Agent skill

Memory Proactive

by mage0535 in mage0535/hermes-memory-installer

Proactive layered recall and generic domain-aware routing. An agent skill from mage0535/hermes-memory-installer.

MITAuto-check passedAgent Workflows

Install Memory Proactive

skills CLI
$ npx skills add mage0535/hermes-memory-installer --skill memory-proactive -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install mage0535/hermes-memory-installer memory-proactive --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/mage0535/hermes-memory-installer.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/memory-proactive .claude/skills/memory-proactive && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
memory-proactive
GitHub stars
209
Token cost
~354 tokens
SKILL.md length
137 words
Files
2 (incl. references)
Skills in repo
3
Repo updated
First seen
Licence
MIT

At a glance

Proactive layered recall and generic domain-aware routing. An agent skill from mage0535/hermes-memory-installer.

  • Agent Workflows work in your project
  • SKILL.md covers Layered Context Injection, Generic Domain Routing and Guidance
  • Calls python3

What it does

Memory Proactive is an agent skill from mage0535/hermes-memory-installer. Proactive layered recall and generic domain-aware routing.

Its SKILL.md is about 350 tokens, which your agent loads only when the skill is triggered. The skill folder holds 2 other files, including reference files (for example `references/context-routing.md`).

It sits in Agent Workflows. It works with Python. The repository describes itself as: 🧠 Production-grade memory sidecar for AI agents — gbrain + Hindsight + 3-tier recall. Agent-agnostic, battle-tested. | 生产级外挂记忆系统,兼容Hermes/Claude/Cursor等任意AI智能体. The licence is MIT.

When your agent uses it

  • Agent Workflows work in your project

Example prompts

  • “/memory-proactive”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 3f6974b. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Shell commands in SKILL.md call:

    • python3

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Memory Proactive loads about 354 tokens when it runs, and up to ~506 if it reads all its reference files. Until then it costs about 19 tokens; SKILL.md has 137 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~19
When it runs · the whole SKILL.md, loaded when a task matches
~354
With references · SKILL.md plus every file in references/, read only if the agent opens them
~506

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); files beside SKILL.md are not scanned.

SKILL.md

The full file from mage0535/hermes-memory-installer at commit 3f6974b, republished under its MIT licence (© mage0535). 137 words, ~354 tokens.

Download SKILL.mdSave it as .claude/skills/memory-proactive/SKILL.md (or your agent's skills folder). This skill also uses 1 other file; get the full folder from GitHub.
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:

bash
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:

bash
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

© mage0535, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 1 other file (references) in skills/memory-proactive of mage0535/hermes-memory-installer.

  • SKILL.md
  • references/context-routing.md

Open the folder on GitHubat commit 3f6974b

Compare with similar skills

Memory Proactive next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Memory Proactive compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Memory Proactive this skillmage0535/hermes-memory-installer209—~354Automated safety check: PassMIT
MemPalace Setup and OperationMemPalace/mempalace59k—~2.2kAutomated safety check: PassMIT
Basic Memory Setup for Taubasicmachines-co/basic-memory4.1k—~3.7kAutomated safety check: PassAGPL-3.0
MCP Server Builderanthropics/skills180k64 repos~2.3kAutomated safety check: PassApache-2.0
MCP Server BuildershareAI-lab/learn-claude-code78k5 repos~1.2kAutomated safety check: PassMIT
Fastmcp Client CLIPrefectHQ/fastmcp28k1 repos~823Automated safety check: PassApache-2.0

Similar skills

  • Installs and configures MemPalace as a private local palace, a shared-brain hub or a client of an existing hub, including MCP registration and version-correct initialization.

    59k GitHub stars~2.2k tokensUpdated today
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  • Basic Memory Setup for Tau

    basicmachines-co/basic-memory

    Walks a user through installing and configuring the Basic Memory extension for Tau: inspect first, ask one decision at a time, choose where memory goes and verify the connection.

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  • MCP Server Builder

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    Official

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    180k GitHub starsUsed in 64 repos~2.3k tokens
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More from mage0535/hermes-memory-installer

  • Memory Starter Kit

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    209 GitHub stars~363 tokensUpdated 1 mo ago
    Auto-check passed
  • Memory Archivist

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Works with

Questions about Memory Proactive

What does Memory Proactive do?

Proactive layered recall and generic domain-aware routing. An agent skill from mage0535/hermes-memory-installer. Memory Proactive is an agent skill from mage0535/hermes-memory-installer. Proactive layered recall and generic domain-aware routing.

When should I use Memory Proactive?

Memory Proactive fits situations like: agent Workflows work in your project.

How do I install Memory Proactive in Claude Code?

Run `npx skills add mage0535/hermes-memory-installer --skill memory-proactive -a claude-code`. Or copy the skill folder (skills/memory-proactive in mage0535/hermes-memory-installer) into .claude/skills/memory-proactive in your project. Claude Code loads it when a task matches its description.

How do I install Memory Proactive in Codex?

Run `npx skills add mage0535/hermes-memory-installer --skill memory-proactive -a codex`. Or copy the skill folder (skills/memory-proactive in mage0535/hermes-memory-installer) into .agents/skills/memory-proactive in your project. Codex loads it when a task matches its description.

Can I use Memory Proactive in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add mage0535/hermes-memory-installer --skill memory-proactive -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/memory-proactive, .gemini/skills/memory-proactive, .github/skills/memory-proactive and .opencode/skills/memory-proactive in your project.

What does Memory Proactive need to run?

Going by SKILL.md and its folder, Memory Proactive needs the command-line tools its instructions call (python3). Our summary lists: Python 3.

Does Memory Proactive access the network?

SKILL.md contains no URLs. Any network use would come from the scripts or tools the agent runs. This is read from the text; nothing was executed.

Is Memory Proactive safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. Review the folder before installing.

What licence does Memory Proactive use?

Memory Proactive is published under the MIT licence (the repository's licence). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Memory Proactive use?

About 354 tokens (SKILL.md is roughly 1.4k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full. Its references folder adds about 152 tokens, read only when the agent opens those files.

What are the alternatives to Memory Proactive?

Skills that share tags, products or a category with Memory Proactive: MemPalace Setup and Operation (MemPalace/mempalace, 59k stars), Basic Memory Setup for Tau (basicmachines-co/basic-memory, 4.1k stars), MCP Server Builder (anthropics/skills, 180k stars) and MCP Server Builder (shareAI-lab/learn-claude-code, 78k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Memory Proactive?

mage0535 (a GitHub user) maintains it in mage0535/hermes-memory-installer, which has 209 GitHub stars. The repository holds 3 skills in this directory. The repository was last updated on August 22, 2026.

Source: mage0535/hermes-memory-installer on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.