Invoice_Extractor: Instructions file for Codex

AGENTS.md

Invoice_Extractor AGENTS.md is an instructions file for Codex, OpenCode from jamesbmour/Invoice_Extractor. It costs 181 tokens per session, scanned A, original, Apache-2.0.

A project instruction file describing how to work on an invoice-extraction application, software that pulls invoice information from documents. It records the project’s tools, dependencies, structure, and coding guidance.

In plain words
What is it for?
Use it to learn the required Python version, dependency-installation method, environment configuration, language-model backends, file layout, and testing commands.
Why use it?
It gives coding agents the project-specific context they need before making changes. This reduces setup mistakes and keeps work aligned with the application’s chosen technologies.

Instructions file for CodexOpenCode

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

This is jamesbmour/Invoice_Extractor's own configuration. It tells Codex and OpenCode how to work on Invoice_Extractor 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 Invoice_Extractor configures →

Reuse

Borrowing it

Nothing to install: this file belongs to jamesbmour/Invoice_Extractor. 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/jamesbmour/Invoice_Extractor/main/AGENTS.md
Clone the repo
git clone --depth 1 https://github.com/jamesbmour/Invoice_Extractor

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 Invoice_Extractor AGENTS.md

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

Your own site · 80×15
<a href="https://agentmods.dev/instructions/jamesbmour/invoice_extractor/agents-md"><img src="https://agentmods.dev/badge/instructions/jamesbmour/invoice_extractor/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 181 This file is loaded in full into every session.
When invoked 181 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 $0.00181 $0.00181
Opus 5.5 $0.00072 $0.00072
Sonnet 5.5 $0.00036 $0.00036
Haiku 4.5 $0.00018 $0.00018

Measured 2mo ago against content hash e1e39e846e26, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

Invoice_Extractor 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 · 36 lines

What it actually says

AGENTS.md

Project overview

Preferences and dependencies

  1. Use Python 3.12 or later

  2. Install dependencies using pip:

    pip install -r requirements.txt
    
  3. Load environment variables from a .env file for API keys and configurations.

  4. Use Ollama as the local LLM backend.

from langchain_ollama import ChatOllama, OllamaEmbeddings
from langchain_openai import ChatOpenAI

llm = ChatOllama(model='llama3.2')
embedding = OllamaEmbeddings(model='nomic-embed-text')

llm = ChatOpenAI(model="gpt-4.1-nano", max_tokens=500)

Project structure

Key files and their purposes

Build and test commands

Code style guidelines

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 · 36 lines · 181 tokens per session scan A e1e39e846e26

Subscribe to this mod's changes

Invoice_Extractor AGENTS.md is an instructions file published in the GitHub repository jamesbmour/Invoice_Extractor (6 stars, last pushed 8mo ago), licensed Apache-2.0. It adds 181 tokens to every session, about $0.0007 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.

Related

Invoice_Extractor AGENTS.md compared with instructions from other repositories

Invoice_Extractor AGENTS.md next to 6 instructions from other repositories
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Invoice_Extractor AGENTS.mdjamesbmour/Invoice_ExtractorInstructions file68mo agoApache-2.0A181Codex, OpenCode
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