Projects in Awesome Lists tagged with llm-memory

https://github.com/memtensor/memos

AI memory OS for LLM and Agent systems(moltbot,clawdbot,openclaw), enabling persistent Skill memory for cross-task skill reuse and evolution.

agent agent-memory clawdbot llm llm-memory long-term-memory memory memory-agent memory-management memory-operating-system memory-retrieval memory-scheduling moltbot openclaw rag retrieval-augmented-generation skill-memory skills

Last synced: 11 May 2026

https://github.com/memodb-io/memobase

Profile-Based Long-Term Memory for AI Applications. Memobase handles user profiles, memory events, and evolving context — perfect for chatbots, companions, tutors, customer service bots, and all chat-based agents.

ai-companion ai-memory chatgpt llm-application llm-memory long-term-memory memory rag retrieval user-memory

Last synced: 30 Oct 2025

https://github.com/mnemon-dev/mnemon

LLM-supervised persistent memory for AI agents — graph-based recall, cross-session knowledge, single binary. Works with Claude Code, OpenClaw, and any CLI agent.

agent-framework agent-memory ai-agent ai-tools claude claude-code claude-memory cli context-window golang knowledge-graph llm-agent llm-memory llm-supervised mcp memory openclaw persistent-memory rag sqlite

Last synced: 31 May 2026

https://github.com/qualixar/superlocalmemory

World's first local-only AI memory to break 74% retrieval and 60% zero-LLM on LoCoMo. No cloud, no APIs, no data leaves your machine. Additionally, mode C (LLM/Cloud) - 87.7% LoCoMo. Research-backed. arXiv: 2603.14588

agent-memory agent-reliability ai-agents claude-code cursor knowledge-graph llm-memory local-first mcp mcp-server persistent-memory qualixar semantic-search vector-search windsurf

Last synced: 03 Jun 2026

https://github.com/memvid/claude-brain

Give Claude Code photographic memory in ONE portable file. No database, no SQLite, no ChromaDB - just a single .mv2 file you can git commit, scp, or share. Native Rust core with sub-ms operations.

ai-tools anthropic claude claude-agents claude-ai claude-code claude-skills context-window developer-tools llm-memory long-term-memory memvid persistent-memory portable rag rust single-file

Last synced: 15 Feb 2026

https://github.com/memtensor/halumem

HaluMem is the first operation level hallucination evaluation benchmark tailored to agent memory systems.

ai benchmark hallucination hallucination-evaluation llm llm-memory long-term-memory mem0 memobase memory memory-system memos memzero

Last synced: 30 Jan 2026

https://github.com/battam1111/myco

Self-evolving cognitive organism for AI agents — eternal devouring, eternal evolution.

agent-memory ai-agents ai-infrastructure autonomous-agents biomimetics claude claude-code codex cognitive-substrate cursor knowledge-management llm-memory llm-tools long-term-memory mcp mycelium python self-evolving substrate vscode

Last synced: 27 Apr 2026

https://github.com/remete618/widemem-ai

Next-gen AI memory layer with importance scoring, temporal decay, hierarchical memory, and YMYL prioritization

agent-memory ai ai-agent ai-memory ai-tools anthropic claude claude-code embeddings llm llm-memory long-term-memory mcp mcp-server memory openai python rag supabase vector-search

Last synced: 18 May 2026

https://github.com/rolandpg/zettelforge

Agentic memory for CTI in Python — STIX knowledge graphs, threat-actor alias resolution, offline-first RAG, MCP server for Claude Code and LangChain agents

agentic-memory ai-agent claude-code cti cybersecurity knowledge-graph langchain llm llm-memory mcp mcp-server mitre-attack offline-first python rag soc-automation stix threat-hunting threat-intelligence zettelkasten

Last synced: 26 May 2026

https://github.com/offendingcommit/openconcho

Fast, privacy-first desktop & web UI for self-hosted Honcho — browse memories, peers, sessions, conclusions, and chat with memory context.

ai-agents ai-memory desktop-app honcho honcho-ui llm-memory memory-management open-source openapi privacy-first react self-hosted tanstack-router tauri typescript vite

Last synced: 28 May 2026

https://github.com/pinkpixel-dev/mem0-mcp

✨ mem0 MCP Server: A modern memory system for AI applications with flexible provider support (OpenAI, Ollama, etc.) and MCP protocol integration. Enables long-term memory for AI agents through a simple API or as a drop-in MCP server.

agent assistant llm llm-memory mcp mcp-server mem0 mem0ai memory

Last synced: 06 Apr 2025

https://github.com/sgx-labs/statelessagent

Your AI forgets everything between sessions. SAME fixes that. Local-first, no API keys, single binary.

ai-agent ai-memory claude-code context-surfacing cursor golang llm-memory local-first mcp mcp-server model-context-protocol obsidian rag semantic-search sqlite sqlite-vec vector-search windsurf

Last synced: 01 Apr 2026

https://github.com/oomkapwn/enquire-mcp

The most advanced Obsidian MCP — long-term memory for AI agents. Hybrid retrieval (BM25 + ML + BGE rerank, RRF-fused), HNSW + int8 quantization, agentic RAG (HyDE + sub-question), standalone Bases, PDFs+OCR. For Claude Code/Desktop, Cursor, ChatGPT, Codex, OpenClaw. MCP-native, MIT, SLSA-3.

agent-memory agentic-rag ai-memory chatgpt claude claude-code claude-memory codex cursor hybrid-search llm-memory long-term-memory mcp-server model-context-protocol obsidian obsidian-mcp openclaw rag second-brain semantic-search

Last synced: 28 May 2026

https://github.com/iampantherr/securecontext

Secure memory & context optimization MCP plugin for Claude Code. Drop-in replacement for context-mode with credential isolation, SSRF protection, MemGPT-style persistent memory, and hybrid BM25+vector search. 84 security tests, zero cloud sync.

ai-agent-memory claude-code claude-code-plugin context-management context-mode-alternative context-window hybrid-search knowledge-base llm-memory mcp mcp-server memgpt persistent-memory secure-mcp zeroclaw

Last synced: 03 May 2026

https://github.com/zircote/mnemonic

Persistent filesystem-based memory system for Claude Code. Pure MIF Level 3 compliant memory storage with YAML frontmatter, bi-temporal tracking, and proactive hooks. No dependencies - just markdown files and git.

ai-memory claude-code claude-plugin cross-session developer-tools episodic-memory filesystem git-versioned knowledge-management llm-memory markdown memory-interchange-format memory-system mif mif-format mnemonic persistent-memory procedural-memory semantic-memory yaml

Last synced: 15 Feb 2026

https://github.com/vital-ai/kgraphmemory

Knowledge Graph Memory, Part of the Vital A.I. Agent Ecosystem

knowledge-graph llm llm-memory

Last synced: 30 Apr 2025

https://github.com/wanderli-ai/saico

Simple AI-agent Conversation Orchestrator

ai-agent ai-agents chatbot-framework chatgpt context-management conversation-memory langchain-alternative llm-memory openai prompt-engineering summarization threaded-conversations token-aware virtual-assistant-ai

Last synced: 28 Feb 2026

https://github.com/foo290/neurotrace

A private repository for neurotrace project

ai artificial-intelligence chatbot generative-ai graph-da graph-retrieval graphdatabase knowledge-graph langchain llm llm-inference llm-memory ml neo4 rag rag-pipeline retriv

Last synced: 22 Jul 2025

https://github.com/johannesrabauer/langchain4j-spring-jpa-memory

Demo to show how to use memory storage with LangChain4J and Spring Data

jpa langchain4j llm llm-memory spring-boot

Last synced: 03 Sep 2025

https://github.com/jamesanz/memory-mcp

A simple MCP server that stores and retrieves memories from multiple LLMs

llm-memory llms mcp-server

Last synced: 22 Aug 2025

https://github.com/shivamr021/ollama-langchain-agents

A collection of intelligent AI agents built using Ollama, LangChain, and local LLMs — including chatbots, voice assistants, web scrapers, document readers, and custom tools. No APIs required. Fully offline.

ai-agents chatbot faiss langchain langchain-agents llm-memory local-llm ollama open-source pdf-summarizer python streamlit voice-assistant web-scraper

Last synced: 03 May 2026

https://github.com/tznthou/ccrecall

Cross-session memory for Claude Code — serves relevant context via hooks & MCP. Rule-based, zero API cost, SQLite + FTS5, runs locally.

ai-memory anthropic claude claude-code cli-tool context-management conversation-memory fts5 llm-memory local-first mcp model-context-protocol nodejs sqlite typescript

Last synced: 13 May 2026

https://github.com/roli-lpci/langquant

LPCI PROVED: Stateless LLM maintains conversational coherence across 20 turns via refreshing language scaffold. No conversation history. The scaffold IS the memory. Hermes Labs 2026.

ai-agents information-theory language-scaffold llm-memory lpci markov-state prompt-compression transfer-entropy