humanproof AGENTS.md

humanproof AGENTS.md is an instructions file for Codex, OpenCode from sandeep-alluru/humanproof. It costs 136 tokens per session, scanned A, a copy of groundcrew AGENTS.md, MIT.

A project guide for AI coding assistants working on humanproof, a system that identifies motor-noise patterns to detect AI use in competitive games.

In plain words
What is it for?
Use it as a reference when navigating humanproof, running its tests, lint checks, and type checks, or deciding where project documentation is incomplete.
Why use it?
It gives assistants the project's purpose, code layout, testing commands, and areas that still need documentation.

Instructions file for CodexOpenCode

Install

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.

agentmods
npx agentmods add instructions/sandeep-alluru/humanproof/agents-md
Clone the repo
git clone --depth 1 https://github.com/sandeep-alluru/humanproof

Made for: Codex, OpenCode.

Wrote 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.

agentmods badge for humanproof AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/sandeep-alluru/humanproof/agents-md.svg)](https://agentmods.dev/instructions/sandeep-alluru/humanproof/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/sandeep-alluru/humanproof/agents-md"><img src="https://agentmods.dev/badge/instructions/sandeep-alluru/humanproof/agents-md.svg" alt="Measured on agentmods" height="20"></a>
Per session 136 This file is loaded in full into every session.
When invoked 136 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
Origin 81% copy Near-identical to another mod 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 $0.00136 $0.00136
Opus 5 $0.00068 $0.00068
Sonnet 5 $0.00027 $0.00027
Haiku 4.5 $0.00014 $0.00014

Measured 3d ago against content hash 7220ea6b1db3, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

humanproof 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 3d 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.

Origin

This is a copy

81% identical to groundcrew AGENTS.md — 6 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

AGENTS.md · 31 lines

What it actually says

humanproof — Agent Context

This file describes the project architecture for AI coding assistants (Claude Code, Cursor, Copilot).

What this project does

Motor-noise fingerprinting for AI detection in competitive games

Module map

src/humanproof/
├── # TODO: fill in module map

Key invariants

  • TODO: document invariants that must not be broken

Testing

make test       # full test suite
make lint       # ruff check + format
make typecheck  # mypy

What NOT to change without careful thought

  • TODO: list protected areas

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. 3d ago First seen · 31 lines · 136 tokens per session scan A 7220ea6b1db3

Subscribe to this mod's changes

humanproof AGENTS.md is an instructions file published in the GitHub repository sandeep-alluru/humanproof (0 stars, last pushed 16d ago), licensed MIT. It adds 136 tokens to every session, about $0.0007 per session on Opus 5. A static security scan graded it A with 0 findings. It is 81% identical to groundcrew AGENTS.md, differing in 6 lines, and is treated as a copy.