ghost-os: Instructions file for Claude Code

CLAUDE.md

ghost-os CLAUDE.md is an instructions file for Claude Code from ghostwright/ghost-os. It costs 1,958 tokens per session, scanned A, original, MIT.

Developer instructions for Ghost OS, a macOS accessibility tool that lets AI agents inspect and operate applications through their accessibility information and visual understanding.

In plain words
What is it for?
They are for building and running Ghost OS, starting its MCP server, checking its status, and following its rules for application perception and control.
Why use it?
They explain how to build, run, diagnose, and reason about the project’s architecture before changing it.

Instructions file for Claude Code

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

This is ghostwright/ghost-os's own configuration. It tells Claude Code how to work on ghost-os 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 ghost-os configures →

About the project

Ghost OS is a macOS system that lets AI agents interact with computer applications through accessibility controls, giving them the ability to click, type, send messages, and complete forms. It also provides persistent agents, task-recording workflows, memory features, and local multimodal data capture for people building or using computer-operating agents.

ghostwright/ghost-os · 1,681 stars · on GitHub · ghostwright.dev

Reuse

Borrowing it

Nothing to install: this file belongs to ghostwright/ghost-os. 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/ghostwright/ghost-os/main/CLAUDE.md
Clone the repo
git clone --depth 1 https://github.com/ghostwright/ghost-os

Made for: Claude Code.

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Per session 1,958 This file is loaded in full into every session.
When invoked 1,958 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 $0.01958 $0.01958
Opus 5.5 $0.00783 $0.00783
Sonnet 5.5 $0.00392 $0.00392
Haiku 4.5 $0.00196 $0.00196

Measured 1mo ago against content hash 2b1d48c315d9, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ghost-os 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 1mo 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 · 161 lines

How it starts

The opening of the file, as written. The whole thing — 161 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Ghost OS -- Developer Guide

Accessibility-first perception and execution engine that gives AI agents the ability to see, understand, and operate any macOS application through the accessibility tree and visual perception.

Build & Run

swift build                          # Requires Swift 6.2+ (swiftly), macOS 14+
.build/debug/ghost mcp               # Start MCP server (stdio)
.build/debug/ghost setup             # Interactive first-run wizard
.build/debug/ghost doctor            # Diagnostic health check
.build/debug/ghost status            # Quick status
.build/debug/ghost version           # Version info

Release: scripts/build-release.sh builds tarball, verifies 3-way version consistency (Types.swift + server.py + ghost-vision), and codesigns the binary.

Architecture

MCP-first, single-threaded synchronous. No persistent daemon, no socket IPC, no async state model. Every MCP tool call queries the AX tree fresh.

AI Agent (Claude Code / Cursor / any MCP client)
    |
    | MCP Protocol (stdio, auto-detects Content-Length vs NDJSON)
    |
ghost mcp (Swift binary, @MainActor)
    |
    +-- Perception (7 tools)  -- AX tree via AXorcist
    +-- Annotate (1 tool)     -- Set-of-Marks labeled screenshots, zero ML
    +-- Actions (10 tools)    -- AX-native -> CDP -> VLM -> synthetic cascade
    +-- Wait (1 tool)         -- 6 polling condition types
    +-- Recipes (5 tools)     -- JSON workflow storage and execution
    +-- Vision (2 tools)      -- ShowUI-2B VLM via Python sidecar
    +-- Learning (3 tools)    -- CGEvent tap recording for recipe synthesis
    |
    +-- AXorcist (github.com/steipete/AXorcist, from: "0.1.0")
    +-- ScreenCaptureKit (linked framework)

The learning subsystem is the one exception to single-threaded: CGEvent tap runs on a dedicated nonisolated background Thread with os_unfair_lock and CFRunLoop.

stdout is sacred. All MCP protocol data flows through stdout. A single stray print() or Swift.print() will corrupt the protocol and break the connection. All logging goes through Log (writes to stderr).

Read the full file on GitHub · 161 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. 1mo ago First seen · 161 lines · 1,958 tokens per session scan A 2b1d48c315d9

Subscribe to this mod's changes

ghost-os CLAUDE.md is an instructions file published in the GitHub repository ghostwright/ghost-os (1,681 stars, last pushed 7mo ago), licensed MIT. It adds 1,958 tokens to every session, about $0.0078 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.

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