OpenClaw Plugin

Install

openclaw plugins install openclaw-mengram

Setup

Get a free API key at mengram.io
Add to ~/.openclaw/openclaw.json:

{
  "plugins": {
    "entries": {
      "openclaw-mengram": {
        "enabled": true,
        "config": {
          "apiKey": "${MENGRAM_API_KEY}"
        }
      }
    },
    "slots": {
      "memory": "openclaw-mengram"
    }
  }
}

Set your API key:

export MENGRAM_API_KEY="om-your-key-here"

Restart OpenClaw. Memory works automatically.

How It Works

Auto-recall: Before every agent turn, relevant memories are injected into context via before_agent_start hook. No manual tool calls needed. Auto-capture: After every turn, new information is automatically extracted and stored via agent_end hook. Nothing is lost.

Tools

The agent can use these 12 tools explicitly:

Tool	Purpose
`memory_search`	Search all 3 memory types with Graph RAG
`memory_store`	Save text to long-term memory
`memory_forget`	Delete a memory entity by name
`memory_profile`	Get cognitive profile (who the user is)
`memory_procedures`	List or search learned workflows
`memory_feedback`	Record workflow success/failure (triggers evolution)
`memory_episodes`	Search or list past events with date filtering
`memory_timeline`	Get chronological timeline of memory events
`memory_triggers`	Get smart triggers (reminders, contradictions, patterns)
`memory_insights`	Get AI-generated reflections and patterns
`memory_agents`	Run maintenance agents (curator, connector, digest)
`memory_graph`	Get the knowledge graph (entities + connections)

Slash Commands

Command	Action
`/remember <text>`	Save to memory
`/recall <query>`	Search memory
`/forget <entity>`	Delete from memory

CLI

openclaw mengram search "coffee preferences"   # Search all 3 memory types
openclaw mengram stats                          # Memory usage statistics
openclaw mengram profile                        # Cognitive profile
openclaw mengram procedures                     # List learned workflows
openclaw mengram episodes                       # List past events
openclaw mengram timeline                       # Chronological event timeline
openclaw mengram triggers                       # Smart triggers
openclaw mengram insights                       # AI-generated reflections
openclaw mengram agents                         # Run maintenance agents
openclaw mengram graph                          # Knowledge graph
openclaw mengram feed                           # Activity feed
openclaw mengram reindex                        # Reindex embeddings
openclaw mengram dedup                          # Deduplicate memories
openclaw mengram merge <source> <target>        # Merge two entities

Configuration

Option	Default	Description
`apiKey`	`$MENGRAM_API_KEY`	API key from mengram.io
`baseUrl`	`https://mengram.io`	Custom URL for self-hosted
`autoRecall`	`true`	Inject memories before each turn
`autoCapture`	`true`	Store memories after each turn
`topK`	`5`	Max results per search
`graphDepth`	`2`	Knowledge graph hops (0=off, 1, 2)
`injectProfile`	`false`	Include cognitive profile periodically
`profileFrequency`	`25`	Profile injection every N turns
`maxFactsPerEntity`	`5`	Max facts shown per entity in context
`maxRelationsPerEntity`	`5`	Max relationships shown per entity
`maxEpisodes`	`5`	Max episodic memories in context
`maxProcedures`	`3`	Max procedures in context
`maxStepsPerProcedure`	`8`	Max steps shown per procedure
`captureMessageCount`	`10`	Messages to capture after each turn
`maxTriggers`	`10`	Max triggers shown
`maxTimelineItems`	`20`	Max timeline items shown
`requestTimeout`	`15000`	HTTP timeout in milliseconds
`debug`	`false`	Verbose logging

Getting Started

Concepts

SDKs

Integrations

Reference

Install

Setup

How It Works

Tools

Slash Commands

CLI

Configuration

Links

​Install

​Setup

​How It Works

​Tools

​Slash Commands

​CLI

​Configuration

​Links

Install

Setup

How It Works

Tools

Slash Commands

CLI

Configuration

Links