Borrowing it
Nothing to install: this file belongs to LEO001020/codex-loop-orchestra. Take a copy, put it at the same path in your own repository, and replace the rules that are about this project with yours.
curl -O https://raw.githubusercontent.com/LEO001020/codex-loop-orchestra/main/AGENTS.mdgit clone --depth 1 https://github.com/LEO001020/codex-loop-orchestraWrote 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.
[](https://agentmods.dev/instructions/leo001020/codex-loop-orchestra/agents-md)<a href="https://agentmods.dev/instructions/leo001020/codex-loop-orchestra/agents-md"><img src="https://agentmods.dev/badge/instructions/leo001020/codex-loop-orchestra/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.
<a href="https://agentmods.dev/instructions/leo001020/codex-loop-orchestra/agents-md"><img src="https://agentmods.dev/badge/instructions/leo001020/codex-loop-orchestra/agents-md.svg" alt="Reviewed on agentmods" width="80" height="20"></a>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.
| Model | Per session | Once invoked |
|---|---|---|
| Fable 5.1 | $0.02189 | $0.02189 |
| Opus 5.5 | $0.00876 | $0.00876 |
| Sonnet 5.5 | $0.00438 | $0.00438 |
| Haiku 4.5 | $0.00219 | $0.00219 |
Grade A, and why
codex-loop-orchestra 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.
How it starts
The opening of the file, as written. The whole thing — 157 lines — stays where its author put it; the contents beside it link to each section on GitHub.
LOOP Discipline
1. Decomposition discipline (single-pass Plan-and-Solve)
- Planning is a SINGLE PASS: read the task, then emit the complete decomposition
in one planning event —
packets/*.json(exactly 4 fields:goal,authorized_paths,acceptance,constraints, pluspacket_id) anddag.json. - No incremental re-planning mid-wave. Plans change only at an adjudication event (dead-letter, merge conflict, L3 escalation, wave finale).
- Each packet must be self-contained: an Executor with only the 4 fields and its worktree can finish it. If a packet needs "context from the main thread", the decomposition is wrong — split or rewrite it.
- Intra-wave packets must have non-intersecting
authorized_paths; the DAG assertion enforces this before any dispatch. - No 5th required packet field. No idempotency_key, no embedded runtime_resources.
2. Anti-polling negative discipline (what Sol rounds are NOT for)
Sol is invoked on exactly two event types: planning and adjudication. Sol rounds are NEVER used for:
- Waiting — native wait-all blocks without producing rounds.
- Polling — status lives in
data/events.ndjson; scripts consume it. - Tallying — report counting is the missing-item check script's job.
- Retry decisions —
config/retry_classes.yaml+ retry script decide. - State recap — the state machine holds state; never ask Sol "where were we".
Any transition decidable by if/else, exit code, or a state machine does not go through an LLM. Sol's ideal round count per task approaches 2 + anomaly count (one planning round, one finale round, plus one per genuine anomaly). If a run uses more, find which of the five forbidden uses leaked back in.
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.
- 1mo ago Changed · +1 lines · +28 tokens per session f165385863f5
- 2mo ago First seen · 156 lines · 2,161 tokens per session scan A 1eb5d4f5c6ce
codex-loop-orchestra AGENTS.md is an instructions file published in the GitHub repository LEO001020/codex-loop-orchestra (10 stars, last pushed 1mo ago), licensed MIT. It adds 2,189 tokens to every session, about $0.0088 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.
codex-loop-orchestra AGENTS.md compared with instructions from other repositories
| Mod | Type | Stars | Last push | Licence | Scan | Tokens | Works with |
|---|---|---|---|---|---|---|---|
| codex-loop-orchestra AGENTS.mdLEO001020/codex-loop-orchestra | Instructions file | 10 | 1mo ago | MIT | A | 2,189 | Claude Code, Codex, OpenCode |
| vscode buildNext.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 9,719 | GitHub Copilot |
| next.js AGENTS.mdvercel/next.js | Instructions file | 143k | yesterday | MIT | A | 7,461 | Codex, OpenCode |
| langchain AGENTS.mdlangchain-ai/langchain | Instructions file | 149k | today | MIT | A | 4,680 | Codex, OpenCode |
| vscode oss-third-party-notices.instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 5,516 | GitHub Copilot |
| vscode copilot-instructions.mdmicrosoft/vscode | Instructions file | 195k | today | MIT | A | 3,093 | GitHub Copilot |
| deepseek-harness AGENTS.mddeepseek-ai/deepseek-harness | Instructions file | 275k | 2d ago | MIT | A | 4,313 | Codex, OpenCode |