LaunchKit · 2026
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maasv-memory

Structured long-term memory for OpenClaw agents, powered by [maasv](https://github.com/ascottbell/maasv).

0
394 downloads
by @ascottbell

Setup & Installation

openclaw skills install @ascottbell/maasv-memory

Or with the ClawHub CLI, for registry-managed skill folders outside a full OpenClaw workspace:

npx clawhub install maasv-memory

Version History

v0.1.3Feb 20, 2026 - Version note by skill developer:

Clarify self-hosted architecture: no maasv cloud, user owns all data, only external calls are to user's own LLM provider

What This Skill Does

A self-hosted memory backend for OpenClaw agents that uses three retrieval signals: semantic similarity, keyword matching, and a knowledge graph. Includes entity extraction, temporal versioning, and experiential learning. All data lives in a SQLite file on your local machine; nothing is sent to any maasv service.

Combines semantic, keyword, and graph-based retrieval in a single self-hosted system, so agents get richer memory recall without sending conversation data to a third-party service.

When to use it

  • Recalling project decisions made in past agent sessions
  • Tracking entities and relationships across long-running workflows
  • Running agent memory with no cloud data storage
  • Searching past reasoning and outcomes when facing similar problems
  • Persisting conversation context between separate agent invocations

Example Workflow

Here's how your AI assistant might use this skill in practice.

INPUT

User asks: 'Remember that we decided to use PostgreSQL for this project because of the JSON query requirements'

AGENT
  1. 1Calls memory_store with the decision summary
  2. 2maasv server runs entity extraction, identifying 'PostgreSQL' and 'JSON query requirements' as entities
  3. 3Entities and relationships are written to the local SQLite database
  4. 4In a later session, autoRecall queries the memory store
  5. 5Injects the relevant context into the agent before it responds
OUTPUT

Memory stored locally and surfaced automatically in future sessions when the topic is relevant

Requirements

Accounts, API keys, or tools you or your AI assistant may need to set up while using this skill.

Anthropic API key or OpenAI API key for entity extraction (MAASV_LLM_PROVIDER + MAASV_ANTHROPIC_API_KEY or MAASV_OPENAI_API_KEY)Voyage API key, OpenAI API key, or Ollama running locally for embeddings (MAASV_EMBED_PROVIDER + MAASV_VOYAGE_API_KEY if using Voyage)