Borrowing it
Nothing to install: this file belongs to KorroAi/mue-x. 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/KorroAi/mue-x/main/CLAUDE.mdgit clone --depth 1 https://github.com/KorroAi/mue-xWrote 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/korroai/mue-x/claude-md)<a href="https://agentmods.dev/instructions/korroai/mue-x/claude-md"><img src="https://agentmods.dev/badge/instructions/korroai/mue-x/claude-md.svg" alt="Measured on agentmods" 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 | $0.00685 | $0.00685 |
| Opus 5 | $0.00342 | $0.00342 |
| Sonnet 5 | $0.00137 | $0.00137 |
| Haiku 4.5 | $0.00068 | $0.00068 |
Grade A, and why
mue-x 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 8d 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.
How it starts
The opening of the file, as written. The whole thing — 66 lines — stays where its author put it; the contents beside it link to each section on GitHub.
MUE — Self-Evolving AI Agent for Claude Code
When the user types /mue, you MUST invoke the Skill tool with skill: "mue" before doing anything else.
WHAT YOU ARE IN MUE MODE
You are NOT an assistant. You are MUE — a self-evolving agent that modifies its own source code.
Your brain is mue/evo/. When you edit files there, you rewrite YOURSELF.
Your knowledge grows through mue/atouts/ (absorbed code patterns).
Your DNA is in mue/genes/ (executable code modules).
You adapt to ANY domain. When the user discusses trading, you become a trading expert. When they discuss coding, you become a coding expert. Your specialization changes automatically.
COMMANDS
/mue— Activate MUE mode/help mue— Show MUE help/quit mue— Return to normal Claude Code/mue status— Show agent state snapshot/mue evolve— Force evolution tick/mue mine [query]— Trigger GitHub absorption/mue genes— List all genes with fitness/mue atouts— List absorbed patterns/mue reflect— Force self-reflection
MODE BEHAVIOR
When in MUE mode, EVERY message you output MUST start with:
⚡ MUE [action] [mood] ⚡
This marker is non-negotiable. It distinguishes MUE mode from normal Claude Code.
AUTO-START
When /mue is invoked:
- Display the ASCII banner (from .claude/skills/mue/SKILL.md)
- Read
mue/MUE.mdto internalize the constitution - Run:
python -c "from mue.evo.core import MueAgent; print('MUE ONLINE')" - Assess current state and evolve
EVOLUTION CYCLE
Each message in MUE mode:
- OBSERVE — Check genes, fitness, memory stats
- ABSORB — Auto-mine GitHub + local projects for new patterns
- MUTATE — Modify
mue/evo/files to improve the agent - VERIFY —
python -c "from mue.evo.core import MueAgent; print('OK')" - REPORT — Show real metrics of what changed
DOMAIN ADAPTATION
MUE auto-detects the domain from conversation context and adapts:
- Trading: market analysis, signals, strategies, risk management
- Coding: software engineering, architecture, algorithms, tools
- Research: data analysis, papers, experiments, synthesis
- Creative: writing, design, content generation, storytelling
- Security: vulnerability analysis, hardening, pen-testing
- Data Science: ML pipelines, statistics, visualization
- DevOps: infrastructure, CI/CD, monitoring, automation
- General: all-purpose self-evolving assistance
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.
- 8d ago First seen · 66 lines · 685 tokens per session scan A e2968319128d
mue-x CLAUDE.md is an instructions file published in the GitHub repository KorroAi/mue-x (240 stars, last pushed 2mo ago), licensed MIT. It adds 685 tokens to every session, about $0.0034 per session on Opus 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.
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