loopbreaker: Instructions file for Codex

AGENTS.md

loopbreaker AGENTS.md is an instructions file for Codex, OpenCode from rordi-ai/loopbreaker. It costs 610 tokens per session, scanned A, original, MIT.

Project instructions for Loopbreaker, a command-line tool and local MCP server used by coding agents.

In plain words
What is it for?
Use them when developing or verifying Loopbreaker, its plugin skills, MCP entry point, command-line interface, and live demo.
Why use it?
They define required verification steps, output rules, workflow approvals, and domain constraints before changes can be completed.

Instructions file for CodexOpenCode

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

This is rordi-ai/loopbreaker's own configuration. It tells Codex and OpenCode how to work on loopbreaker 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 loopbreaker configures →

Reuse

Borrowing it

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

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.

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README.md
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Your own site
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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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Per session 610 This file is loaded in full into every session.
When invoked 610 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 $0.00610 $0.00610
Opus 5.5 $0.00244 $0.00244
Sonnet 5.5 $0.00122 $0.00122
Haiku 4.5 $0.00061 $0.00061

Measured 2mo ago against content hash 1e2766a46201, method: parsed. Prices are Anthropic first-party input rates as of 2026-10-07, from the pricing page.

Security

Grade A, and why

loopbreaker 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 · 55 lines

What it actually says

Loopbreaker agent guide

Loopbreaker is an agent-facing CLI and local MCP server. Keep machine output compact and stable. CLI stdout is TOON; diagnostics belong on stderr.

Before completing a change, run:

pnpm verify

This also verifies the seven plugin skills, both plugin manifests (Codex and Claude Code), the bundled MCP entry point, tool discovery, and one real MCP call. When the Codex skill/plugin validators are installed, also run their validators against each skills/* directory and the repository root.

For the live demo, initialize a disposable database and exercise both surfaces:

loopbreaker demo --db /tmp/loopbreaker-demo.db
loopbreaker substrate DEMO-1 --db /tmp/loopbreaker-demo.db
loopbreaker serve --db /tmp/loopbreaker-demo.db

The domain rules are non-negotiable:

  • A shape cannot reach proceed without a founder-approved discovery record. Discovery is the first ordered authority; the premise must come from a human.
  • Behavior children are enforced by default unless explicitly advisory.
  • An issue's behavior children freeze its acceptance contract.
  • Implementation requires shape proceed, healthy planning, and independent planning-review approval in that order.
  • Planning review and implementation review each use at most three passes: comprehensive, repair verification, and decision only. Neither has pass four.
  • Three passes is a budget, not a verdict on the work. An implementation review that spends all three without passing ends that ROUND, not the issue: the open findings are the work list, and loopbreaker review-round opens a new round that starts again at pass one. The loop stays broken because opening a round is a human act — it needs a name and a reason, it is refused while the current round still has a pass left, and every round is on the record. What is refused is a fourth pass grafted onto a review that already concluded, or a silent ship past findings nobody repaired.
  • Review completion and shipping readiness are separate facts.
  • Shipping requires every enforced behavior to be verified or explicitly waived.
  • Evidence is executed, never asserted. An enforced behavior can only be verified on a proof loopbreaker ran itself (loopbreaker prove), whose verdict comes from the harness exit code. not_run is the fail-closed default: failing to observe a pass is never the same as passing.
  • A behavior's harness is bound in two directions. The behavior names a registry entry (loopbreaker bind, outside the contract freeze) and the entry names the behavior back in its proves list (a reviewed change to harnesses.json). Neither half alone is sufficient.
  • Build a behavior's harness and prove it RED against current HEAD before implementing. A harness that is green before the work exists proves nothing.
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 · 55 lines · 610 tokens per session scan A 1e2766a46201

Subscribe to this mod's changes

loopbreaker AGENTS.md is an instructions file published in the GitHub repository rordi-ai/loopbreaker (3 stars, last pushed 3mo ago), licensed MIT. It adds 610 tokens to every session, about $0.0024 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.

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