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.

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.

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.

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.

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

Memory for Claude Code that survives between sessions. Three kinds of memory (episodic, semantic, procedural) in one local markdown vault, surfaced in conversation through MCP.

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

Agent's procedural memory for the web. Turn one successful browser workflow into reusable, zero-cost CLI commands.

Self-growing procedural knowledge layer for AI agents. Rust MCP server + CLI — recall relevant knowledge before tasks, record outcomes after, distill experience into reusable insights. Works with Claude Code, Codex, opencode.

Locally run multi-tier, multi-model, multi-modal, multi-mode Agentic AI Assistant Training/Inference Instance with CRAIID - Continuous Redundant AI Instance Dialogue - A proprietary personalized context/memory compression/storage/management subsystem designed to overcome ctx fatigue while maintaining accuracy, integrity & fidelity. And a lot more!

The audit and verification layer for AI agents - verified procedural memory with compliance reports (SOC 2, EU AI Act, NIST AI RMF), a public procedure registry, and the verifier gate

The final evolved version of gemini-mem

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

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

Audit grade procedural memory for coding agents. Lessons from verified changes, served at planning time as cited claims. Local first MCP server.

Writable procedural memory for AI agents with human-in-the-loop approval. 2-phase commit: prepare → confirm.

Hermes-style procedural memory for Claude Code / OpenCode / Codex

Self-Improving Agents with Procedural Memory for LangChain. Agents that learn across task executions by extracting, storing, and retrieving reusable heuristics from their own experience. Research-backed feature inspired by HyperAgents, ERL, MARS, and DGM.

Persistent Memory System for Claude Code 2026 - Bi-Temporal YAML Filesystem

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