connectonion AGENTS.md

connectonion AGENTS.md is an instructions file for Codex, OpenCode from openonion/connectonion. It costs 5,173 tokens per session, scanned A, original, Apache-2.0.

Repository guidance for ConnectOnion, a Python framework for building AI agents. It describes the framework’s agents, language-model connections, tool execution, logging, debugging, trust checks, and plugin system.

In plain words
What is it for?
Changing ConnectOnion’s agent framework, model integrations, tools, activity logs, debugging features, or collaboration features.
Why use it?
It helps an AI coding agent understand how the framework is organised and how its main parts work together.

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/openonion/connectonion/agents-md
Clone the repo
git clone --depth 1 https://github.com/openonion/connectonion

Made for: Codex, OpenCode.

Per session 5,173 This file is loaded in full into every session.
When invoked 5,173 The same file — it is already loaded in full.
Security scan A 0 findings. Scan, not verified.
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 $0.05173 $0.05173
Opus 5 $0.02586 $0.02586
Sonnet 5 $0.01035 $0.01035
Haiku 4.5 $0.00517 $0.00517

Measured 3d ago against content hash 2387a8d7589b, method: parsed. Prices are Anthropic first-party input rates as of 2026-08-30, from the pricing page.

Security

Grade A, and why

connectonion 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.

AGENTS.md · 480 lines

How it starts

The opening of the file, as written. The whole thing — 480 lines — stays where its author put it; the contents beside it link to each section on GitHub.

AGENTS.md

This file provides guidance to Codex (Codex.ai/code) when working with code in this repository.

Project Overview

ConnectOnion is a Python framework for creating AI agents with automatic activity logging, interactive debugging, and multi-agent collaboration. Philosophy: "Keep simple things simple, make complicated things possible" - simple 2-line agent creation, but production-ready with trust verification, event system, and plugin architecture.

Architecture

Core Components

  • Agent (connectonion/agent.py:29): Main orchestrator with LLM integration, tool execution, event system, and trust verification
  • LLM (connectonion/llm.py:11): Unified abstraction supporting OpenAI, Anthropic, Gemini, and managed keys via factory pattern
  • Tool Executor (connectonion/tool_executor.py:24): Executes tools with xray context injection, timing, error handling, and trace recording
  • Tool Factory (connectonion/tool_factory.py): Converts Python functions to OpenAI-compatible tool schemas automatically
  • Logger (connectonion/logger.py): Unified logging facade (terminal + plain text + YAML sessions) with quiet and log parameters
  • Console (connectonion/console.py): Low-level terminal output with Rich formatting (used internally by Logger)
  • Events (connectonion/events.py:11): Lifecycle hooks (after_user_input, before_llm, after_llm, before_each_tool, before_tools, after_each_tool, after_tools, on_error, on_complete, on_stop_signal)
  • Trust System (connectonion/network/trust/): Three-level verification (open/careful/strict) with custom policy support
  • XRay Debug (connectonion/xray.py:32): Runtime context injection for interactive debugging with @xray decorator

Key Design Patterns

Tool System
  • Function-based (recommended): Regular Python functions auto-convert to tools via type hints and docstrings
  • Class-based (legacy): Inherit from Tool base class with explicit schemas
  • Auto-conversion: create_tool_from_function() inspects signatures and generates OpenAI schemas

Read the full file on GitHub · 480 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. 3d ago First seen · 480 lines · 5,173 tokens per session scan A 2387a8d7589b

Subscribe to this mod's changes

connectonion AGENTS.md is an instructions file published in the GitHub repository openonion/connectonion (1,480 stars, last pushed yesterday), licensed Apache-2.0. It adds 5,173 tokens to every session, about $0.0259 per session on Opus 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.