Borrowing it
Nothing to install: this file belongs to giantswarm/muster. 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/giantswarm/muster/main/AGENTS.mdgit clone --depth 1 https://github.com/giantswarm/musterWrote 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/giantswarm/muster/agents-md)<a href="https://agentmods.dev/instructions/giantswarm/muster/agents-md"><img src="https://agentmods.dev/badge/instructions/giantswarm/muster/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/giantswarm/muster/agents-md"><img src="https://agentmods.dev/badge/instructions/giantswarm/muster/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 | $0.01115 | $0.01115 |
| Opus 5.5 | $0.00446 | $0.00446 |
| Sonnet 5.5 | $0.00223 | $0.00223 |
| Haiku 4.5 | $0.00112 | $0.00112 |
Grade A, and why
muster AGENTS.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 10d 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 — 91 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
This file provides guidance to coding agents working with code in this repository.
What is Muster
Muster is a universal control plane and meta-MCP (Model Context Protocol) server aggregator for platform engineers and AI agents. It manages multiple backend MCP servers, provides intelligent tool discovery/filtering, includes a mcp-native workflow engine, and exposes its own functionality through mcp tools as well.
Build & Development Commands
# Build
go build -o ./muster . # Build the worktree-local binary (gitignored); rebuild after every code change
./muster ... # Run it from the worktree; do not `go install` (overwrites the shared ~/.go/bin/muster)
# Testing
make test # Unit tests with race detector
./muster test --scenario <name> --verbose # Run a single BDD scenario
./muster test --scenario <name> --verbose --debug # With debug output
./muster test --parallel 50 --base-port 20000 # Run all scenarios (never 30000-32767: kind NodePorts)
# Code quality (run before every commit)
goimports -w . && go fmt ./... # Format code
make lint # golangci-lint with gosec and goconst
make vet # go vet
# Helm
make helm-lint # Lint Helm chart
Architecture
Service Locator Pattern (mandatory)
All inter-package communication goes through internal/api. This is the most critical architectural rule:
internal/apidefines handler interfaces inhandlers.goand depends on no other internal package- Each service package creates an
api_adapter.goimplementing the handler interface - Adapters register themselves via
api.RegisterXxx()functions - Consumers retrieve handlers via
api.GetXxx()— never import service packages directly - Anti-pattern: Never import
workflowormcpserverpackages directly
Key Packages
cmd/— CLI commands (serve, agent, auth, test, create, get, list)internal/api/— Central service locator with handler interfaces and type definitionsinternal/app/— Application bootstrap, lifecycle, config loading, service registrationinternal/aggregator/— MCP server aggregation, registry, transports (SSE, stdio, streamable-http)internal/agent/— MCP client, interactive REPL, MCP server mode for AI assistantsinternal/mcpserver/— MCP server process management and health checkinginternal/workflow/— Workflow definitions, execution engine, templatinginternal/orchestrator/— Service lifecycle orchestration and state machineinternal/testing/— BDD test framework, scenarios inscenarios/*.yamlpkg/— Public packages (Kubernetes APIs, auth, logging, OAuth)
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.
- 10d ago Changed · +36 tokens per session 6b44b38eae50
- 13d ago First seen · 91 lines · 1,079 tokens per session scan A 3278c66b1cbf
muster AGENTS.md is an instructions file published in the GitHub repository giantswarm/muster (40 stars, last pushed yesterday), licensed Apache-2.0. It adds 1,115 tokens to every session, about $0.0045 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 2026-10-24.
muster AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| muster AGENTS.mdgiantswarm/muster | Instructions file | 40 | yesterday | Apache-2.0 | A | 1,115 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | GitHub Copilot |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |