Getting it into your agent
One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.
npx agentmods add instructions/cryptodmitry/ghost-agent/claude-mdgit clone --depth 1 https://github.com/CryptoDmitry/Ghost-AgentWhat 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 | $0.06216 | $0.06216 |
| Opus 5 | $0.03108 | $0.03108 |
| Sonnet 5 | $0.01243 | $0.01243 |
| Haiku 4.5 | $0.00622 | $0.00622 |
Grade A, and why
Ghost-Agent 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 2d 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 — 629 lines — stays where its author put it; the contents beside it link to each section on GitHub.
CLAUDE.md
This file provides guidance to Claude Code (claude.ai/code) when working with code in this repository.
Repository Overview
This is the Ralph for Claude Code repository - an autonomous AI development loop system that enables continuous development cycles with intelligent exit detection and rate limiting.
Version: v0.9.8 | Tests: 276 passing (100% pass rate) | CI/CD: GitHub Actions
Core Architecture
The system consists of four main bash scripts and a modular library system:
Main Scripts
- ralph_loop.sh - The main autonomous loop that executes Claude Code repeatedly
- ralph_monitor.sh - Live monitoring dashboard for tracking loop status
- setup.sh - Project initialization script for new Ralph projects
- create_files.sh - Bootstrap script that creates the entire Ralph system
- ralph_import.sh - PRD/specification import tool that converts documents to Ralph format
- Uses modern Claude Code CLI with
--output-format jsonfor structured responses - Implements
detect_response_format()andparse_conversion_response()for JSON parsing - Backward compatible with older CLI versions (automatic text fallback)
- Uses modern Claude Code CLI with
Library Components (lib/)
The system uses a modular architecture with reusable components in the lib/ directory:
-
lib/circuit_breaker.sh - Circuit breaker pattern implementation
- Prevents runaway loops by detecting stagnation
- Three states: CLOSED (normal), HALF_OPEN (monitoring), OPEN (halted)
- Configurable thresholds for no-progress and error detection
- Automatic state transitions and recovery
-
lib/response_analyzer.sh - Intelligent response analysis
- Analyzes Claude Code output for completion signals
- JSON output format detection and parsing (with text fallback)
- Supports both flat JSON format and Claude CLI format (
result,sessionId,metadata) - Extracts structured fields: status, exit_signal, work_type, files_modified
- Session management:
store_session_id(),get_last_session_id(),should_resume_session() - Automatic session persistence to
.claude_session_idfile with 24-hour expiration - Session lifecycle:
get_session_id(),reset_session(),log_session_transition(),init_session_tracking() - Session history tracked in
.ralph_session_history(last 50 transitions) - Session auto-reset on: circuit breaker open, manual interrupt, project completion
- Detects test-only loops and stuck error patterns
- Two-stage error filtering to eliminate false positives
- Multi-line error matching for accurate stuck loop detection
- Confidence scoring for exit decisions
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.
- 2d ago First seen · 629 lines · 6,216 tokens per session scan A da1de293306c
Ghost-Agent CLAUDE.md is an instructions file published in the GitHub repository CryptoDmitry/Ghost-Agent (747 stars, last pushed 7d ago), licensed MIT. It adds 6,216 tokens to every session, about $0.0311 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.
Other instructions, from other repositories
ai-agents-for-beginners AGENTS.md
Instructions for microsoft/ai-agents-for-beginners, covering agents.md, project overview, setup commands, prerequisites and initial setup.
ralph-orchestrator AGENTS.md
Instructions for mikeyobrien/ralph-orchestrator, covering claude.md, build & test, web dashboard, architecture and key files.
CrestApps.AgentSkills AGENTS.md
Instructions for CrestApps/CrestApps.AgentSkills, covering agent instructions, skill roots, skill structure, content conventions and adding a new skill.
ralph-orchestrator CLAUDE.md
Instructions for mikeyobrien/ralph-orchestrator, a project described as: An improved implementation of the Ralph Wiggum technique for autonomous AI agent orchestration.
langgraph AGENTS.md
AGENTS.md instructions for langchain-ai/langgraph, covering agents instructions, corridor security analysis, libraries and dependency map.
airi copilot-instructions.md
Copilot instructions for moeru-ai/airi, covering copilot repository instructions, general rules, validation and output format.