Ollama Memory
PassAudited by ClawScan on May 10, 2026.
Overview
This is a coherent local memory skill, but it stores and reuses persistent user/agent context and references helper scripts that were not included for review.
This skill appears benign and purpose-aligned for local memory. Before using it, inspect any referenced local Python scripts, avoid storing passwords or secrets, and periodically review USER.md, MEMORY.md, SOUL.md, and daily memory files because they can influence future assistant behavior.
Findings (4)
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.
Information saved in these files may influence later assistant behavior and may include sensitive personal preferences or context.
The skill intentionally reuses persistent local files containing user information, assistant persona, and prior session memory across future sessions.
每次新会话开始时： 1. 读取 `SOUL.md` — AI 人格 2. 读取 `USER.md` — 用户信息 3. 读取 `memory/YYYY-MM-DD.md` (今天 + 昨天) 4. **主会话**：读取 `MEMORY.md`
Review and edit the memory files regularly, avoid saving secrets, and only enable this skill if you want persistent local memory.
Incorrect or unwanted stored memories could persist and affect future assistant responses.
The skill directs updates to persistent memory and persona/user files. This is purpose-aligned, but these files can shape future context if inaccurate or poisoned.
### 更新规则 ### 必须更新的文件 1. **memory/YYYY-MM-DD.md** - 每次会话 2. **MEMORY.md** - 新教训/重要信息 3. **SOUL.md** - 人格变化 4. **USER.md** - 用户偏好变化
Require explicit user confirmation for durable memory updates, especially changes to USER.md, MEMORY.md, SOUL.md, or behavior-guiding files.
The security of the actual memory operations depends on local scripts that were not included in this review.
The skill references local Python helper scripts for init/add/search, but the provided artifact set contains only SKILL.md and no script contents for review.
python3 ~/.openclaw/workspace/scripts/memory-system/context-memory.py init
Inspect the referenced Python scripts before running them, and ensure they only read/write the intended local memory database and files.
Installation and model download trust depends on the package manager and Ollama model source.
The setup requires installing Ollama and downloading an embedding model. This is expected for the stated local embedding purpose, but it depends on external package/model sources.
brew install ollama # 启动服务 ollama serve # 下载 embedding 模型 ollama pull nomic-embed-text
Install Ollama from trusted sources and verify the model name/source before use.