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/youglin-dev/aha-loop/claude-mdgit clone --depth 1 https://github.com/YougLin-dev/Aha-LoopWhat 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 | $0.02343 | $0.02343 |
| Opus 5 | $0.01171 | $0.01171 |
| Sonnet 5 | $0.00469 | $0.00469 |
| Haiku 4.5 | $0.00234 | $0.00234 |
Grade A, and why
Aha-Loop CLAUDE.md scanned grade A with 1 finding 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.
Makes network callslowCapability
Not a fault in itself. Listed so you know the mod talks to something, and to what.
curl -s "https://crates.io/api/v1/crates/tokio" | jq '.crate.max_stable_version' How it starts
The opening of the file, as written. The whole thing — 355 lines — stays where its author put it; the contents beside it link to each section on GitHub.
Aha Loop - Claude Code Instructions
Project Overview
This is the Aha Loop project - a fully autonomous AI development system that extends Ralph with planning, research, and oversight capabilities.
Aha Loop Autonomous Development System
This project uses Aha Loop, a fully autonomous AI development system with:
- Interactive vision building
- Parallel exploration via git worktrees
- Full observability and thought logging
- Automatic skill creation and maintenance
- Unlimited resource access
- God Committee - Independent oversight layer with supreme authority
Starting a New Project
Workspace Mode (Recommended for External Projects)
Aha Loop can operate on any project without copying files. All Aha Loop data is stored in .aha-loop/ within your project:
# Initialize workspace in your project
/path/to/aha-loop/scripts/aha-loop/orchestrator.sh --init-workspace /path/to/your-project
# Run Aha Loop on your project
/path/to/aha-loop/scripts/aha-loop/orchestrator.sh --workspace /path/to/your-project --build-vision
# Or set environment variable
export AHA_LOOP_WORKSPACE=/path/to/your-project
/path/to/aha-loop/scripts/aha-loop/orchestrator.sh --build-vision
# Or run from within your project (auto-detects .aha-loop/)
cd /path/to/your-project
/path/to/aha-loop/scripts/aha-loop/orchestrator.sh --build-vision
Workspace Directory Structure:
your-project/
├── .aha-loop/ # All Aha Loop files here
│ ├── config.json
│ ├── prd.json
│ ├── progress.txt
│ ├── project.vision.md
│ ├── project.roadmap.json
│ ├── research/
│ ├── exploration/
│ ├── knowledge/
│ ├── logs/
│ └── .god/
├── src/ # Your code (untouched)
└── ...
Interactive Vision Building (Recommended)
./scripts/aha-loop/orchestrator.sh --build-vision
You'll be guided through questions to build a complete vision.
Manual Vision
cp scripts/aha-loop/templates/project.vision.template.md project.vision.md
# Edit the file
./scripts/aha-loop/orchestrator.sh --tool claude
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 · 355 lines · 2,343 tokens per session scan A 623ecaa099a0
Aha-Loop CLAUDE.md is an instructions file published in the GitHub repository YougLin-dev/Aha-Loop (181 stars, last pushed 7mo ago), licensed MIT. It adds 2,343 tokens to every session, about $0.0117 per session on Opus 5. A static security scan graded it A with 1 finding (makes network calls). No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-30.
Other instructions, from other repositories
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).
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.
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.
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).
next.js AGENTS.md
Instructions for vercel/next.js, covering next.js development guide, codebase structure, monorepo overview, core package: packages/next and other important packages.