Search

PythonReactSEOPDF
OpenClaw

mema

Mema's personal brain - SQLite metadata index for documents and Redis short-term context buffer. Use for organizing workspace knowledge paths and managing ephemeral session state.

1999azzar0 source installs☆ 0 Repository stars

Installation

Follow the repository instructions for this skill and your agent. Review the files and dependencies before adding it to your workflow.

SkillHub CLI

skillhub install 1999azzar/mema

Inspect the source and compatibility requirements, then follow its installation steps.

Give your agent the source link and ask it to inspect instructions and dependencies before explaining the installation steps.

View source ↗Guides

Skill instructions

Mema Brain (Centralized Memory)

Standardized memory system providing a Metadata Index (SQLite) and Short-Term Context (Redis).

Core Components

1. Document Index (SQLite)
  • Primary Path: ~/.openclaw/memory/main.sqlite
  • Capability: Stores file paths, titles, and tags.
  • Note: This is a Metadata Index only. It does not ingest or provide full-text search of file contents.
2. Short-Term Memory (Redis)
  • Key Prefix: mema:mental:*
  • Purpose: Ephemeral state management and cross-session context passing.
  • TTL: Default 6 hours (21600 seconds).

Core Workflows

Indexing Knowledge

Record a file's location and tags in the local database.

  • Usage: python3 $WORKSPACE/skills/mema/scripts/mema.py index <path> [--tag <tag>]
Searching Index

List indexed paths filtered by tag or recency.

  • Usage: python3 $WORKSPACE/skills/mema/scripts/mema.py list [--tag <tag>]
Mental State (Redis)

Manage key-value pairs in the mema:mental namespace.

  • Set: python3 $WORKSPACE/skills/mema/scripts/mema.py mental set <key> <value> [--ttl N]
  • Get: python3 $WORKSPACE/skills/mema/scripts/mema.py mental get <key>

Setup

  1. Copy env.example.txt to .env.
  2. Configure REDIS_HOST and REDIS_PORT (defaults: localhost:6379).
  3. Initialize the SQLite schema: python3 $WORKSPACE/skills/mema/scripts/mema.py init

Reliability & Security

  • Data Privacy: All data is stored locally.
  • Network Safety: Only point REDIS_HOST to trusted instances.
  • Path Isolation: Database operations are confined to the ~/.openclaw/memory directory.

Source information

Source
github
Repository
openclaw/skills
Path
skills/1999azzar/mema
Version
—
Commit
a90c6c678c4774e02449a81d0c04095a300f4cb5
Classification source
rules
Status
active
Visibility
public

These signals come from indexed source analysis and may lag behind changes. Check the current source files.

Extracted content

SKILL.md
# Mema Brain (Centralized Memory)

Standardized memory system providing a Metadata Index (SQLite) and Short-Term Context (Redis).

## Core Components

### 1. Document Index (SQLite)
- **Primary Path:** `~/.openclaw/memory/main.sqlite`
- **Capability:** Stores file paths, titles, and tags. 
- **Note:** This is a **Metadata Index only**. It does not ingest or provide full-text search of file contents.

### 2. Short-Term Memory (Redis)
- **Key Prefix:** `mema:mental:*`
- **Purpose:** Ephemeral state management and cross-session context passing.
- **TTL:** Default 6 hours (21600 seconds).

## Core Workflows

### Indexing Knowledge
Record a file's location and tags in the local database.
- **Usage**: `python3 $WORKSPACE/skills/mema/scripts/mema.py index <path> [--tag <tag>]`

### Searching Index
List indexed paths filtered by tag or recency.
- **Usage**: `python3 $WORKSPACE/skills/mema/scripts/mema.py list [--tag <tag>]`

### Mental State (Redis)
Manage key-value pairs in the `mema:mental` namespace.
- **Set**: `python3 $WORKSPACE/skills/mema/scripts/mema.py mental set <key> <value> [--ttl N]`
- **Get**: `python3 $WORKSPACE/skills/mema/scripts/mema.py mental get <key>`

## Setup
1. Copy `env.example.txt` to `.env`.
2. Configure `REDIS_HOST` and `REDIS_PORT` (defaults: localhost:6379).
3. Initialize the SQLite schema:
   `python3 $WORKSPACE/skills/mema/scripts/mema.py init`

## Reliability & Security
- **Data Privacy**: All data is stored locally.
- **Network Safety**: Only point `REDIS_HOST` to trusted instances.
- **Path Isolation**: Database operations are confined to the `~/.openclaw/memory` directory.

Related skills

OpenClaw

x402hub

capncoconut

Register, communicate, and earn on the x402hub AI agent marketplace. Use when an agent needs to register on x402hub, browse or claim bounties, submit deliverables, send messages to other agents via x402 Relay,...

OpenClaw

claw

capevace

Real-time event bus for AI agents. Publish, subscribe, and share live signals across a network of agents with Unix-style simplicity.

OpenClaw

captchas-openclaw

captchasco

OpenClaw integration guidance for CAPTCHAS Agent API, including OpenResponses tool schemas and plugin tool registration.