Turns corrections into Preferences, Project-specific skills, and Shared skills for Claude Code, Codex, and OpenCode.
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Updated
Jul 13, 2026 - Python
Turns corrections into Preferences, Project-specific skills, and Shared skills for Claude Code, Codex, and OpenCode.
Curated systems, benchmarks, and papers etc. on memory for LLMs/MLLMs --- long-term context, retrieval, and reasoning.
On-device memory layer for AI agents. Claude Code, Hermes and OpenClaw. Hooks + MCP server + hybrid RAG search.
Python, LlamaIndex, LangChain, Docker Compose: 15 Property Graph, 4 RDF , 10 Vector, OpenSearch, Elasticsearch, Alfresco DBs. 13 data sources (9 auto-sync), KG auto-building, Ontologies, LLMs, Docling or LlamaParse doc processing, GraphRAG, RAG only, Hybrid Search, AI Chat. TypeScript React, Vue, Angular frontends, FastAPI REST backend, MCP Server.
Repo-native shared memory for AI coding agents.
Open-source MCP knowledge mesh - self-host your second brain, expose it to AI agents, federate with peers.
🌿 Prune your AI agent's context window. Reduce token usage by 70-95% with hierarchical memory. Replace flat MEMORY.md with a bonsai-shaped domain tree. Progressive disclosure, zero dependencies. Works with OpenClaw and any LLM agent framework.
Persistent memory, architectural decision enforcement, pre-execution safety hooks, and session handoff for Claude Code. MCP server plugin for AI coding agents.
Persistent memory + security layer for Claude Code (MCP plugin). Agents remember your project across sessions (~87% fewer context tokens), every tool call lands in a tamper-evident HMAC audit chain, and skills are AST-scanned + HMAC-verified before they run. 100% local: PostgreSQL + Ollama, no cloud, MIT.
🧠 Discover and explore memory mechanisms for Large and Multimodal Language Models through curated systems, benchmarks, and research papers.
Get started with Novyx Core in 5 minutes
Local-first markdown workspace with AI memory, rollback, audit trails, knowledge graph, and desktop/cloud modes.
The project brain for AI coding agents — persistent memory + sprints + decisions + KB delivered via MCP. 20 tools, MIT licensed. Works with Claude Code, Cursor, Codex, Antigravity, Gemini CLI.
An ai agent skill for tending a WikiBonsai digital garden
Reviewable persistent memory for coding agents, with rollback, audit trails, and knowledge graph context.
Five runnable demos for building resilient AI agents with Strands Agents: chaos-test the agent's tools, gate memory writes to stop hallucinations, defend against memory poisoning and prompt injection, verify multi-step tasks against the backend, and let an agent write its own tools. Runs on OpenAI or Amazon Bedrock.
One-click Claude Desktop installer for Novyx MCP.
Persistent memory MCP server for Claude Code, Cursor, and GitHub Copilot. Long-term memory via Model Context Protocol with semantic search, Git sync, and team collaboration.
Verifiable state plane for autonomous agents: memory, belief revision, rollback, audit, and MCP tools.
Context hygiene for agentic coding. Save and resume Claude Code/Codex sessions.
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