360 Secure SkillHub
360 安全技能中心

Memory Consolidate

读取 OpenClaw agent 的会话日志,抽取事实、决策与解决方案,按温度衰减生命周期管理记忆,去重聚类后生成注入每次会话的 MEMORY_SNAPSHOT.md,并提供健康检查与定时整理脚本。

blusehuang1121
blusehuang1121
热度 58.52
最近更新 2026-05-18 12:21:02
分类:知识依赖:代码执行 / 读写文件 / 第三方 API / 内部调用大模型应用场景:笔记整理 / 摘要总结 / 工作流 / 自动化脚本

安装技能

复制下面的话术发给你的 Agent,它会通过 secure-skills 检索并安装该技能。

执行命令安装此 skill: npx secure-skills-cli add memory-consolidate
Metadata
name
memory-consolidate
version
1.0.0
description
Persistent memory system for OpenClaw agents: reads session logs, extracts facts/decisions/solutions, manages temperature-based lifecycle, and generates MEMORY_SNAPSHOT.md injected into every session. ALWAYS use this skill when the user mentions: memory consolidation, 记忆整理, agent memory, MEMORY_SNAPSHOT, memory health, SNR, signal noise ratio, semantic pipeline, memory cron, session log extraction, facts not being saved, memory stale or missing, 内存优化, optimize agent memory, install memory, memory not working, memory consolidate 报错, cron 怎么配 (when related to memory), 每天自动整理记忆, or any question about why the agent forgets things between sessions. Also activate when user says memory is stale, missing, or broken.

memory-consolidate

Scripts live in the directory containing this SKILL.md. No copying needed. OPENCLAW_WORKSPACE (default: ~/.openclaw/workspace) tells scripts where to read/write.

Install

Create required directories:

mkdir -p $OPENCLAW_WORKSPACE/memory/structured/{archive,candidates,semantic}

Patch OpenClaw config to inject snapshot into agent sessions:

gateway config.patch path="hooks.internal" raw='{"enabled":true,"entries":{"bootstrap-extra-files":{"enabled":true,"paths":["MEMORY_SNAPSHOT.md"]}}}'

Add daily cron (read timezone from USER.md, default UTC):

cron add job={
  "name": "Memory Consolidation (daily)",
  "schedule": {"kind": "cron", "expr": "0 3 * * *", "tz": "<tz_from_USER.md>"},
  "payload": {
    "kind": "agentTurn",
    "message": "bash $OPENCLAW_WORKSPACE/scripts/memory_consolidate_report.sh",
    "thinking": "off",
    "timeoutSeconds": 300
  },
  "sessionTarget": "isolated",
  "delivery": {"mode": "announce"}
}

Run initial consolidation and verify:

bash $OPENCLAW_WORKSPACE/scripts/memory_consolidate_report.sh

Semantic Pipeline (LLM-powered)

memory_consolidate_report.sh runs the full pipeline including a semantic consolidation step powered by claude-haiku-4-5-20251001 via the tui provider. This is auto-configured from openclaw.json — no manual API key setup needed. The LLM step clusters related memories, deduplicates, and improves signal quality in MEMORY_SNAPSHOT.md.

Identity

Auto-detected from IDENTITY.md (assistant name) and USER.md (owner name, timezone, language). No config needed if these files exist with - **Key:** Value format.

Config

Edit config.yaml in the directory containing this SKILL.md:

  • ingest.agent_ids — which agents to scan (default: "main", or ["main", "worker"])
  • ingest.session_hours — lookback window (default: 24)
  • tag_rules — project keyword → tag mapping
  • temperature.age_lambda — decay speed (default: 0.07)

Health check

python3 $OPENCLAW_WORKSPACE/scripts/memory_consolidate_observe.py

🟢 healthy / 🟡 watch / 🔴 needs tuning

Troubleshooting

Symptom Fix
Snapshot shows "Assistant"/"User" Ensure IDENTITY.md/USER.md have **Name:** format
LLM semantic step fails Check tui provider config in openclaw.json has baseUrl and apiKey
Semantic pipeline degraded Run memory_candidate_extract.py, check import errors
SNR too low Increase temperature.age_lambda in config.yaml
No cold items after 2 weeks Increase age_lambda (0.07 default should work)
Memory not updating Verify OPENCLAW_WORKSPACE env var is set and cron job is active