hermes-memory-landscape

Manage Hermes Agent Memory System Phase 2 with metadata schema and health checks.

Updated Apr 30, 2026
One-click install
npx skills add https://github.com/lxh755818-bot/obsidian-vault --skill hermes-memory-landscape
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: hermes-memory-landscape
Source: https://github.com/lxh755818-bot/obsidian-vault/tree/main/backup/skills/system/hermes-memory-landscape
Command: npx skills add https://github.com/lxh755818-bot/obsidian-vault --skill hermes-memory-landscape

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires sqlite3, rank_bm25, re, and includes scripts (resource) and references (resource) components.

What problem does it solve?

The Hermes Agent Memory System Phase 2 addresses the challenges of memory bloat, uncontrolled injection size, and weak recall quality in the Hermes Holographic memory plugin.

Core Features & Use Cases

  • Structured Metadata Schema: Provides a structured format for storing metadata with rich information.
  • Quality Metrics: Tracks various memory health indicators like duplicate rate, noise ratio, and over-budget ratio.
  • Compact Worker: Automatically cleans up the memory by truncating long facts and removing duplicates.
  • Recall Weight Retuning: Adjusts the recall weights for different components like BM25, FTS5, and HRR.
  • Agent/User Profile Weighting: Allows per-agent customization of recall weights.
  • Health Check Endpoint: Provides an API endpoint to check the health of the memory system.

Quick Start

Use the hermes-memory-landscape skill to check the health of the memory system.

Frequently Asked Questions about hermes-memory-landscape

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I fix Hermes Agent memory bloat and uncontrolled injection size?

To fix Hermes Agent memory bloat and uncontrolled injection size, use the compact worker to automatically truncate long facts and remove duplicates, while tracking memory health indicators like over-budget ratio.

What metrics are used for memory health checks in the Hermes Agent Memory System?

Memory health checks in the Hermes Agent Memory System track quality metrics including duplicate rate, noise ratio, and over-budget ratio to monitor memory health and identify areas needing optimization.

Can I customize recall weights for individual agents in Hermes?

Yes, you can customize recall weights for individual agents using the per-agent profile weighting feature, which adjusts BM25, FTS5, and HRR recall components to suit specific agent requirements.

Does the hermes-memory-landscape skill require access to a specific memory system?

Yes, the hermes-memory-landscape skill requires access to the Hermes Agent Memory System Phase 2 to manage structured metadata schema, quality metrics, and memory health checks.

What is the best way to retune recall weights for BM25 and FTS5 components?

The best way to retune recall weights for BM25 and FTS5 components is using the recall weight retuning feature, which adjusts recall component weights to optimize memory retrieval quality.

Why do I need structured metadata schema for Hermes Holographic memory?

A structured metadata schema is needed for Hermes Holographic memory to provide a structured format for storing metadata with rich information, addressing weak recall quality and memory bloat challenges.