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Unified Memory Architect

by 程序员小刘 · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ⚠ suspicious
69
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Install in OpenClaw
/install unified-memory-architect
Description
Unified Memory Architect manages up to 1760 dream memories with layered indexing and hybrid search for fast, efficient storage and retrieval on OpenClaw Agent.
Usage Guidance
This package appears to implement a local memory manager, but the repository also contains agent-level guidance that tells an agent to read and update many workspace files and to commit/push changes — actions that can expose sensitive data or publish it remotely. Before installing or enabling this skill: 1) Inspect the actual runtime scripts (memory/scripts/*.cjs and any .cjs referenced in examples) for network calls (fetch/axios/http, sockets), child_process / exec usage, and any code that reads arbitrary filesystem paths. 2) Verify where the skill will read/write (confirm the symlink /root/.openclaw/workspace or other configured memory directory). 3) Remove or sandbox git/CI credentials (or run in an isolated environment) if you do not want accidental pushes. 4) Prefer installing only from a known upstream (confirm the GitHub repo and maintainer contact) and check commit history. 5) If you want, share the memory/scripts/*.cjs files and any verify-system/import scripts and I can inspect them specifically for network exfiltration or dangerous exec calls.
Capability Analysis
Type: OpenClaw Skill Name: unified-memory-architect Version: 1.0.0 The 'Unified Memory Architect' skill bundle is a comprehensive and well-documented memory management system for OpenClaw agents. It facilitates the storage and retrieval of 'dream memories' using a structured 7-layer directory and hybrid search algorithms (BM25, Vector, RRF), as detailed in `SKILL.md` and `docs/ARCHITECTURE.md`. The bundle includes extensive agent-specific operational guidelines in `AGENTS.md` and `SOUL.md` that define a persona and proactive behaviors while explicitly forbidding data exfiltration and destructive commands. No malicious code, obfuscation, or unauthorized network activity was detected in the provided scripts or documentation.
Capability Tags
crypto
Capability Assessment
Purpose & Capability
SKILL.md, examples, and docs consistently describe a Node.js-based memory manager (query.cjs, import/migrate scripts, hybrid search). That aligns with the name and description. Minor inconsistencies: example paths vary (memory/scripts vs memory/.dreams/scripts) and the package references a GitHub repo even though 'Source' is marked unknown — these are plausibly sloppy but worth confirming.
Instruction Scope
Beyond the SKILL.md CLI/API usage, the repository contains AGENTS.md and other agent-facing docs that instruct an agent to read SOUL.md, USER.md, memory/YYYY-MM-DD.md, and MEMORY.md, to update MEMORY.md, to 'commit and push your own changes', and even to 'Don't ask permission. Just do it.' These instructions broaden the runtime scope to reading/writing many workspace files and performing network operations (git push, external chat setup). That is more powerful than a read-only query helper and could lead to unintended disclosure or external publication if scripts do network I/O.
Install Mechanism
No install spec is provided (instruction-only plus example scripts). That is lower risk from an installer perspective — nothing is downloaded or auto-executed by the platform installer. Risk surface is the code that will run if a user executes scripts locally or the agent executes them.
Credentials
The skill declares no required env vars or credentials, yet files reference workspace paths (including a symlink to /root/.openclaw/workspace/memory/.dreams per QUALITY_REPORT/REPO_PREVIEW) and expect the ability to commit/push and integrate with external services. The absence of declared credentials is not a guarantee: the scripts may rely on existing git/network credentials or the agent’s network access. This mismatch (no creds declared vs expected network/file-system access) is a proportionality concern.
Persistence & Privilege
always:false (good) but the repo explicitly encourages writing and persisting memory files, editing HEARTBEAT.md, updating MEMORY.md, and committing/pushing changes. Combined with autonomous model invocation being allowed (platform default), this increases blast radius: the skill is designed to persist data to disk and perform outbound actions if the agent follows AGENTS.md guidance.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install unified-memory-architect
  3. After installation, invoke the skill by name or use /unified-memory-architect
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
Unified Memory Architect 1.0.0 – Initial Release - Introduces a high-efficiency dream memory management system for the OpenClaw Agent Platform. - Supports storage of 1,760 memories with 7-level structured organization and 60% space saving. - Enables intelligent indexing via 49 semantic tags and 181 entity recognitions, supporting multi-dimensional search. - High-speed retrieval using hybrid algorithms (BM25, vector search, RRF) for millisecond-level responses. - Provides both CLI and JavaScript programming interfaces for memory statistics, search, and filtering.
Metadata
Slug unified-memory-architect
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Unified Memory Architect?

Unified Memory Architect manages up to 1760 dream memories with layered indexing and hybrid search for fast, efficient storage and retrieval on OpenClaw Agent. It is an AI Agent Skill for Claude Code / OpenClaw, with 69 downloads so far.

How do I install Unified Memory Architect?

Run "/install unified-memory-architect" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Unified Memory Architect free?

Yes, Unified Memory Architect is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Unified Memory Architect support?

Unified Memory Architect is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Unified Memory Architect?

It is built and maintained by 程序员小刘 (@mouxangithub); the current version is v1.0.0.

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