agentmods.dev

operator-etl: Instructions file for Codex

AGENTS.md

operator-etl AGENTS.md is an instructions file for Codex, OpenCode from khaosans/operator-etl. It costs 1,026 tokens per session, scanned A, original, Apache-2.0.

A set of instructions for coding agents working on Operator ETL, a system that processes FOIA requests and public comments. It explains which checks and project guides to follow for different kinds of work.

In plain words
What is it for?
Use it when starting work in the repository, choosing the right task guide, or continuing work across multiple sessions. It covers verification, local demos, Google Cloud deployment, and adding new data sources.
Why use it?
It prevents agents from skipping required verification or reading project guidance in the wrong order. It also makes the rules for local testing, cloud deployment, and extensions explicit.

Instructions file for CodexOpenCode

Written for Codex and OpenCode: the file is AGENTS.md.

This is khaosans/operator-etl's own configuration. It tells Codex and OpenCode how to work on operator-etl 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 operator-etl configures →

not rated 0repo changed 1mo ago A scan 1,026 tokens original Apache-2.0
View source ↗ khaosans/operator-etl
Reuse

Borrowing it

Nothing to install: this file belongs to khaosans/operator-etl. 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/khaosans/operator-etl/master/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/khaosans/operator-etl

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 operator-etl AGENTS.md

README.md
[![agentmods](https://agentmods.dev/badge/instructions/khaosans/operator-etl/agents-md/github.svg)](https://agentmods.dev/instructions/khaosans/operator-etl/agents-md)
Your own site
<a href="https://agentmods.dev/instructions/khaosans/operator-etl/agents-md"><img src="https://agentmods.dev/badge/instructions/khaosans/operator-etl/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.

agentmods 80×15 button for operator-etl AGENTS.md

Your own site · 80×15
<a href="https://agentmods.dev/instructions/khaosans/operator-etl/agents-md"><img src="https://agentmods.dev/badge/instructions/khaosans/operator-etl/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 1,026 This file is loaded in full into every session.
When invoked 1,026 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 $0.01026 $0.01026
Opus 5.5 $0.00410 $0.00410
Sonnet 5.5 $0.00205 $0.00205
Haiku 4.5 $0.00103 $0.00103

Measured 1mo ago against content hash ca5823e396ef, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

operator-etl 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 1mo 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 · 68 lines

How it starts

The opening of the file, as written. The whole thing — 68 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Agent instructions — Operator ETL

You are operating on Operator ETL — agentic data intake for FOIA and public comments.

Human adopters: docs/QUICKSTART.md → ./scripts/verify.sh

Fast verify (do this first)

Before loading OKF or task skills:

  1. Run ./scripts/verify.sh (or make verify)
  2. Confirm output contains OPERATOR_ETL_VERIFY=PASS
  3. Report exit code + demo metrics (silver=10, quarantined=2, status=complete)

Optional: ./scripts/verify.sh --json for machine-readable result.

Skill: skills/operator-verify/SKILL.md · Full guide: docs/QUICKSTART.md

Human wiki (after verify): docs/index.md (published: https://khaosans.github.io/operator-etl/)

Only after verify passes → continue below.

Load order (extended work)

  1. Read this file fully.
  2. Read okf/index.md — progressive disclosure of the OKF bundle.
  3. Open the skill that matches the task:
  1. Follow linked OKF concepts (okf/playbooks/, okf/models/, okf/decisions/) before improvising.

Read the full file on GitHub · 68 lines

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. 1mo ago Changed · +7 lines · +190 tokens per session ca5823e396ef
  2. 2mo ago Changed · +8 lines · +216 tokens per session 11e93c17a714
  3. 2mo ago First seen · 53 lines · 620 tokens per session scan A 999c5d1a6ef1

Subscribe to this mod's changes

operator-etl AGENTS.md is an instructions file published in the GitHub repository khaosans/operator-etl (0 stars, last pushed 4d ago), licensed Apache-2.0. It adds 1,026 tokens to every session, about $0.0041 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.

ETLdata-engineeringdata-qualitydockerduckdblanggraph
Related

operator-etl AGENTS.md compared with instructions from other repositories

operator-etl AGENTS.md next to 6 instructions from other repositories
ModTypeStarsLast pushLicenceScanTokensWorks with
operator-etl AGENTS.mdkhaosans/operator-etlInstructions file04d agoApache-2.0A1,026Codex, OpenCode
vscode buildNext.instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA9,719GitHub Copilot
next.js AGENTS.mdvercel/next.jsInstructions file143kyesterdayMITA7,461Codex, OpenCode
langchain AGENTS.mdlangchain-ai/langchainInstructions file149kyesterdayMITA4,680Codex, OpenCode
vscode oss-third-party-notices.instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA5,516GitHub Copilot
vscode copilot-instructions.mdmicrosoft/vscodeInstructions file195kyesterdayMITA3,093GitHub Copilot
deepseek-harness AGENTS.mddeepseek-ai/deepseek-harnessInstructions file274k2d agoMITA4,313Codex, OpenCode