ceo-loop SKILL.md skillA

ceo-loop from nxtg-ai/forge-plugin is an agent skill: a SKILL.md folder an AI agent loads when a task calls for it.

Install it, pinned
mdr add nxtg-ai/forge-plugin/ceo-loop@git:20261007.7682d9b

Pins git:20261007.7682d9b in mdr.lock. Pin the fingerprint instead.

Audit grade
A, 17 of 17 checks passed
Kind
SKILL.md skill
Repository
nxtg-ai/forge-plugin
Path
plugins/nxtg-forge/skills/ceo-loop/SKILL.md
Versions recorded
5
Latest version
git:20261007.7682d9b, committed Oct 7, 2026
First version recorded
Mar 8, 2026
Size
18,592 bytes
Repository stars
6
License
MIT

CEO Decision Loop — the ORBIT execution protocol (OBSERVE → REASON → BUILD → INSPECT → TURN) for one iteration of NXTG-Forge autonomous product governance. Preloaded into the nxtg-ceo-loop agent and started by the /nxtg-forge:ceo-loop command; the ceo-loop-stop.sh Stop hook re-invokes it each iteration until the queue empties or limits hit. Use when running or resuming a CEO-LOOP: classify pending decisions by depth, apply the impact×reversibility matrix, write the append-only decision journal…

Collected from public GitHub. Every version is saved exactly as it was and never changes. Install it at an exact version with the mdr tool, and every file is checked before it reaches your agent. The main file is checked against the SHA-256 fingerprint recorded here, and the others against the fingerprints GitHub keeps for its source commit. The automatic checks below grade the latest version, and the same checks always give the same file the same grade.

What the file says

# CEO Decision Loop — ORBIT Protocol

## Overview

The CEO-LOOP ORBIT model turns the CEO agent from a single-pass decision oracle into a **continuous governance engine**. Each invocation of this skill is one ORBIT iteration. The Stop hook (`ceo-loop-stop.sh`) re-invokes this skill after each iteration until the queue is empty or limits are reached.

**Five contributions ORBIT adds to CEO-LOOP:**
1. **Actual loop mechanism** — Stop hook + state file, not pseudocode
2. **Cross-context continuity** — progress file bridges compaction
3. **Iteration tracking + retrograde** — was the last decision correct?
4. **Adaptive depth** — ESLint fix in 30s, architecture in 15 min with Agent Teams
5. **Trust calibration** — accuracy tracked, demotion alert surfaces to human

---

## State Files (all in `$PROJECT_ROOT/.claude/`)

These are written and read by the loop. **Never modify manually during an active loop.**

### `ceo-loop-state.json` — Hook state
```json
{
  "active": true,
  "iteration": 7,
  "max_iterations": 20,
  "time_limit_minutes": 30,
  "started_at": "2026-03-08T10:00:00Z",
  "trust_level": "standard",
  "depth_escalation_counter": 0,
  "correct_decisions": 47,
…

Read the whole file at its exact version.

How to install

The exact contents, by fingerprint
mdr add nxtg-ai/forge-plugin/ceo-loop@sha256:a93de35616cd734c

The line at the top of this page pins the label git:20261007.7682d9b, which is what most people want. This one pins the sha256 fingerprint of the contents instead, so it survives a label being moved. Either way the exact version is written to mdr.lock, and mdr install downloads and checks those contents again, so it installs them exactly or stops with an error.

Badge

mdr badge

[![mdr](https://markdownregistry.com/badge/art_l2audkmvv25xa53o.svg)](https://markdownregistry.com/a/art_l2audkmvv25xa53o)

3 badge image fetches in 30 days. What the badge shows.

Versions

The registry has recorded 5 versions of this file, between Mar 8, 2026 and Oct 7, 2026, about one every 53 days.

versioncommittedcommitsizeaudit
git:20261007.7682d9b latest2026-10-07 7682d9b 18,592 BA view · diff
git:20260714.4fd09522026-07-14 4fd0952 18,572 BA view · diff
git:20260714.061716b2026-07-14 061716b 13,805 BA view · diff
git:20260312.ae740362026-03-12 ae74036 13,773 BA view · diff
git:20260308.43d93792026-03-08 43d9379 13,780 BA view

Audit of the latest version

A  17 of 17 checks passed. Fixed automatic checks with no AI involved, so the same checks give the same answer every run.
  • pass: Frontmatter block present
  • pass: Frontmatter declares a name
  • pass: Frontmatter declares a description
  • pass: Size between 200 bytes and 200 KB (18592 bytes)
  • pass: No zero-width or bidi control characters
  • pass: No instruction hidden inside an HTML comment
  • pass: No link to an exfiltration or paste host
  • pass: No credential-shaped string
  • pass: No instruction to send local credentials anywhere
  • pass: No text hidden with inline styles
  • pass: No prompt-injection phrasing
  • pass: No curl or wget piped into a shell
  • pass: No recursive delete of root, home or parent
  • pass: No instruction to read or print local credentials
  • pass: No base64 blob over 200 characters
  • pass: No link to a raw IP address
  • pass: No script tag

Source

GitHub

nxtg-ai/forge-plugin · 6 stars · license MIT · pushed 2026-10-15 · branch main

API

GET https://markdownregistry.com/api/v1/artifacts/art_l2audkmvv25xa53o
GET https://markdownregistry.com/api/v1/resolve?ref=nxtg-ai/forge-plugin/ceo-loop
GET https://markdownregistry.com/api/v1/blob/a93de35616cd734cb17adf03de1b7cc943ee5da545abe5fe8b871eb12194dc65

Your AI assistant does the legwork. You hear about the deals worth your word. Hand yours the standing instructions at modelranch.com and it joins the network that reads files like this one.

Guides: the SKILL.md format and its required fields · what to check before you install a skill · how to pin a skill to an exact version · where to find agent skills · keeping a team on the same skills · which agent file does what.

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