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memory-pro（内存专业版）

Agent Skill

memory-pro 用于查找、检索和筛选相关信息，适合在 OpenClaw 中需要根据关键词、任务场景或来源线索快速定位候选结果时使用。可结合来源仓库、安装命令和原始 README 继续核验具体用法。安装前建议确认权限范围、维护状态，以及是否会触发联网、命令执行或文件读写。

总安装

22,008

周安装

917

GitHub Stars

公开资料未说明

下载量

7,336
OpenClaw

安装说明

本站只整理中文说明和来源信息，不托管安装包，也不代用户安装。

GitHub

来源数

2

许可证

MIT-0

最后核验

2026-05-01

来源状态

来源可访问

安装方式

通过对话安装

复制提示词发给支持本地命令或 Skills 的 AI 助手，先确认命令和权限，再让它执行。

请帮我安装这个 Agent Skill：memory-pro（内存专业版）
来源仓库：https://github.com/royhk920/memory-pro
安装命令：
openclaw skills install memory-pro
安装前请先检查当前环境是否支持对应 CLI，并向我确认将要执行的命令、安装目录、联网范围和文件读写权限；确认后再执行。

命令行安装

复制命令到本机终端执行。该命令会通过 OpenClaw 从第三方来源获取 Skill；本站只展示命令，不托管安装包，也不自动执行。

ClawHubOpenClaw
openclaw skills install memory-pro

简介

memory-pro 利用本地矢量数据库实现语义搜索，优化记忆查询效率。

  • 适用于 OpenClaw 中需要高精度语义匹配的记忆管理系统。
  • 通过 clawhub 安装后，支持相似度阈值控制与结果排序。
  • 安装命令：openclaw skills install memory-pro；需准备初始记忆向量数据。
  • 建议验证嵌入模型选择与更新策略的一致性。

SKILL.md

name
memory-pro
description
This skill provides semantic search over your memory files using a local vector database.
version
2.5.0
metadata
openclaw
requires
bins
env
config
primaryEnv
HOME
envVars
name
HOME
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_API_URL
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_BM25_PATH
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_BM25_WEIGHT
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_CANDIDATE_POOL
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_CORE_FILES
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_DAILY_SCOPE
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_DATA_DIR
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_DUAL_HIT_BONUS
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_ENABLE_MMR
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_HARD_MIN_SCORE
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_INDEX_PATH
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_LENGTH_NORM_ALPHA
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_LENGTH_NORM_ANCHOR
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_META_PATH
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_MMR_LAMBDA
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_MMR_SIM_THRESHOLD
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_MODE
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_PORT
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_RECENCY_HALF_LIFE_DAYS
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_RECENCY_WEIGHT
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_RERANK_API_KEY
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_RERANK_BLEND
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_RERANK_ENDPOINT
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_RERANK_MODEL
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_RERANK_PROVIDER
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_RERANK_SAMPLE_PCT
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_RERANK_TIMEOUT_MS
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_RERANK_TOPN
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_SCOPE_STRICT
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_SENTENCES_PATH
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_TIMEOUT
required
true
description
Credential used by memory-pro.
name
MEMORY_PRO_VECTOR_WEIGHT
required
true
description
Credential used by memory-pro.
name
OPENCLAW_HOME
required
true
description
Credential used by memory-pro.
name
OPENCLAW_NETWORK_DRIVE
required
false
description
Optional network drive/docs root.
name
OPENCLAW_WORKSPACE
required
true
description
Credential used by memory-pro.

Memory Pro (v2)

This skill provides semantic search over your memory files using a local vector database.

Architecture (v2)

  • Service: Runs as a systemd user service (memory-pro.service).
  • Port: 8001 (hardcoded for stability).
  • Engine: FAISS + Sentence-Transformers (all-MiniLM-L6-v2).
  • Data Source:

- Daily logs: ${OPENCLAW_WORKSPACE}/memory/*.md - Core files: MEMORY.md, SOUL.md, STATUS.md, AGENTS.md, USER.md (from workspace root).

  • Index: Stored in ${OPENCLAW_WORKSPACE}/skills/memory-pro/v2/memory.index.

Usage

1. Semantic Search (Recommended)

Use the python script to query the running service.

# Basic search
python3 scripts/search_semantic.py "What did I do yesterday?"

# JSON output
python3 scripts/search_semantic.py "project updates" --json

2. Manual Index Rebuild

The service automatically rebuilds the index on restart. To force an update:

systemctl --user restart memory-pro.service

*Note: Service restart takes ~15-20 seconds to rebuild index and load models. The client script has auto-retry logic.*

3. Service Management

# Check status
systemctl --user status memory-pro.service

# Stop service
systemctl --user stop memory-pro.service

# View logs
journalctl --user -u memory-pro.service -f

Troubleshooting

"Connection failed"

  • The service might be stopped or restarting.
  • Check status: systemctl --user status memory-pro.service.
  • If restarting, wait 15 seconds. The client script retries automatically for up to 20s.

"Index size mismatch"

  • This means memory.index and sentences.txt are out of sync.
  • Fix: Restart the service. The startup script start.sh automatically runs build_index.py to fix this consistency issue before starting the API.

"Address already in use"

  • Port 8001 is taken by a zombie process.
  • Fix: kill $(lsof -t -i:8001) then restart service.

适合场景

01

OpenClaw 用户查找和安装 Skill 时

02

用户想查找某类 Agent Skill 时

03

需要根据任务场景推荐可安装能力包时

04

需要对比不同来源的安装命令和来源信息时

能力概览

能力 1

按任务关键词查找相关 Skills

能力 2

展示可复制的安装命令

能力 3

保留来源站点、仓库和原始说明，方便继续核验

能力 4

补充不同宿主或平台的使用分布数据

能力 5

展示第三方安全扫描或审计结果

安装后应在对应宿主中按原始 README 的触发条件使用；具体调用方式请以来源页面和 README 为准。

平台分布

OpenClaw

71.86%
按下载量换算5,272

安全审计

VirusTotal

通过

ClawScan

可疑

Static analysis

通过

权限和风险

需要联网

该 Skill 可能需要联网访问来源站点、仓库或外部 API；具体网络访问范围需要结合源码和 README 复核。

安装前确认

本站仅展示第三方公开信息，不托管安装包，不提供自动安装或运行环境。安装前应自行审查源码、依赖和命令行为。来源安全扫描存在 warning/failed 结果，不能写成本站确认安全。当前只有一个来源，正式发布前建议补源仓库或其他目录站核验。

来源信息

GitHub 仓库

github.com

/royhk920/memory-pro

SKILL.md 来源

clawhub.ai

/royhk920/memory-pro

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