Borrowing it
Nothing to install: this file belongs to jungjaehoon-lifegamez/MAMA. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/jungjaehoon-lifegamez/MAMA/main/AGENTS.mdgit clone --depth 1 https://github.com/jungjaehoon-lifegamez/MAMAWrote 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.
[](https://agentmods.dev/instructions/jungjaehoon-lifegamez/mama/agents-md)<a href="https://agentmods.dev/instructions/jungjaehoon-lifegamez/mama/agents-md"><img src="https://agentmods.dev/badge/instructions/jungjaehoon-lifegamez/mama/agents-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.
<a href="https://agentmods.dev/instructions/jungjaehoon-lifegamez/mama/agents-md"><img src="https://agentmods.dev/badge/instructions/jungjaehoon-lifegamez/mama/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.04424 | $0.04424 |
| Opus 5 | $0.02212 | $0.02212 |
| Sonnet 5 | $0.00885 | $0.00885 |
| Haiku 4.5 | $0.00442 | $0.00442 |
Grade B, and why
MAMA AGENTS.md scanned grade B with 1 finding 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 4d 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.
Unrestricted tool accessmediumExcessive agency
A wildcard tool grant or "run any command" leaves no least-privilege boundary at all.
# Attackers can read/write ANY file, execute ANY command, steal keys How it starts
The opening of the file, as written. The whole thing — 432 lines — stays where its author put it; the contents beside it link to each section on GitHub.
MAMA PROJECT KNOWLEDGE BASE
Intent first — 최상위 목적과 완료 판정
작업 시작/리쥼 전에 루트 INTENT.md를 읽고 기존 계획을 그 목적과 사용자 시나리오에 연결한다. 목적·성공 기준을 기술 작업이나 테스트 통과로 축소하지 않는다. 각 작업 완료 후 개발 목적 점검을 수행하고 점검 기록에 결과·근거·남은 실패를 남긴다. 하위 작업 완료와 최상위 목표 완료를 구분한다. 같은 버전의 공통 문서를 불필요하게 재독하지 않는다.
Generated: 2026-02-08 16:13:50
Commit: 254557e
Branch: refactor/mcp-server-core-dedup
OVERVIEW
MAMA (Memory-Augmented MCP Assistant) — Contract-first memory system for Claude. Tracks WHY you decided, not just WHAT you chose. Prevents vibe coding breakage across sessions. Monorepo with 5 packages: MCP server (npm), Claude Code plugin (marketplace), MAMA OS standalone agent (npm), shared core (npm), MemoryBench (internal).
Stack: JavaScript (MCP/plugin/legacy core), TypeScript (standalone + newer core surfaces), pnpm workspaces, Vitest, SQLite + pure-TS cosine similarity, Transformers.js (local embeddings), GitHub Actions
STRUCTURE
MAMA/
├── packages/
│ ├── mama-core/ # Shared foundation (embeddings, db, memory API, context compile)
│ ├── mcp-server/ # MCP server for Claude Desktop/Code (4 tools: save/search/update/checkpoint)
│ ├── claude-code-plugin/ # Claude Code plugin (commands + hooks + local mama-core copies)
│ ├── standalone/ # MAMA OS agent (Discord/Slack/Telegram, multi-agent swarm, CLI, web UI)
│ └── memorybench/ # Memory retrieval benchmarking framework (bun, internal)
├── docs/ # User-facing documentation (Diátaxis framework)
├── .mama/ # Project identity (SOUL.md, IDENTITY.md, config.json)
├── .sisyphus/ # Internal planning artifacts (drafts/, plans/)
├── .docs/ # Development docs (PRDs, tech specs, epics, stories)
├── .claude-plugin/ # Local dev marketplace config
├── scripts/ # Build utilities (verify-install.js, sync-check.js)
├── .husky/ # Git hooks (pre-commit: lint-staged + gitleaks + typecheck + tests)
└── CLAUDE.md # Claude Code guidance (CRITICAL: read this before editing)
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.
- 4d ago Changed · +8 lines · +151 tokens per session a3e0ae7e355a
- 12d ago First seen · 424 lines · 4,273 tokens per session scan B 679f867aa2b8
MAMA AGENTS.md is an instructions file published in the GitHub repository jungjaehoon-lifegamez/MAMA (13 stars, last pushed yesterday), licensed MIT. It adds 4,424 tokens to every session, about $0.0221 per session on Opus 5. A static security scan graded it B with 1 finding (unrestricted tool access). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
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