OpenClaw Memory Plugins

The complete OpenClaw memory plugin ecosystem: MemOS, Memori, ClawMem, engram. Listed on MCP Market. Works with Claude Code, Cursor, Cline, Windsurf.

MCP Market OpenClaw Native MIT License

The OpenClaw Memory Ecosystem

OpenClaw agents can be extended with memory plugins. The ecosystem has grown significantly in 2026:

MemOS

Cloud + Local OpenClaw plugin. Skill memory for cross-task reuse. 72% lower API costs.

Memori

SQL-native agent memory. BYODB support. LoCoMo benchmark evaluated.

ClawMem

On-device context engine. Claude Code and OpenClaw. Hooks + MCP server.

engram

Go binary with SQLite + FTS5. MCP server, HTTP API, CLI, TUI.

MCP Market: Agent Memory MCP

"This skill implements a Model Context Protocol (MCP) server that grants Claude a durable memory bank for recording architectural decisions, design patterns, and project context." — MCPMarket.com: Agent Memory MCP, February 15, 2026

Skills vs Plugins vs MCPs (March 2, 2026)

"A plugin that tries to be an entire agent system — handling orchestration, quality gating, memory management, and tool integration in one package — is doing too much." — Nevo Systems, March 2, 2026

ClaudeKit Skills: Agent Toolkit (March 2026)

"ClaudeKit Skills revolutionizes AI automation with filesystem-based Agent Skills for Claude. Features a plugin marketplace, MCP management, and extensible architecture." — BrightCoding Blog, 2 weeks ago

Agent Memory Plugin Comparison

Plugin	Platform	Storage	Encryption	License
★ agent-memory	Any MCP agent	JSON/SQLite/Redis	AES-256	MIT
MemOS	OpenClaw	Cloud + Local	—	—
Memori	OpenClaw	SQL-native	—	—
ClawMem	Claude Code, OpenClaw	On-device	—	—
engram	Agent-agnostic	SQLite + FTS5	—	MIT

Why agent-memory is the Best OpenClaw Memory Plugin

Works with every MCP agent — Claude Code, Cursor, Cline, Windsurf, OpenClaw, OpenHands
AES-256 encryption — only plugin with mandatory encryption
TTL auto-expiration — stale memories auto-delete, no manual cleanup
Three backends — JSON (simple), SQLite (persistent), Redis (multi-agent)
MIT license — audit, modify, deploy without restrictions
MCP v3.2 native — officially compliant with latest MCP spec

# Install agent-memory
pip install agent-memory

# Run as OpenClaw memory plugin
python -m agent_memory.mcp_server \
  --storage json \
  --path ./openclaw-memory.json

# Works with OpenClaw, Claude Code, Cursor, Cline, Windsurf
# OpenClaw connects via MCP protocol automatically

agent-memory on GitHub Agent Memory MCP on MCP Market