Octopus Skill

REVIEW · 69
Community indexed

🐙 One brain, many arms — a curated prompt library for long-horizon agent work, compiled to each host (Claude Code · grok · Cursor · Codex). Arms: loop-graph (executor + clean-context supervisor) · quest (one objective riding the host's own verifier).

Downloads0
Stars30
Version1.0.0
Quality71/100 · Strong
Trust69/100 · Sandbox only
Audit81/100 · Needs review

Supply asset profile

Coding and developer agents

Code review, repo analysis, testing, CI, GitHub, DevOps, and developer workflow skills.

Browse track

Scenario

Coding agents

I need a coding agent that can understand a repository, edit code, and review pull requests.

Agent fit

Claude Code + OpenAI Agents + Cursor

Codex, Claude Code, Cursor, CLI, or custom agents.

Install

Ready

npx skills add levi-qiao/octopus-skill

Maintenance

fresh

11d since push

Risk

Needs review

Low GitHub adoption signal

GitHub quality

30

71/100 Quality · 77/100 Trust

Coverage tags

CodingCoding agentscoding-agentsprompt-libraryagent-workflows

Review notes

Low GitHub adoption signal · Quality score needs review

Agent adoption scorecard

Trust, audit, and install readiness at a glance

These scores combine public repository metadata, OpenAgentSkill review signals, maintenance freshness, and install readiness. They are a shortlist signal, not a replacement for human review.

Quality

Strong
71

Solid option that is likely worth shortlisting for production workflows.

Trust

Sandbox only
69

Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.

Audit

Needs review
81

A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.

OpenAgentSkill Trust Score v5

Human review before install

Run only in a sandbox and compare close alternatives before using it for real work.

ShellCodexClaude CodeCursorOpenAgentSkill CLI

Stars

30 GitHub stars

Repo activity

30 stars, 3 forks

Maintenance

11d since push

License

MIT

Install

npx skills add levi-qiao/octopus-skill

Install safety

standard package or runtime install path

Permission surface

shell or command execution, filesystem or document access

Agent outcomes

No agent outcome data yet

Docs

Strong README/SKILL.md context

Risk summary

Review before production

  • Low GitHub adoption signal
  • Quality score needs review
  • GitHub adoption: 30 GitHub stars
  • Stars/forks activity: 30 stars, 3 forks; issue activity unavailable in current metadata

Install readiness

Install path available

  • Install path is available
  • Repository evidence is available
  • License is declared
  • No Agent Proven outcome evidence yet

Agent-readable metadata

Machine-readable decision data for this skill.

Use this block or the embedded JSON to decide whether an agent should install this skill, choose an alternative, or ask for human review first.

Open JSON

Suited tasks

  • Workflow automation workflows
  • Claude Code teams
  • builders willing to evaluate younger projects
  • Move data between tools

Suited agents

ShellCodexClaude CodeCursorOpenAgentSkill CLIOpenAI AgentsCLI

Install decision

Command
npx skills add levi-qiao/octopus-skill
Policy
review
Human review
yes

Trust and risk

Trust
69/100
Audit
81/100
Risk level
Needs review

Outcome loop

Endpoint
/api/agent/outcome
Event ID
resolve
Outcomes
5

Install command

npx skills add levi-qiao/octopus-skill

Do not use when

  • teams that need a vendor-supported SLA
  • production agents without a repository review
  • Low GitHub adoption signal
  • High-risk permission hints: Shell or command execution
  • Quality score needs review

Agent safety v2

53/100 · Avoid automatic install

Experimentalreview

Sparse or mixed signals. Useful for discovery, but not for autonomous installation.

Test manually in an isolated workspace and compare against safer alternatives.

Resolve via API

high

Shell or command execution

Skill metadata references terminal, CLI, shell, subprocess, or command execution workflows.

medium

Network access

Skill likely fetches remote pages, APIs, repositories, or external services.

medium

Filesystem access

Skill may read or write project files, documents, generated artifacts, or local workspace state.

  • High-risk permission hints: Shell or command execution
  • Low GitHub adoption signal

Install targets

Install this skill in your agent workflow

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

skill install

OpenAgentSkill CLI

Use the registry command when your workflow supports the OpenAgentSkill installer.

$ npx skills add levi-qiao/octopus-skill

Agent resolve plan

Let an agent verify fit before installing.

The Resolve API returns the selected skill, alternatives, safety policy, audit notes, install target, and copy-paste prompt an agent can follow without scraping this page.

Open text plan

Agent should check

  • Task fit and alternatives from Resolve API.
  • Audit score, trust score, and safety policy warnings.
  • Install target compatibility for Codex, Claude Code, Cursor, or CLI.

Copy prompt

Task: Use Octopus Skill in this workspace.
Resolve first: https://www.openagentskill.com/api/agent/resolve?task=Use%20Octopus%20Skill%20for%20an%20agent%20workflow&agent=codex&max_risk=medium
Review install handoff: https://www.openagentskill.com/api/skills/levi-qiao-octopus-skill/install
Install command: npx skills add levi-qiao/octopus-skill
Before running it, summarize audit warnings, required permissions, and the fallback skill if install is risky.

Agent handoff

Give an agent the install path, not another directory page.

Use the public install endpoint to fetch the command, safety checklist, target prompts, and canonical links for this skill.

Open install API

Agent prompt

Use Octopus Skill for this task. Review https://www.openagentskill.com/api/skills/levi-qiao-octopus-skill/install, then install with: npx skills add levi-qiao/octopus-skill

Registry metadata

Agent-readable profile for automatic skill selection.

This page exposes the same decision, trust, audit, use-case, and install signals through the Registry API, so agents can rank this skill without scraping the UI.

Open manifest

Agent fit

70/100

Workflow automation

Platforms

Shell, Claude Code, OpenAI Agents, Cursor

Audit report

Needs review · 81/100

A machine-readable review of install readiness, security metadata, maintenance, and adoption risk.

View audit reportView eval report

Agent decision cockpit

Fallback candidate for Workflow automation

Prototype with this skill first; keep a fallback candidate ready.

70
Readiness
Prototype
Stage

Role in stack

Fallback candidate

Primary fit

Workflow automation

Trust label

Prototype first

Install path

Command ready

Use when

  • Workflow automation workflows
  • Claude Code teams
  • builders willing to evaluate younger projects

Evidence

  • recent repository activity
  • install command or GitHub repo available
  • 71/100 quality profile
  • 1 OpenAgentSkill engagement events

review first

  • Low GitHub adoption signal

Implementation path

  1. 1Install it in a sandbox agent and run one Workflow automation task end to end.
  2. 2Compare output quality, latency, and failure behavior against at least one alternative.
  3. 3Promote it into production only after reviewing repository permissions, license, and maintenance signals.

Trust profile

Sandbox only

Useful candidate with missing or mixed trust signals. Keep it in an isolated workspace until the outcome loop proves task fit.

69
OpenAgentSkill Trust Score

GitHub adoption

CHECK

30 GitHub stars

Stars/forks activity

CHECK

30 stars, 3 forks; issue activity unavailable in current metadata

Recent maintenance

PASS

11d since push

License clarity

PASS

MIT

Good signals

  • AI review approved
  • Install path is available
  • Repository evidence is available
  • Recently maintained repository
  • Install command has no obvious high-risk pattern
  • Outcome loop is ready but needs first real agent run

Review before install

  • Low GitHub adoption signal
  • Quality score needs review
  • GitHub adoption: 30 GitHub stars
  • Stars/forks activity: 30 stars, 3 forks; issue activity unavailable in current metadata
  • No real agent outcome reports yet
  • Human review required before unattended installation

Recommended action

Run only in a sandbox and compare close alternatives before using it for real work.

Quality profile

Strong candidate for agent workflows

Solid option that is likely worth shortlisting for production workflows.

71
GitHub stars
30
Freshness
11d ago
Install ready
Yes
License
MIT
Review before install: Low GitHub adoption signal

Workflow fit

Use this skill in these scenarios

Workflow fit

Add it to a complete workflow

Alternative shortlist

Compare before you install

Similar skills that may fit this task.

Compare all

Overview

# octopus-skill 🐙

**One brain, many arms.** A curated library of battle-tested prompts for long-horizon agent work, compiled to whatever host you run — Claude Code, grok, Cursor, Codex. The methodology is shared; each *arm* adapts it to a host's native shape (a loop, or a goal). Like an octopus, one nervous system reaching into different environments and changing color to fit each one.

[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE) [![PRs Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg)](CONTRIBUTING.md) ![Hosts: Claude Code · grok · Cursor · Codex](https://img.shields.io/badge/hosts-Claude%20Code%20·%20grok%20·%20Cursor%20·%20Codex-8A2BE2)

English · [简体中文](README.zh-CN.md)

<img alt="the graph: an executor node and a clean-context supervisor node communicating only through durable files" src="assets/graph.png" width="100%" />

## Why this exists

A strong model authoring a tuned, opinionated prompt beats hand-driving a host ad hoc — for repeatable, long-horizon, high-stakes work. (For a quick one-off, just type the task; the library's ROI is in reuse.) The durable value isn't any one mechanism — it's the **discipline**: "done" means verified not written, no test theater, no speculative building, forced convergence against growth, and hard owner red lines. That discipline is host-agnostic. octopus is where it lives, once, and gets compiled down to each host.

## The arms

| Arm | Use when | Ships | |-----|----------|-------| | **[`loop-graph`](skills/loop-graph)** | you'll drive it with `/loop` (Claude Code, grok, Cursor, shell); multi-round work that scope-creeps or fakes "done"; multi-milestone phases; executor and supervisor split across hosts/models; owner-gated | an **executor node** (works a single-source-of-truth ledger) + a clean-context **supervisor node** that re-verifies from outside and corrects via a one-way directives file — two loops | | **[`quest`](skills/quest)** | you'll hand it to a goal comman

Platform compatibility

shellFULL

Technical details

Version
1.0.0
License
MIT
Last updated
Jul 23, 2026
Published
Jul 23, 2026

Frameworks & tools

Shell

Decision snapshot

Fallback candidate

70
Ready
Prototype
Stage

recent repository activity

Audit

Install review

Install and adoption review

81
Needs review
Security
83/100
Maintenance
100/100
Install
92/100
Open full auditView eval report

Agent-proven evidence

Agent-proven evidence

Outcome reports after resolve, review, install, and one narrow run.

0
Proven
Needs first agent runAuto-install: review firstLast: Unknown
Success rate
Recent failure
Outcomes
0
Output quality
Failed
0
Not relevant
0
Installs
0
Risk blocked
0
Setup needed
0
Production
0

No agent outcome data yet. The first agent run can report success, setup needs, risk blocks, failure, or not-relevant through /api/agent/outcome.

Install

Add to agent workflow

Free and open source. Review the report before installing into production agents.

Growth loop

Share kit

X

Scenario-led draft for Octopus Skill, ready for a manual X post.

Curator note
Octopus Skill: Curated library of battle-tested prompts for long-horizon agent tasks adapted to multiple AI...

30 stars

https://www.openagentskill.com/skills/levi-qiao-octopus-skill?ref=x
Open X draft
Optional reply with install command
Listing + install path for Octopus Skill:
https://www.openagentskill.com/skills/levi-qiao-octopus-skill?ref=x

Install: npx skills add levi-qiao/octopus-skill

Listing source

Community indexed

Claimable

This listing was indexed from public sources and is not marked official until a maintainer claim is approved.

Creator
levi-qiao
Indexed by
OpenAgentSkill community index

Attribution links to the public repository or creator profile. Creators can claim the listing to update ownership signals.

Claim this skill

Owner claim

Claim this skill listing

This Community indexed listing is attributed to levi-qiao but is not marked official yet. Claim it to add a verified owner signal and make future launch, install, and audit updates easier to trust.

Creator backlink kit

Add the evidence badges to your README

Show the canonical listing, current trust and audit signals, and real Agent-Proven evidence where developers evaluate the repository.

[![Listed on OpenAgentSkill](https://www.openagentskill.com/api/badge/levi-qiao-octopus-skill?metric=listed&label=Listed)](https://www.openagentskill.com/skills/levi-qiao-octopus-skill)
[![OpenAgentSkill Trust](https://www.openagentskill.com/api/badge/levi-qiao-octopus-skill?metric=trust&label=Trust)](https://www.openagentskill.com/skills/levi-qiao-octopus-skill)
[![OpenAgentSkill Audit](https://www.openagentskill.com/api/badge/levi-qiao-octopus-skill?metric=audit&label=Audit)](https://www.openagentskill.com/skills/levi-qiao-octopus-skill/audit)
[![Agent Proven](https://www.openagentskill.com/api/badge/levi-qiao-octopus-skill?metric=proven&label=Agent%20Proven)](https://www.openagentskill.com/skills/levi-qiao-octopus-skill)

Author

L

levi-qiao

@levi-qiao

Health signals

GitHub stars
30
Quality score
43/100
Last GitHub push
Jul 23, 2026
Framework hints
1
OpenAgentSkill views
1
Install copies
0
Outbound clicks
0

Community signal

Share whether this skill looks useful for your agent workflow. Aggregated feedback improves rankings over time.

Trust & safety

Sandbox only

69
  • GitHub adoption30 GitHub starsCHECK
  • Stars/forks activity30 stars, 3 forks; issue activity unavailable in current metadataCHECK
  • Recent maintenance11d since pushPASS
  • License clarityMITPASS
  • README/SKILL.md completenessMetadata includes enough usage and workflow contextPASS
  • Dependency/runtime riskcommand execution surfaceINFO