memory-proactive

GitHub

提供基于本地仓库的主动式分层上下文注入与通用领域路由功能,支持多路径记忆召回及跨领域内容隔离,作为可选辅助层增强Agent交互体验。

skills/memory-proactive/SKILL.md mage0535/hermes-memory-installer

Trigger Scenarios

需要主动注入历史会话或知识库上下文时 需按领域分类管理或检索记忆数据时

Install

npx skills add mage0535/hermes-memory-installer --skill memory-proactive -g -y
More Options

Use without installing

npx skills use mage0535/hermes-memory-installer@memory-proactive

指定 Agent (Claude Code)

npx skills add mage0535/hermes-memory-installer --skill memory-proactive -a claude-code -g -y

安装 repo 全部 skill

npx skills add mage0535/hermes-memory-installer --all -g -y

预览 repo 内 skill

npx skills add mage0535/hermes-memory-installer --list

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:

  • project
  • stock
  • system
  • marketing
  • relationship
  • general

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

Same Skill Collection

skills/memory-starter-kit/SKILL.md
skills/memory-archivist/SKILL.md

Metadata

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Version
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Hash
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Indexed
2026-07-05 14:36

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