中文 PKM 记忆系统

PassAudited by VirusTotal on May 8, 2026.

Overview

Type: OpenClaw Skill Name: chinese-pkm-memory Version: 1.0.0 The skill bundle describes a Personal Knowledge Management (PKM) system designed to interact with local services for memory storage and retrieval. It provides functional command templates using `curl` and a standard Python JSON-parsing one-liner to communicate with APIs and a Qdrant vector database hosted on localhost (ports 8001 and 7334). No evidence of data exfiltration, malicious execution, or harmful prompt injection was found in SKILL.md or _meta.json.

Findings (0)

Artifact-based informational review of SKILL.md, metadata, install specs, static scan signals, and capability signals. ClawScan does not execute the skill or run runtime probes.

What this means

The agent could store or retrieve personal memory content through the local PKM API when the skill is used.

Why it was flagged

The skill documents raw localhost API calls that can add to or retrieve from the memory system. This is expected for the stated PKM purpose, but users should ensure the agent only sends intended content.

Skill content
curl -X POST http://127.0.0.1:8001/ingest ... curl -X POST http://127.0.0.1:8001/retrieve
Recommendation

Use the skill only with a trusted local PKM service, and review sensitive content before asking the agent to remember it.

What this means

The reviewed skill does not show malicious behavior, but your actual privacy and safety depend on the separate local services it contacts.

Why it was flagged

The skill relies on local PKM/Qdrant services, but the package is instruction-only and does not include or install those services. The behavior of those local services is therefore outside the reviewed artifacts.

Skill content
curl -s http://localhost:7334/collections
Recommendation

Confirm what is running on localhost ports 8001 and 7334 before using the skill, and verify those services’ own security and retention settings.

What this means

Incorrect, sensitive, or outdated memories may be retained and later reused by the agent.

Why it was flagged

The skill explicitly supports adding persistent facts, logs, sessions, events, and vector memories. Persistent memory is central to the purpose, but stored content may influence future responses.

Skill content
"添加事实" | 添加持久事实 | L3
Recommendation

Store only information you want retained, and maintain a way to review, correct, and delete memories.

What this means

If this layer is implemented by the local PKM service, memory content could potentially be shared or reused beyond a single private session.

Why it was flagged

The architecture mentions a collective memory and agent network layer, but the artifacts do not define its identity, sharing, or permission boundaries. No concrete inter-agent implementation is included.

Skill content
L6 — NEBULA
  └─ 集体记忆、代理网络
Recommendation

Clarify whether the Nebula/collective-memory layer is active and whether any stored information is shared with other agents or users.