A
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qualityB
maintenanceIntegrates RAG into AI agents via MCP Server, supporting multiple vector database technologies for collection management and search operations.
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MIT
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"A server for handling vector memory operations" matching MCP servers:
- Flicense-qualityDmaintenanceEnables semantic code search over a local codebase using Qdrant vector embeddings and OpenAI embeddings, allowing natural language queries from MCP-compatible clients like Claude Desktop.
- Flicense-qualityDmaintenanceCombines Neo4j graph database with vector search using OpenAI embeddings for intelligent semantic search across knowledge graphs.3
- Flicense-qualityCmaintenanceA multi-agent operations assistant that answers business questions by searching local documents and order records.
- AlicenseAqualityCmaintenanceMCP server for OpenAI Vector Store API, managing vector stores, files, file batches, and semantic search.2115MIT
- AlicenseAqualityBmaintenanceA local-first MCP server for durable agent memory using SQLite and FTS5, enabling knowledge graph storage, search, and recall for AI agents.201MIT
- Alicense-qualityFmaintenanceTurns your Readwise library into a blazing-fast semantic search engine with a streaming MCP server for LLM clients, supporting vector search, nightly syncs, and deployment on serverless platforms like Vercel.24MIT
- Alicense-qualityDmaintenanceEnables indexing and semantic search of software project files via MCP, with automatic file watching for updates.MIT
- Alicense-qualityDmaintenanceProvides comprehensive A-share (Chinese stock market) data including stock information, historical prices, financial reports, macroeconomic indicators, technical analysis, and valuation metrics through the free Baostock data source.27MIT
- Flicense-qualityBmaintenanceA CLI-first semantic code search tool with MCP integration for AI assistants, enabling semantic search, AST-aware parsing, and code analysis across 13 languages.55
- Flicense-qualityCmaintenanceAn MCP server exposing internal business operations as tools — task management (create, list, update status) and RAG-style semantic search over an internal knowledge base (leave, expense, and onboarding policies) that any MCP-compatible AI agent can call directly for grounded, non-hallucinated answers.
- AlicenseAqualityAmaintenancePersistent long-term memory for AI agents — semantic recall across Claude, Cursor, ChatGPT & MCP.1273517MIT
- AlicenseAqualityDmaintenanceA local-first MCP server that exposes personal notes and files as unified semantic context for AI agents via vector search and file monitoring.6MIT
- AlicenseAqualityBmaintenanceAn MCP server for searching and downloading books from Library Genesis, supporting EPUB, MOBI, PDF, and more through natural language queries.3336MIT
- AlicenseAqualityCmaintenanceRead-only MySQL MCP server that lets AI agents list tables, describe schemas, and run SELECT/SHOW/EXPLAIN queries with a row cap, bound to a single database for safety.3MIT
- AlicenseAqualityDmaintenanceA zero-dependency, file-based persistent memory system for AI agents with tiered memory, Ebbinghaus decay, and keyword retrieval.51MIT
- AlicenseAqualityCmaintenanceMCP server for persistent, semantic memory across AI sessions; store context, decisions, and learnings and recall them with natural language search.250MIT
- AlicenseAqualityBmaintenanceMCP server for persistent, cross-session, local-first memory for AI agents, storing memories as Markdown files with SQLite indexing for hybrid search.24Apache 2.0
- AlicenseAqualityDmaintenanceGives any AI tool persistent, searchable memory across sessions using hybrid semantic and keyword search, running 100% locally with no API keys or cloud dependencies.61MIT
- AlicenseAqualityFmaintenanceAn MCP-compliant server that enables AI assistants like Claude Desktop to access and analyze Intercom support tickets with full conversation history.48Apache 2.0