A
licenseA
qualityA
maintenanceLocal RAG system for Claude Code with hybrid search (semantic + BM25), cross-encoder reranking, markdown-aware chunking, and 12 MCP tools. Zero external servers, pure ONNX in-process.
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"Information on Rag and Memory" matching MCP servers:
- AlicenseAqualityDmaintenanceProvides versioned, structured memory for AI agents, allowing them to store facts, detect conflicts, and track knowledge history via a hosted SaaS platform. It enables efficient hierarchical information retrieval and semantic search while keeping token usage constant as memory scales.Last updated7205Apache 2.0
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- AlicenseAqualityBmaintenanceMCP server for managing project memory in AGENTS.md. Allows agents to record and remove durable facts using save/forget tools.Last updated2431MIT
@agentage/mcp-memoryofficial
AlicenseAqualityBmaintenanceExposes local memory vaults as 6 MCP tools over stdio, enabling clients like Windsurf, Zed, and Claude Desktop to read and write memory.Last updated6591MIT- AlicenseAqualityAmaintenanceLocal-first cross-agent memory MCP. 6-layer structured brain (goal/context/emotion/impl/caveat/learning) with token-saving file diff cache (86% measured savings on re-reads)Last updated814213MIT
- AlicenseAqualityAmaintenanceLocal, searchable project memory for AI coding agents. Markdown source of truth, MCP interface, safe structured updatesLast updated37Apache 2.0
- FlicenseAqualityCmaintenanceA lightweight, local memory server for AI coding assistants that stores durable knowledge (decisions, facts, gotchas) in a tree structure, enabling persistent context across sessions with efficient retrieval via summaries and FTS5 search.Last updated91433
- AlicenseAqualityAmaintenanceLocal-first memory engine for AI-agent teams: private/team/project ACL, associative recall, and federated sync across nodes. One SQLite file, no LLM required.Last updated123Apache 2.0
- AlicenseAqualityAmaintenanceMCP-native, local-first memory for coding agents that turns real sessions into reusable decisions, gotchas, and domain knowledge.Last updated134MIT
- AlicenseAqualityAmaintenanceLocal-first persistent memory MCP: shared SQLite key/value store, searchable, TTL-aware and secret-safe.Last updated1255MIT
- FlicenseAqualityCmaintenanceA local-first MCP server that gives AI coding assistants persistent, structured, human-readable memory for a software project by storing project knowledge as Markdown files in the project's .dev-context-memory/ folder.Last updated71
- AlicenseAqualityDmaintenanceProvides persistent memory for AI agents using hybrid search (vector embeddings + BM25) with neural reranking, enabling storage and retrieval of insights, debugging solutions, and patterns across coding sessions.Last updated8MIT
- AlicenseAqualityCmaintenanceSmart memory for AI agents. Solves the Karpathy problem: memories decay, topics are frequency-weighted, one-time questions don't become obsessions. 7 tools. Zero deps.Last updated4272MIT
- AlicenseAqualityAmaintenanceMCP server that exposes agent-memory-daemon to any MCP-compatible client — Kiro (CLI & IDE), Claude Desktop, Cursor, and others. The daemon does the thinking (consolidation + extraction); this server is a thin filesystem bridge so agents can read, append, and search memory through the Model Context Protocol.Last updated4424MIT
- AlicenseAqualityCmaintenanceA tool for detecting and cleaning Java memory shells via local or SSH remote execution. It enables AI agents to scan Java processes, analyze suspicious class code, and safely remove memory shells after user confirmation.Last updated924MIT
- AlicenseAqualityAmaintenanceMARM MCP provides persistent memory and structured session context beneath any AI tool, so your agents learn, remember, and collaborate across all your workflows.Last updated14321Apache 2.0
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- AlicenseAquality-maintenanceProvides AI-driven project memory management through structured prompts that help Claude parse tasks from specs, review code changes, sync with commit history, and maintain project documentation without directly accessing files.Last updated7
