ai-research-skill: Instructions file for Codex

AGENTS.md

ai-research-skill AGENTS.md is an instructions file for Codex, OpenCode from Toadoum/ai-research-skill. It costs 224 tokens per session, scanned A, original, MIT.

A repository guide for an AI research skill, with SKILL.md as its main source of instructions. It requires research agents to read past lessons before starting and record new mistakes when they occur.

In plain words
What is it for?
It guides agents through AI and machine-learning research tasks, including preparation, following the skill instructions, and logging corrections.
Why use it?
It gives research tasks consistent rules and preserves lessons from earlier errors, reducing repeated mistakes across sessions.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md. Also seen: mentions AGENTS.md; mentions Codex; built for openclaw.

This is Toadoum/ai-research-skill's own configuration. It tells Codex and OpenCode how to work on ai-research-skill itself, so it is not a mod to install elsewhere. Copy it as a starting point and replace the rules that are about this project. Everything ai-research-skill configures →

Reuse

Borrowing it

Nothing to install: this file belongs to Toadoum/ai-research-skill. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.

Copy the file
curl -O https://raw.githubusercontent.com/Toadoum/ai-research-skill/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/Toadoum/ai-research-skill

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 ai-research-skill AGENTS.md

README.md
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Your own site
<a href="https://agentmods.dev/instructions/toadoum/ai-research-skill/agents-md"><img src="https://agentmods.dev/badge/instructions/toadoum/ai-research-skill/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.

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Your own site · 80×15
<a href="https://agentmods.dev/instructions/toadoum/ai-research-skill/agents-md"><img src="https://agentmods.dev/badge/instructions/toadoum/ai-research-skill/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 224 This file is loaded in full into every session.
When invoked 224 The same file — it is already loaded in full.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found 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 5.1 $0.00224 $0.00224
Opus 5.5 $0.00090 $0.00090
Sonnet 5.5 $0.00045 $0.00045
Haiku 4.5 $0.00022 $0.00022

Measured 2mo ago against content hash 5b2dfdc0b004, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

ai-research-skill 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.

AGENTS.md · 20 lines

What it actually says

AGENTS.md

This repository is an AI research skill. The source of truth is SKILL.md.

If you are an agent that reads AGENTS.md (e.g. Codex, or OpenClaw's injected prompt path):

  1. Before any AI/ML research task, read SKILL.md and follow it.
  2. First action of every research task: read LESSONS.md — the accumulated record of past mistakes and the rules that came from them. Don't repeat them.
  3. Whenever you make and fix a mistake during the task, append a lesson via python scripts/log_lesson.py (see the self-improvement section of SKILL.md). This is what makes the skill improve over time.

Keep SKILL.md as the single place you edit behavior. This file is only a pointer so that AGENTS.md-based agents land in the same place Claude and OpenClaw skill-loaders do.

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. 2mo ago First seen · 20 lines · 224 tokens per session scan A 5b2dfdc0b004

Subscribe to this mod's changes

ai-research-skill AGENTS.md is an instructions file published in the GitHub repository Toadoum/ai-research-skill (15 stars, last pushed 4mo ago), licensed MIT. It adds 224 tokens to every session, about $0.0009 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.

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