importance: \"high\"\n})\n```\n\n### 追踪用户活动\n\n```javascript\n// Track an active file\nawait mcp_cursor10x_trackActiveFile({\n filename: \"src/auth/jwt.js\",\n action: \"edit\"\n});\n```\n\n## 故障排除\n\n### 常见问题\n\n1. **数据库连接问题**\n\n * 验证您的 Turso 数据库 URL 和身份验证令牌是否正确\n * 检查 Turso 服务的网络连接\n * 验证防火墙设置是否允许连接\n\n2. **缺失数据**\n\n * 检查数据是否按适当的重要性级别存储\n * 验证检索查询参数（限制、过滤器）\n * 使用`mcp_cursor10x_checkHealth()`检查数据库健康状况\n\n3. **性能问题**\n\n * 使用`mcp_cursor10x_getMemoryStats()`监控内存统计信息\n * 如果数据库变得太大，请考虑归档旧数据\n * 使用更具体的过滤器优化检索\n\n### 诊断步骤\n\n1. 检查系统健康状况：\n\n ```javascript\n const health = await mcp_cursor10x_checkHealth({});\n console.log(\"System Health:\", health);\n ```\n\n2. 验证内存统计信息：\n\n ```javascript\n const stats = await mcp_cursor10x_getMemoryStats({});\n console.log(\"Memory Stats:\", stats);\n ```\n\n3. 生成状态横幅：\n\n ```javascript\n const banner = await mcp_cursor10x_generateBanner({});\n console.log(\"Memory Banner:\", banner);\n ```\n\n## 重要性级别\n\n在内存中存储项目时，请使用适当的重要性级别：\n\n* **低**：一般信息、日常操作、日常对话\n* **中等**：有用的上下文、标准工作项目、常规功能\n* **高**：关键决策、主要特征、重要架构元素\n* **关键**：核心架构、安全问题、数据完整性问题\n\n## 执照\n\n麻省理工学院","Chinese","zh-CN","githubUser","locale",{"_71":72,"_73":74,"_13":88,"_97":32,"_98":32,"_99":100,"_103":104,"_125":-5,"_16":126,"_127":128,"_129":130,"_33":34,"_148":116,"_149":150,"_154":-5,"_155":156,"_157":-5,"_158":159,"_164":-5,"_137":112,"_165":-5,"_166":167,"_117":390,"_391":392},"addedAt","2025-05-03T06:00:30.876876833Z","argumentsJsonSchema",{"_75":76,"_85":86,"_80":87},"properties",{"_77":78,"_82":83},"TURSO_AUTH_TOKEN",{"_31":79,"_80":81},"Authentication 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