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Structured Vector Memory (SVM)
by
kylin19860916
· GitHub ↗
· v3.1.0
· MIT-0
287
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Install in OpenClaw
/install structured-vector-memory
Description
Structured Vector Memory (SVM) / 三层高效记忆存储法。整合 LanceDB Pro 向量引擎 + 三层结构化管理，涵盖：每日记忆整理（Micro Sync + Daily Wrapup）、记忆蒸馏压缩（Weekly Compound）、去重检测、scope 隔离、archive 机...
Usage Guidance
This skill appears to implement a coherent on-device memory management workflow, but there are notable mismatches you should address before installing: (1) SKILL.md requires 'memory-lancedb-pro' and a Jina API Key for embeddings/rerank, but the registry metadata does not declare any required env vars or credentials — ask the author to declare these explicitly. (2) The installation copies scripts into ~/.openclaw/shared and adds cron jobs that will run automatically and append tasks to HEARTBEAT.md; review those cron entries and the scripts to ensure you're comfortable with scheduled writes to your home workspace. (3) The workflow reads/writes files like AGENTS.md, SOUL.md, USER.md, IDENTITY.md and MEMORY.md which may contain sensitive information; inspect those files and remove or redact sensitive data before enabling automated processes. (4) If you proceed, test in an isolated environment or non-production account, verify how the plugin handles the Jina API Key (where it is stored and whether it's transmitted externally), and request that the skill author update the registry metadata to list required env vars/configs. If you want, ask me to produce a short checklist or a sanitized-install plan (commands to run manually) to reduce risk.
Capability Analysis
Type: OpenClaw Skill
Name: structured-vector-memory
Version: 3.1.0
The skill bundle implements a structured memory management system (SVM) using LanceDB and a three-tier storage architecture. It utilizes shell scripts (daily-wrapup.sh, micro-sync.sh, weekly-compound.sh) and crontab to automate periodic memory summarization and distillation by appending instructions to a local HEARTBEAT.md file. All operations are confined to the standard OpenClaw workspace, and the logic is transparently documented and consistent with the stated goal of enhancing agent long-term memory without any signs of data exfiltration or malicious intent.
Capability Assessment
Purpose & Capability
The name/description (Structured Vector Memory using LanceDB Pro) align with the provided scripts and instructions for automated memory capture, deduplication, distillation, and archiving. However, SKILL.md lists preconditions (memory-lancedb-pro plugin and a Jina API Key) that are not declared in the registry metadata (no required env vars or primary credential), which is an incoherence.
Instruction Scope
Runtime instructions and included shell scripts read and write multiple files under ~/.openclaw/workspace (MEMORY.md, AGENTS.md, SOUL.md, USER.md, HEARTBEAT.md, archives), append tasks to HEARTBEAT.md, and rely on agent commands like sessions_list/sessions_history/memory_recall/memory_store. These operations are within the stated purpose but involve accessing potentially sensitive identity/agent files and creating cron-driven automation. The scripts append tasks but do not themselves perform the 'recall' or 'store' actions — they assume other agent components will act on HEARTBEAT, which increases implicit privileges and attack surface.
Install Mechanism
There is no network install spec; this is instruction-only with three small shell scripts included. Installation consists of copying scripts into ~/.openclaw/shared and adding crontab entries. No downloads or archive extraction are used.
Credentials
SKILL.md explicitly requires 'memory-lancedb-pro' and a 'Jina API Key' (embedding + rerank), but the registry lists no required env vars or primary credential. The skill also instructs modifying openclaw.json to enable a plugin. The missing declaration of required credentials and plugin configuration is a proportionality/information mismatch and should be fixed before trusting the skill.
Persistence & Privilege
The skill requests persistent scheduled execution via crontab (micro-sync 5×/day, daily wrapup, weekly compound) and writes files under the user's ~/.openclaw workspace. 'always' is false and autonomous invocation is allowed (platform default). Cron-based persistence is expected for this functionality but increases the blast radius (scheduled automated actions that run without interactive confirmation).
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install structured-vector-memory - After installation, invoke the skill by name or use
/structured-vector-memory - Provide required inputs per the skill's parameter spec and get structured output
Version History
v3.1.0
v3.1: Merged structured-memory (5-layer) into SVM. Entity/relationship management via entity category.
v3.0.0
v3.0: Merged daily-memory + memory-distill into SVM. One skill to rule all memory management.
v2.0.1
Renamed: 三层高效记忆存储法 / Structured Vector Memory (SVM). LanceDB Pro + three-layer structured management.
Metadata
Frequently Asked Questions
What is Structured Vector Memory (SVM)?
Structured Vector Memory (SVM) / 三层高效记忆存储法。整合 LanceDB Pro 向量引擎 + 三层结构化管理，涵盖：每日记忆整理（Micro Sync + Daily Wrapup）、记忆蒸馏压缩（Weekly Compound）、去重检测、scope 隔离、archive 机... It is an AI Agent Skill for Claude Code / OpenClaw, with 287 downloads so far.
How do I install Structured Vector Memory (SVM)?
Run "/install structured-vector-memory" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Structured Vector Memory (SVM) free?
Yes, Structured Vector Memory (SVM) is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Structured Vector Memory (SVM) support?
Structured Vector Memory (SVM) is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Structured Vector Memory (SVM)?
It is built and maintained by kylin19860916 (@kylin19860916); the current version is v3.1.0.
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