Borrowing it
Nothing to install: this file belongs to quantsquirrel/claude-forge-smith. 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/quantsquirrel/claude-forge-smith/main/AGENTS.mdgit clone --depth 1 https://github.com/quantsquirrel/claude-forge-smithWrote 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/quantsquirrel/claude-forge-smith/agents-md)<a href="https://agentmods.dev/instructions/quantsquirrel/claude-forge-smith/agents-md"><img src="https://agentmods.dev/badge/instructions/quantsquirrel/claude-forge-smith/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/quantsquirrel/claude-forge-smith/agents-md"><img src="https://agentmods.dev/badge/instructions/quantsquirrel/claude-forge-smith/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 | $0.00594 | $0.00594 |
| Opus 5.5 | $0.00238 | $0.00238 |
| Sonnet 5.5 | $0.00119 | $0.00119 |
| Haiku 4.5 | $0.00059 | $0.00059 |
Grade A, and why
claude-forge-smith 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 — 61 lines — stays where its author put it; the contents beside it link to each section on GitHub.
claude-forge-smith
Purpose
TDD 기반 스킬 자동 업그레이드 플러그인. AI 에이전트 스킬을 자동으로 분석, 평가, 개선하며 테스트 주도 개발(TDD) 원칙을 활용한 안전한 자기 개선 루프를 제공합니다. Gödel Machines 이론에 영감을 받아, 통계적 신뢰구간 검증으로 유의미한 향상만 적용합니다.
Key Files
| File | Description |
|---|---|
README.md |
Project documentation with research background and usage |
.claude-plugin/plugin.json |
Plugin manifest for Claude Code integration |
Subdirectories
| Directory | Purpose |
|---|---|
.claude-plugin/ |
Plugin metadata and configuration (see .claude-plugin/AGENTS.md) |
.github/ |
GitHub workflows, issue templates, PR templates (see .github/AGENTS.md) |
config/ |
Environment configuration settings (see config/AGENTS.md) |
data/ |
Data storage for baselines, detections, golden packets (see data/AGENTS.md) |
docs/ |
Project documentation and theoretical foundations (see docs/AGENTS.md) |
examples/ |
Usage examples and tutorials (see examples/AGENTS.md) |
hooks/ |
Claude Code hooks for tool/session lifecycle (see hooks/AGENTS.md) |
scripts/ |
Automation and utility scripts (see scripts/AGENTS.md) |
skills/ |
Skill definitions with SKILL.md files (see skills/AGENTS.md) |
tests/ |
Test suite with unit, integration, and e2e tests (see tests/AGENTS.md) |
For AI Agents
Working In This Directory
- This is a Claude Code plugin for skill self-improvement
- Core workflow: Trial Branch → Evaluate (3x) → Statistical validation → Merge/Discard
- Always use
trial-branch.shfunctions for isolated experiments - Never modify
evaluator.mdorrubric.mdduring bootstrapping
Testing Requirements
- Each skill has pressure scenarios in its directory
- Use 3 independent evaluations for statistical confidence
- Verify confidence interval separation before merging improvements
Common Patterns
- Lazy Detection: Only scan skills on Write/Edit operations
- Evaluator Separation: Different agent evaluates than improves
- 95% CI: Use t-distribution for small samples (n=3)
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 · 61 lines · 594 tokens per session scan A 2177283098a2
claude-forge-smith AGENTS.md is an instructions file published in the GitHub repository quantsquirrel/claude-forge-smith (2 stars, last pushed 8mo ago), licensed MIT. It adds 594 tokens to every session, about $0.0024 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 2026-08-31.
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).
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.
vscode oss-third-party-notices.instructions.md
Instructions for microsoft/vscode, covering vs code oss third-party-notices pipeline, architecture, pipeline flow in ci, cache eligibility and rollout and applying the notice (cutover).
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 copilot-instructions.md
Copilot instructions for microsoft/vscode, covering vs code copilot instructions, project overview, root folders, core architecture (src/ folder) and built-in extensions (extensions/ folder).
deno copilot-instructions.md
Copilot instructions for denoland/deno, covering deno development guide for github copilot, network access, high level overview, key directories and key files to understand first.