Greeum: Instructions file for Claude Code

CLAUDE.md

Greeum CLAUDE.md is an instructions file for Claude Code from DryRainEnt/Greeum. It costs 3,673 tokens per session, scanned A, original, MIT.

Project-specific instructions for Greeum, a software project with semantic search. Semantic embeddings represent text by meaning so related content can be found even when the wording differs.

In plain words
What is it for?
Guiding Greeum changes involving embeddings, search weighting, installation choices, automatic model selection, and related documentation.
Why use it?
They tell a coding agent which embedding options, settings, and project requirements to follow, including when a fallback is unsafe.

Instructions file for Claude Code

Written for Claude Code: the file is CLAUDE.md. Also seen: mentions CLAUDE.md; mentions Claude Code.

This is DryRainEnt/Greeum's own configuration. It tells Claude Code how to work on Greeum itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything Greeum configures →

Reuse

Borrowing it

Nothing to install: this file belongs to DryRainEnt/Greeum. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/DryRainEnt/Greeum/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/DryRainEnt/Greeum

Made for: Claude Code.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for Greeum CLAUDE.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/dryrainent/greeum/claude-md/github.svg)](https://agentmods.dev/instructions/dryrainent/greeum/claude-md)
Your own site
<a href="https://agentmods.dev/instructions/dryrainent/greeum/claude-md"><img src="https://agentmods.dev/badge/instructions/dryrainent/greeum/claude-md/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for Greeum CLAUDE.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/dryrainent/greeum/claude-md"><img src="https://agentmods.dev/badge/instructions/dryrainent/greeum/claude-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 3,673 This file is loaded in full into every session.
When invoked 3,673 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.03673 $0.03673
Opus 5.5 $0.01469 $0.01469
Sonnet 5.5 $0.00735 $0.00735
Haiku 4.5 $0.00367 $0.00367

Measured 2mo ago against content hash 9f3d699411a5, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

Greeum CLAUDE.md scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 2mo ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

CLAUDE.md · 408 lines

How it starts

The opening of the file, as written. The whole thing — 408 lines — stays where its author put it; the contents beside it link to each section on GitHub.

CLAUDE.md

This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.

⚠️ CRITICAL REQUIREMENTS (v5.4 트랙)

Semantic Embedding Requirement

MANDATORY: The system requires proper semantic embeddings for core functionality. v5.4부터 hash-fallback은 시끄러운 경고와 함께만 동작하며, 두 가지 의미 임베딩 경로를 자동 선택한다:

경로 extra 특징 권장 사용
sentence-transformers greeum[full] torch 기반, 최고 recall@5/10 GPU 있거나 deep recall 필요
model2vec (정적, no-torch) greeum[lite] numpy만, CPU 즉시, 27× 빠름 드롭인 기본·라이트 환경
hash fallback (없음) 사실상 랜덤 — 절대 production 금지 테스트 한정

자동 선택 우선순위 (EmbeddingRegistry._auto_init): SentenceTransformer → Model2Vec → 시끄러운 hash 폴백.

Install:

pip install greeum[full]   # ST + faiss + 풀 의존성 (recall 우선)
pip install greeum[lite]   # model2vec만 (드롭인 가벼움)

환경변수 (v5.4):

  • GREEUM_HYBRID_VEC_WEIGHT / GREEUM_HYBRID_BM25_WEIGHT — 하이브리드 가중치 (기본 0.9/0.1, 2026-06-14 sweep 결과로 0.7/0.3에서 상향). 라이브 DB·MIRACL-Korean 양쪽 데이터에서 0.9/0.1이 0.7/0.3을 strictly dominate. 짧은 텍스트/태그 위주 코퍼스만 BM25 비중을 높이는 게 의미 있음. 가이드는 docs/eval/tuning_guide.md.
  • GREEUM_DISABLE_ST / GREEUM_DISABLE_M2V — 특정 경로 비활성화.
  • GREEUM_SILENT_HASH_FALLBACK=1 — 테스트/CI에서만 hash 배너 억제.
  • GREEUM_INSIGHT_REQUIRE_LLM=1 — InsightJudge LLM 실패 시 엄격 모드(500 반환). 기본은 fail-soft.
  • GREEUM_DB_THREAD_LOCAL=1 — DatabaseManager per-thread 연결 (FastAPI/MCP-HTTP 권장).

Version History:

  • v3.1.0: FAILED — hash embeddings 발견
  • v3.1.1a1: ST 도입
  • v5.0: Hybrid Graph Search + 3단계 파이프라인
  • v5.3.0: Consolidator + Association 검색
  • v5.4 (작업 중): Model2Vec 통합, 하이브리드 가중치 재튜닝, fail-soft, thread-local 옵션

Project Overview

Greeum (pronounced "그리음") is a universal memory module for Large Language Models (LLMs) that provides human-like memory capabilities. It's designed to be LLM-agnostic and supports multiple languages, particularly Korean and English.

Read the full file on GitHub · 408 lines

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 2mo ago First seen · 408 lines · 3,673 tokens per session scan A 9f3d699411a5

Subscribe to this mod's changes

Greeum CLAUDE.md is an instructions file published in the GitHub repository DryRainEnt/Greeum (24 stars, last pushed 19d ago), licensed MIT. It adds 3,673 tokens to every session, about $0.0147 per session on Opus 5.5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.

Related

Other instructions, from other repositories

vscode buildNext.instructions.md

Working notes and architecture documentation for the new esbuild-based build system in build/next. Use when making changes to the new build pipeline (transpile/bundle commands, NLS plugin, source-map handling, resource copying, or self-hosting watch tasks).

microsoft/vscode · 9,715 tokens

next.js AGENTS.md

AGENTS.md instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.

vercel/next.js · 7,461 tokens

vscode oss-third-party-notices.instructions.md

Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).

microsoft/vscode · 5,262 tokens

langchain AGENTS.md

AGENTS.md instructions for langchain-ai/langchain, covering global development guidelines for the langchain monorepo, corridor security analysis, project architecture and context, monorepo structure and development tools & commands.

langchain-ai/langchain · 4,680 tokens

vscode copilot-instructions.md

Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).

microsoft/vscode · 2,750 tokens

deno copilot-instructions.md

Copilot instructions for denoland/deno, covering deno development guide for github copilot, network access, high level overview, key directories and key files to understand first.

denoland/deno · 3,077 tokens