Procedural Memory Python Packages

innate-ai

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.

mengram-ai

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-sdk

Python SDK for Kyros — persistent memory for AI agents

gradata

AI that learns your judgment. Corrections become behavioral rules that converge on your style.

langchain-mengram

LangChain integration for Mengram — AI memory with semantic, episodic, and procedural memory types.

obsidian-mem

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.