Borrowing it
Nothing to install: this file belongs to JanDeDobbeleer/copilot-ralph. 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/JanDeDobbeleer/copilot-ralph/main/AGENTS.mdgit clone --depth 1 https://github.com/JanDeDobbeleer/copilot-ralphWrote 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/jandedobbeleer/copilot-ralph/agents-md)<a href="https://agentmods.dev/instructions/jandedobbeleer/copilot-ralph/agents-md"><img src="https://agentmods.dev/badge/instructions/jandedobbeleer/copilot-ralph/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/jandedobbeleer/copilot-ralph/agents-md"><img src="https://agentmods.dev/badge/instructions/jandedobbeleer/copilot-ralph/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 | $0.04849 | $0.04849 |
| Opus 5.5 | $0.01940 | $0.01940 |
| Sonnet 5.5 | $0.00970 | $0.00970 |
| Haiku 4.5 | $0.00485 | $0.00485 |
Grade A, and why
copilot-ralph 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 2mo 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 — 945 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Ralph Development Guide for AI Agents
This comprehensive guide helps AI agents understand Ralph's architecture, conventions, and development patterns. Use this as your primary reference when working on Ralph.
Table of Contents
- Project Overview
- Architecture
- Package Structure
- Development Patterns
- Go Conventions
- Bubble Tea Patterns
- Copilot SDK Integration
- Testing Guidelines
- Error Handling
- Code Style
Project Overview
Ralph is an iterative AI development loop tool that implements the "Ralph Wiggum" technique for self-referential AI development. It continuously feeds prompts to GitHub Copilot AI, monitoring for a "completion promise" phrase, with each iteration building on previous work.
Core Concept
User provides task → Ralph starts loop → AI iterates → Makes changes → Tests →
Checks for promise → If found: complete, else: continue → Max iterations reached or timeout
Technology Stack
- Language: Go 1.22+
- CLI: Cobra (command framework)
- TUI: Bubble Tea (terminal UI framework)
- AI: GitHub Copilot SDK
- Testing: testify (assertions and mocks)
Architecture
High-Level Architecture
┌─────────────────────────────────────────────────────────────┐
│ CLI Layer │
│ (cmd/ralph, internal/cli) │
│ - Command parsing │
│ - Flag handling │
│ - Entry point │
└────────────────┬────────────────────────────────────────────┘
│
┌────────────────▼────────────────────────────────────────────┐
│ TUI Layer │
│ (internal/tui) │
│ - Terminal UI screens │
│ - User interactions │
│ - Visual feedback │
└────────────────┬────────────────────────────────────────────┘
│
┌────────────────▼────────────────────────────────────────────┐
│ Core Layer │
│ (internal/core) │
│ - Loop engine │
│ - State management │
│ - Business logic │
└────────────────┬────────────────────────────────────────────┘
│
┌────────────────▼────────────────────────────────────────────┐
│ SDK Layer │
│ (internal/sdk) │
│ - Copilot SDK wrapper │
│ - Session management │
│ - Tool handling │
└─────────────────────────────────────────────────────────────┘
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.
- 2mo ago First seen · 945 lines · 4,849 tokens per session scan A 7338b14953c0
copilot-ralph AGENTS.md is an instructions file published in the GitHub repository JanDeDobbeleer/copilot-ralph (54 stars, last pushed 9mo ago), licensed MIT. It adds 4,849 tokens to every session, about $0.0194 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.
copilot-ralph AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| copilot-ralph AGENTS.mdJanDeDobbeleer/copilot-ralph | Instructions file | 54 | 9mo ago | MIT | A | 4,849 | Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | today | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | yesterday | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | yesterday | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 274k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |