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.
npx agentmods add commands/nxtg-ai/forge-plugin/ceo-loopgit clone --depth 1 https://github.com/nxtg-ai/forge-pluginWhat 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 | $0.00000 | $0.01331 |
| Opus 5 | $0.00000 | $0.00665 |
| Sonnet 5 | $0.00000 | $0.00266 |
| Haiku 4.5 | $0.00000 | $0.00133 |
Grade A, and why
ceo-loop 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 2d 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 — 108 lines — stays where its author put it; the contents beside it link to each section on GitHub.
/forge:ceo-loop
Activate the CEO Decision Loop in ORBIT mode -- a continuous multi-iteration governance cycle that observes pending decisions, reasons with precedent, builds decisions, inspects via retrograde, and turns for the next iteration.
| Level | L1 Vibe Coder |
| Category | CEO Decision Loop |
| Syntax | /forge:ceo-loop [max-iterations] [time-limit-minutes] |
What It Does
/forge:ceo-loop starts an autonomous decision-making engine that runs in a continuous ORBIT cycle: OBSERVE pending decisions and project state, REASON about each decision using precedent from the decision journal, BUILD the actual decisions (approve, modify, escalate), INSPECT via retrograde analysis of previous decisions to calibrate accuracy, and TURN to prepare for the next iteration. The loop persists across Claude Code's Stop events via a hook (ceo-loop-stop.sh) that automatically triggers the next iteration.
The loop manages its own state: .claude/ceo-loop-state.json tracks iteration count, trust level, accuracy metrics, and timing. .claude/ceo-loop-decisions.jsonl is an append-only journal of every decision made. .claude/ceo-loop-progress.md bridges context across compaction events. The trust system starts at "standard" and can escalate based on decision accuracy -- more correct decisions earn higher trust, which unlocks deeper autonomous authority.
Without this command, governance decisions accumulate in .claude/ceo-decisions-pending.json waiting for manual review. The CEO loop processes them systematically, with appropriate depth for each decision type (trivial decisions are auto-approved, complex decisions get deep analysis, risky decisions are escalated to the human).
Syntax & Options
/forge:ceo-loop [max-iterations] [time-limit-minutes]
| Option | Description |
|---|---|
max-iterations |
Maximum number of ORBIT iterations to run (default: 20, range: 1-50) |
time-limit-minutes |
Maximum wall-clock time before the loop stops (default: 30, range: 5-120) |
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.
- 2d ago First seen · 108 lines · 0 tokens per session scan A 14c7a8c32c6d
ceo-loop is a command published in the GitHub repository nxtg-ai/forge-plugin (5 stars, last pushed 13d ago), licensed MIT. It costs nothing until one of its globs matches a file; then it loads 1,331 tokens. 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.
Other commands, from other repositories
create-command
Meta command creator - generates slash commands following established patterns.
paul:research-phase
Research unknowns for a phase using subagents.
auto
Intent-classified router, the front door to OrchestKit and the DEFAULT entry point for any goal-shaped request. Classifies a plain-English goal and routes it to the right specialist skill. Routing is never overhead, so use it even when the target skill seems obvious; skip only when already executing inside another…
van
Command "van" from vanzan01/claude-code-sub-agent-collective, covering /van - collective routing engine, 🎯 purpose - smart routing, 🚐 routing flow, 🚀 dual-mode routing protocol and 🧠 immediate agent routing.
csm-selfmodel
Inspect the live self-model and living-state capability snapshot.
mock
Command "mock" from vanzan01/claude-code-sub-agent-collective, covering /mock - mock agent testing command, purpose, mock agent routing, mock chain flow and available mock agents only.