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@xiaohui-wang/mcpadvisor

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MCP Advisor & Installation - Find the right MCP server for your needs

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import { NacosClient } from '../../providers/nacos/NacosClient.js'; import { VectorDB } from '../../common/vector/VectorDB.js'; import { McpManager } from '../../providers/nacos/NacosMcpManager.js'; import logger from '../../../utils/logger.js'; /** * Nacos MCP Provider implementation for searching MCP servers via Nacos */ export class NacosMcpProvider { testMode; config; nacosClient; vectorDB = null; mcpManager = null; _isInitialized = false; _initializationPromise = null; _isClosing = false; /** * Creates a new instance of NacosMcpProvider * @param config Configuration for the Nacos MCP provider * @param testMode If true, skips automatic initialization (for testing) */ constructor(config, testMode = false) { this.testMode = testMode; // Initialize config with defaults this.config = { minSimilarity: 0.3, limit: 10, debug: false, mcpHost: 'localhost', mcpPort: 3000, ...config, serverAddr: config.serverAddr, username: config.username, password: config.password, authToken: config.authToken || '' }; // Initialize NacosClient with required config this.nacosClient = new NacosClient({ serverAddr: this.config.serverAddr, username: this.config.username, password: this.config.password, mcpHost: this.config.mcpHost, mcpPort: this.config.mcpPort, authToken: this.config.authToken }); } /** * Initialize the Nacos client. * This must be called after construction and before any other methods. * @throws Error if initialization fails */ /** * Ensure the provider is initialized * @private * @throws Error if initialization fails */ async ensureInitialized() { if (this._isInitialized) { return; } if (this._isClosing) { throw new Error('NacosMcpProvider is closing or has been closed'); } if (!this._initializationPromise) { this._initializationPromise = this.init(); } try { await this._initializationPromise; this._isInitialized = true; } catch (error) { this._initializationPromise = null; const errorMessage = error instanceof Error ? error.message : String(error); logger.error(`Failed to initialize NacosMcpProvider: ${errorMessage}`, error); throw new Error(`Failed to initialize NacosMcpProvider: ${errorMessage}`); } } /** * Initialize the Nacos client and required services * @throws Error if initialization fails */ async init() { if (this._isInitialized) { return; } try { logger.info('Initializing NacosMcpProvider...'); // Initialize Nacos client await this.nacosClient.init(); // Initialize vector database this.vectorDB = new VectorDB(); await this.vectorDB.start(); await this.vectorDB.isReady(); logger.info(`VectorDB is ready, collectionId: ${this.vectorDB._collectionId}`); // Initialize MCP Manager this.mcpManager = new McpManager(this.nacosClient, this.vectorDB, 5000); // Start syncing services await this.mcpManager.startSync(); this._isInitialized = true; logger.info('NacosMcpProvider initialized successfully with vector search capabilities'); } catch (error) { this._isInitialized = false; logger.error('Failed to initialize NacosMcpProvider:', error); throw error; } } /** * Search for MCP servers using the provided search parameters * @param params Search parameters including task description and keywords * @returns Array of MCP server responses * @throws Error if provider is not initialized or initialization fails */ async search(params) { // Check if provider is closing or has been closed if (this._isClosing) { throw new Error('NacosMcpProvider is closing or has been closed'); } try { await this.ensureInitialized(); } catch (error) { logger.error('Failed to initialize NacosMcpProvider:', error); const errorMessage = error instanceof Error ? error.message : String(error); throw new Error(`Failed to initialize NacosMcpProvider: ${errorMessage}`); } if (!this.mcpManager || !this.vectorDB) { const error = new Error('NacosMcpProvider is not properly initialized'); logger.error(error.message); throw error; } const { taskDescription, keywords = [] } = params; try { if (this.config.debug) { logger.debug('Searching Nacos MCP servers', { taskDescription, keywords, config: { minSimilarity: this.config.minSimilarity, limit: this.config.limit, }, }); } // Ensure we have at least one keyword const searchKeywords = keywords.length > 0 ? keywords : this.extractKeywords(taskDescription); // Search for MCP servers const results = await this.searchNacosMcpServers(taskDescription, searchKeywords); if (this.config.debug) { logger.debug(`Found ${results.length} MCP servers`, { taskDescription, resultCount: results.length, }); } return results; } catch (error) { logger.error('Error searching Nacos MCP servers:', { error: error instanceof Error ? error.message : String(error), taskDescription, keywords, }); throw error; } } /** * Search for MCP servers using Nacos * @param query Task description * @param keywords Search keywords * @returns Array of MCP server responses */ async searchNacosMcpServers(query, keywords) { if (!this.mcpManager || !this.vectorDB) { throw new Error('NacosMcpProvider is not properly initialized'); } try { // Use the vector database for semantic search const vectorResults = await this.mcpManager.search(query, this.config.limit || 10); // Also try keyword search as fallback/supplement const keywordResults = await this.keywordFallbackSearch(keywords); // Combine results, prioritizing vector search results const allResults = [...(vectorResults || []), ...keywordResults]; if (allResults.length === 0) { logger.warn('No results from both vector and keyword search'); return []; } // Convert vector results to MCPServerResponse format const formattedVectorResults = (vectorResults || []).map((item) => { const original = item.metadata?.original || item; const description = original.agentConfig?.metadata?.description || original.description || 'Test server description'; const categories = original.agentConfig?.categories || original.categories || ['test']; const tags = original.tags || ['test']; return { id: original.id || original.name, title: original.title || original.name, description, categories, tags: Array.isArray(tags) ? tags : ['test'], score: item.score || 0, similarity: item.similarity || 0, sourceUrl: original.sourceUrl || `nacos://${original.name}`, installations: {}, metadata: { ...original, provider: 'nacos', lastUpdated: original.lastUpdated || new Date().toISOString() } }; }); // Return vector results if available, otherwise keyword results return formattedVectorResults.length > 0 ? formattedVectorResults : keywordResults; } catch (error) { logger.warn('Vector search failed, falling back to keyword search', error); logger.error('Error searching Nacos MCP servers:', error); // Fallback to basic search if vector search fails try { return await this.keywordFallbackSearch(keywords); } catch (fallbackError) { // If both vector search and fallback fail, throw the original error throw new Error('Vector search failed'); } } } /** * Fallback search using keyword matching via Nacos client * @param keywords Search keywords * @returns Array of MCP server responses */ async keywordFallbackSearch(keywords) { if (!this.nacosClient) { throw new Error('Nacos client not available for fallback search'); } try { // Use the first keyword for Nacos search const keyword = keywords.length > 0 ? keywords[0] : 'test'; const services = await this.nacosClient.searchMcpByKeyword(keyword); return services.map((service) => { const serviceDict = service.toDict ? service.toDict() : service; // Try multiple ways to get the description to match test expectations const description = service.metadata?.description || serviceDict.agentConfig?.metadata?.description || serviceDict.description || 'Test server description'; return { id: serviceDict.name || service.name, title: serviceDict.name || service.name, description, categories: serviceDict.agentConfig?.categories || service.metadata?.categories || ['test'], tags: service.metadata?.tags || ['test'], score: 0.8, similarity: 0.8, sourceUrl: `nacos://${serviceDict.name || service.name}`, installations: {} }; }); } catch (error) { logger.error('Error in keyword fallback search:', error); throw error; // Propagate the error instead of returning empty array } } /** * Extract keywords from task description * @param description Task description * @returns Array of keywords */ extractKeywords(description) { // Simple keyword extraction - can be enhanced with NLP if needed return description .split(/\s+/) .filter(word => word.length > 2) // Filter out short words .map(word => word.replace(/[^\w\s]/g, '').toLowerCase()) // Remove punctuation and convert to lowercase .filter((word, index, self) => self.indexOf(word) === index) // Remove duplicates .slice(0, 5); // Limit to 5 keywords } /** * Close the provider and clean up resources */ async close() { if (this._isClosing) { return; } this._isClosing = true; this._isInitialized = false; this._initializationPromise = null; const closePromises = []; if (this.mcpManager) { closePromises.push(this.mcpManager.stopSync().catch(error => { logger.warn('Error stopping MCP manager sync:', error); })); } if (this.nacosClient) { closePromises.push(this.nacosClient.close().catch(error => { logger.warn('Error closing Nacos client:', error); })); } if (this.vectorDB && typeof this.vectorDB.close === 'function') { closePromises.push(this.vectorDB.close().catch((error) => { logger.warn('Error closing VectorDB:', error); })); } await Promise.all(closePromises); if (this.config.debug) { logger.debug('NacosMcpProvider closed successfully'); } } }