Borrowing it
Nothing to install: this file belongs to GuitarAlchemist/ga. 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/GuitarAlchemist/ga/main/AGENTS.mdgit clone --depth 1 https://github.com/GuitarAlchemist/gaWrote 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/guitaralchemist/ga/agents-md)<a href="https://agentmods.dev/instructions/guitaralchemist/ga/agents-md"><img src="https://agentmods.dev/badge/instructions/guitaralchemist/ga/agents-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 | $0.04163 | $0.04163 |
| Opus 5 | $0.02082 | $0.02082 |
| Sonnet 5 | $0.00833 | $0.00833 |
| Haiku 4.5 | $0.00416 | $0.00416 |
Grade A, and why
ga 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 3d 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.
Copies of this mod
1 near-identical copy found in the catalogue:
- ga CLAUDE.md — 94% identical, 4 lines differ
How it starts
The opening of the file, as written. The whole thing — 193 lines — stays where its author put it; the contents beside it link to each section on GitHub.
AGENTS.md
Guitar Alchemist — .NET 10 / C# 14 + F# DSL + React frontend, Aspire orchestrated.
Note:
AGENTS.mdis auto-synced from this file byScripts/sync-agents-md.ps1(also called from.githooks/pre-commit). Source of truth isCLAUDE.md. This file is auto-generated — do not edit directly.
Build, test, verify
dotnet build AllProjects.slnx -c Debug # full build
dotnet test AllProjects.slnx # full suite
pwsh Scripts/start-all.ps1 -Dashboard # start all services via Aspire
pwsh Scripts/start-all.ps1 -NoBuild -Dashboard # daily dev restart (skip build)
pwsh Scripts/run-all-tests.ps1 -BackendOnly -SkipBuild # backend-only suite (faster)
dotnet test --filter "FullyQualifiedName~<name>" # single test
Verify before claiming success. dotnet build AllProjects.slnx -c Debug and dotnet test AllProjects.slnx must pass. Frontend: npm run build && npm run lint in ReactComponents/ga-react-components.
Architecture
Strict bottom-up five-layer model:
- Core —
GA.Core,GA.Domain.Core(pure primitives: Note, Interval, Fretboard) - Domain —
GA.Business.Core,GA.Business.Config,GA.BSP.Core(logic, YAML, BSP) - Analysis —
GA.Business.Core.Harmony,GA.Business.Core.Fretboard(chord/scale, voice leading, spectral) - AI/ML —
GA.Business.ML(embeddings, vector search, RAG, OPTIC-K schema) - Orchestration —
GA.Business.Core.Orchestration,GA.Business.Assets,GA.Business.Intelligence
Rule: AI code in layer 4 (GA.Business.ML). Orchestration in layer 5. Never in lower layers. Full layer map + conventions: docs/architecture/layers.md.
Apps live in Apps/: ga-server/GaApi (ASP.NET + SignalR + GraphQL), GaChatbot, ga-client (React + R3F), GaMusicTheoryLsp (F#), AllProjects.AppHost (Aspire).
Conventions
- C# 14 / .NET 10:
<Nullable>enable</Nullable>, file-scoped namespaces withusinginside,recordfor DTOs, primary constructors,[]collection expressions,System.Threading.Lock, zero-warnings policy. - Railway-Oriented Programming: Services return
Result<T,E>/Try<T>/Validation<T>/Option<T>fromGA.Core.Functional.throwonly at system boundaries. - F# (
GA.Business.DSL,GA.Business.Config): 4-space indent,[<CLIMutable>]on YAML records, PascalCase YAML keys, hardcoded fallback if YAML missing. - Frontend: React 18, TypeScript strict, MUI v5 (
sxprop only), R3F (no state inuseFrame), noany.
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.
- 3d ago First seen · 193 lines · 4,163 tokens per session scan A 4f3c9fe3e522
ga AGENTS.md is an instructions file published in the GitHub repository GuitarAlchemist/ga (2 stars, last pushed today), licensed MIT. It adds 4,163 tokens to every session, about $0.0208 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 2026-09-03.
Other instructions, from other repositories
codex AGENTS.md
AGENTS.md instructions for openai/codex, covering rust/codex-rs, the codex-core crate, code review rules, crate api surface and model visible context.
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).
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.
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.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, applying the notice (cutover) and fallback chain (never fail the build).
spec-kit AGENTS.md
AGENTS.md instructions for github/spec-kit, covering agents.md, about spec kit and specify, quickstart — add a new integration in 5 steps, integration architecture and integrationmanifest — file tracking.