memory-engineering-mcp

🧠 AI Memory System powered by MongoDB Atlas & Voyage AI - Autonomous memory management with zero manual work

v13.4.2 URL: https://unpkg.com/memory-engineering-mcp@13.4.3/dist/index.js

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mcp model-context-protocol mongodb memory-engineering hybrid-search vector-search ai-development autonomous-development claude llm embeddings rankfusion

mongodb-memory-bank-mcp

FIXED: MongoDB Memory Bank MCP with bulletproof error handling, smart operations, and session state management. Eliminates [object Object] errors and user confusion.

v3.5.0 URL: https://unpkg.com/mongodb-memory-bank-mcp@3.5.0/dist/main/index.js

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mcp memory-bank mongodb error-handling smart-operations session-state user-experience production-ready ai-context code-generation hybrid-search content-routing rankfusion intelligent-organization cline-structure developer-tools bug-fixes reliability

mongodb-memory-bank-mcp-v2

MongoDB-powered Memory Bank MCP server with hybrid search capabilities for AI assistants

v1.4.5 URL: https://unpkg.com/mongodb-memory-bank-mcp-v2@1.4.5/dist/index.js

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mcp model-context-protocol mongodb memory-bank hybrid-search vector-search ai claude llm embeddings

@ignitionai/azure-ai-search-mcp

Complete Azure AI Search MCP server with vector search, semantic search, and document management

v1.0.2 URL: https://unpkg.com/@ignitionai/azure-ai-search-mcp@1.0.2/dist/server.js

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azure azure-ai-search search vector-search semantic-search hybrid-search rag mcp model-context-protocol claude ai embedding document-management typescript

paradedb

ParadeDb JavaScript Client Library

v0.14.0 URL: https://unpkg.com/paradedb@0.14.0/dist/index.js

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ParadeDb parade elasticsearch BM25 pg_bm25 HNSW pgvector sparse-vector FTS full-text-search similarity-search hybrid-search analytics mpp acid Postgres ESM typescript ts