Human-like memory for AI agents — semantic, episodic & procedural. Experience-driven procedures that learn from failures. Free API, Python & JS SDKs, LangChain, CrewAI & OpenClaw integrations.

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.

📚 Practical guide to context engineering for AI agents. Why context fails, how memory works, and techniques that actually help.

Muscle memory for Claude, OpenClaw, and AI agents. Zero-cost Hebbian memory system — learns which files matter through co-access patterns, predicts what you need next.

Build and manage persistent memory for AI agents by enhancing workspace indexing to ensure directive compliance and accurate behavior.

The final evolved version of gemini-mem

Kyros — The Memory OS for AI Agents Give your AI agents secure, self-correcting, persistent memory in 3 lines of code. Three memory types (episodic, semantic, procedural) with built-in forgetting curves, cryptographic integrity, and automatic contradiction resolution. Model-agnostic REST API with Python and TypeScript SDKs.

Predecessor to Myelin. Broad local-first agent memory prototype; new procedural-memory work lives at github.com/Niraven/myelin.

Agents should not relearn workflows. Myelin turns repeated agent behavior into reusable procedures via MCP.

Procedural memory for AI agents. Corrections become behavioral rules that compound over time.

Self-Learning Security Operations Center