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wangxiaofei860208-source

Lobster Subagent Dev

by wangxiaofei860208-source · GitHub ↗ · v1.0.0 · MIT-0
cross-platform ✓ Security Clean
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Install in OpenClaw
/install lobster-subagent-dev
Description
Subagent-driven development. Dispatch fresh subagent per task with 2-stage review (spec + quality). Cost-aware model routing. From Superpowers by Jesse Vincent.
README (SKILL.md)

Lobster Subagent-Driven Development 🦞

Fresh subagent per task. Two-stage review. Ship with confidence.

Inspired by Superpowers by Jesse Vincent.

Core Principle

Fresh subagent per task + 2-stage review = high quality, fast iteration

Subagents never inherit session context. You construct exactly what they need. This preserves your own context for coordination work.

The Process

1. Read Plan → Extract Tasks

  • Read implementation plan once
  • Extract ALL tasks with full text
  • Create TodoWrite tracking

2. Per Task: Implementer → Spec Review → Quality Review

[Dispatch Implementer]
  ↓ (if questions → answer → re-dispatch)
[Implementer: implement + test + commit + self-review]
  ↓
[Dispatch Spec Reviewer]
  ↓ ❌ → Fix → Re-review
  ↓ ✅
[Dispatch Code Quality Reviewer]
  ↓ ❌ → Fix → Re-review
  ↓ ✅
[Mark task complete]
  ↓
[Next task...]

3. Final Review

After all tasks complete:

  • Dispatch final code reviewer for entire implementation
  • Verify all requirements met
  • Run full test suite

Model Selection

Task Type Model Why
1-2 files, complete spec Cheapest Mechanical
Multi-file integration Standard Needs judgment
Architecture/review Strongest Needs expertise

Agent Status Handling

Status Action
DONE Proceed to spec review
DONE_WITH_CONCERNS Read concerns, then decide
NEEDS_CONTEXT Provide context, re-dispatch
BLOCKED Change model / split task / escalate

Never

  • Skip reviews (spec OR quality)
  • Start quality review before spec passes
  • Let implementer self-review replace actual review
  • Move to next task while review has open issues
  • Dispatch multiple implementers in parallel (conflicts)
Usage Guidance
This skill is internally coherent and low-risk as provided: it only defines a workflow for dispatching short-lived subagents and requests no secrets or installs. Things to consider before enabling: (1) subagent autonomy — ensure you trust automated dispatching and review the agent's authorization policy for launching subagents; (2) cost/model routing — confirm which models will be used for each task type to avoid unexpected expense; (3) validation — because the process delegates work, make sure human review gates and test-run policies are enforced so automated subagents cannot merge or deploy changes without oversight. If you want stricter controls, restrict the skill to user-invocable only (no autonomous runs) or configure model/endpoint allowlists and rate/cost limits.
Capability Analysis
Type: OpenClaw Skill Name: lobster-subagent-dev Version: 1.0.0 The skill bundle defines a structured development workflow for managing subagents, focusing on task extraction, multi-stage reviews (spec and quality), and model selection. The instructions in SKILL.md are purely organizational and lack any indicators of malicious intent, data exfiltration, or unauthorized execution.
Capability Assessment
Purpose & Capability
Name/description (subagent-driven development with 2-stage review) match the SKILL.md content. The skill is instruction-only and requires no binaries, env vars, or installs, which is proportionate to a process/workflow orchestration skill.
Instruction Scope
SKILL.md contains high-level orchestration steps (extract tasks, dispatch implementer/spec/quality reviewers, handle statuses). It does not instruct the agent to read unrelated files, access secrets, call unexpected external endpoints, or perform system-level operations. The instructions are procedural but remain within the stated coordination scope.
Install Mechanism
No install spec and no code files — lowest-risk model for an instruction-only skill. Nothing will be written to disk or downloaded by the installer.
Credentials
The skill requires no environment variables, credentials, or config paths. There are no requests for unrelated secrets or broad access, which is proportional to the described functionality.
Persistence & Privilege
always is false and there is no indication the skill modifies other skills or system-wide settings. Autonomous invocation is allowed by platform default, which is expected for an orchestration skill; the skill does not request elevated persistence or privileges.
How to Use
  1. Make sure OpenClaw is installed (local or Docker)
  2. Run the install command in chat: /install lobster-subagent-dev
  3. After installation, invoke the skill by name or use /lobster-subagent-dev
  4. Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
lobster-subagent-dev v1.0.0 – Initial Release - Introduces a subagent-driven development process with a fresh subagent dispatched per task. - Implements a 2-stage review workflow: separate specification and quality code reviews for each task. - Features cost-aware model routing, selecting models based on task complexity. - Ensures agent independence by not inheriting session context between subagents. - Describes status handling for agent workflow and outlines key “never” practices to prevent errors. - Inspired by the Superpowers project by Jesse Vincent.
Metadata
Slug lobster-subagent-dev
Version 1.0.0
License MIT-0
All-time Installs 0
Active Installs 0
Total Versions 1
Frequently Asked Questions

What is Lobster Subagent Dev?

Subagent-driven development. Dispatch fresh subagent per task with 2-stage review (spec + quality). Cost-aware model routing. From Superpowers by Jesse Vincent. It is an AI Agent Skill for Claude Code / OpenClaw, with 105 downloads so far.

How do I install Lobster Subagent Dev?

Run "/install lobster-subagent-dev" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.

Is Lobster Subagent Dev free?

Yes, Lobster Subagent Dev is completely free, licensed under MIT-0. You can download, install and use it at no cost.

Which platforms does Lobster Subagent Dev support?

Lobster Subagent Dev is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).

Who created Lobster Subagent Dev?

It is built and maintained by wangxiaofei860208-source (@wangxiaofei860208-source); the current version is v1.0.0.

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