chore: sync lockfile and payload-ai extensions for release v1.9.10
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78
packages/memory-mcp/src/index.ts
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78
packages/memory-mcp/src/index.ts
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@@ -0,0 +1,78 @@
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import { McpServer } from '@modelcontextprotocol/sdk/server/mcp.js';
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import { StdioServerTransport } from '@modelcontextprotocol/sdk/server/stdio.js';
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import { z } from 'zod';
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import { QdrantMemoryService } from './qdrant.js';
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async function main() {
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const server = new McpServer({
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name: '@mintel/memory-mcp',
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version: '1.0.0',
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});
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const qdrantService = new QdrantMemoryService(process.env.QDRANT_URL || 'http://localhost:6333');
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// Initialize embedding model and Qdrant connection
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try {
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await qdrantService.initialize();
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} catch (e) {
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console.error('Failed to initialize local dependencies. Exiting.');
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process.exit(1);
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}
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server.tool(
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'store_memory',
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'Store a new piece of knowledge/memory into the vector database. Use this to remember architectural decisions, preferences, aliases, etc.',
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{
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label: z.string().describe('A short, descriptive label or title for the memory (e.g., "Architektur-Entscheidungen")'),
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content: z.string().describe('The actual content to remember (e.g., "In diesem Projekt nutzen wir lieber Composition over Inheritance.")'),
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},
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async (args) => {
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const success = await qdrantService.storeMemory(args.label, args.content);
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if (success) {
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return {
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content: [{ type: 'text', text: `Successfully stored memory: [${args.label}]` }],
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};
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} else {
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return {
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content: [{ type: 'text', text: `Failed to store memory: [${args.label}]` }],
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isError: true,
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};
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}
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}
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);
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server.tool(
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'retrieve_memory',
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'Retrieve relevant memories from the vector database based on a semantic search query.',
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{
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query: z.string().describe('The search query to find relevant memories.'),
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limit: z.number().optional().describe('Maximum number of results to return (default: 5)'),
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},
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async (args) => {
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const results = await qdrantService.retrieveMemory(args.query, args.limit || 5);
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if (results.length === 0) {
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return {
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content: [{ type: 'text', text: 'No relevant memories found.' }],
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};
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}
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const formattedResults = results
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.map(r => `- [${r.label}] (Score: ${r.score.toFixed(3)}): ${r.content}`)
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.join('\n');
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return {
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content: [{ type: 'text', text: `Found ${results.length} memories:\n\n${formattedResults}` }],
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};
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}
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);
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const transport = new StdioServerTransport();
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await server.connect(transport);
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console.error('Memory MCP server is running and ready to accept connections over stdio.');
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}
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main().catch((error) => {
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console.error('Fatal error in main():', error);
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process.exit(1);
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});
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