Agent Skills
› mage0535/hermes-memory-installer
› memory-proactive
memory-proactive
GitHub提供主动式分层记忆召回与通用领域路由功能。通过tiered_context_injector.py结合会话、治理及知识笔记等多路径注入上下文，并利用domain_memory.py按项目、股票等通用领域隔离记忆，防止主题干扰，支持灵活参数配置。
Trigger Scenarios
需要主动检索相关上下文以增强对话连贯性时
用户希望按特定领域（如项目、股票）分类或查询记忆时
系统需在交互前整合多层记忆信息时
Install
npx skills add mage0535/hermes-memory-installer --skill memory-proactive -g -y
SKILL.md
Frontmatter
{
"name": "memory-proactive",
"description": "Proactive layered recall and generic domain-aware routing."
}
Memory Proactive
This skill describes the current proactive recall surfaces that remain useful in the local repository.
Layered Context Injection
Primary engine: tiered_context_injector.py
It combines multiple recall paths before the next interaction:
- recent session recall from shared SQLite state
- governance-backed object and hub recall
- knowledge note recall
- optional live Hindsight recall when the query profile needs it
Example:
python3 scripts/tiered_context_injector.py --query "user preferences"
Useful knobs:
--min-score 0.3--max-results 10--recall "project status" "system config"--domains project,stock
Generic Domain Routing
Helper: domain_memory.py
This is a lightweight legacy helper for splitting local memory into generic domains so one topic does not crowd out everything else.
Example domains:
projectstocksystemmarketingrelationshipgeneral
Example:
python3 scripts/domain_memory.py check project "Milestone planning note"
python3 scripts/domain_memory.py status
Guidance
- use generic domains, not user- or project-specific hardcoded labels
- keep recall queries portable across agent runtimes
- treat this skill as an optional helper layer, not a required production contract
Version History
- cf22e8b Current 2026-07-05 14:36
