slopware-skills
transcendr · transcendr/slopware-skills
Bộ sưu tập này cung cấp các kỹ năng và plugin tác nhân AI di động, bao gồm MSW Kernel cho Công việc Đủ Tối Thiểu, nhằm tối ưu hóa quy trình làm việc của tác nhân.
Các AI agent skills và plugin miễn phí, di động dành cho Codex, Claude Code và các client của Agent Skills do Slopware Engineer (@aienginerd) tạo ra. Là nơi chứa MSW Kernel cho Minimum Sufficient Work.
Xem trước
Bạn có thể làm gì với nó
- Triển khai MSW Kernel để đảm bảo các tác nhân chỉ chấp nhận và hoàn thành công việc cần thiết với bằng chứng.
- Sử dụng plugin CODER Loop để tối ưu hóa quá trình phát triển Codex thông qua công việc giới hạn và đánh giá mới.
- Áp dụng kỹ năng Timebox để hội tụ công việc được ủy quyền trong một khoảng thời gian và ngân sách xác định.
Kiểm tra an toàn
Dùng được, nhưng nên đọc ghi chú trước.
- ●Không có giấy phép rõ ràng: hỏi tác giả trước khi dùng cho sản phẩm thương mại.
Quét tự động các file trong repo. Luôn xem lại code trước khi chạy.
Trích từ README
Slopware Skills
Free forever ♡
Portable, individually installable skills and plugins for AI coding agents by Slopware Engineer.
Packages
| Package | Type | Purpose |
|---|---|---|
| MSW Kernel | Skill and plugin | Admit only necessary work, require proof, and stop at the fixed point. |
| MSW Hook | Optional plugin | Reinforce the MSW Kernel once at session context boundaries. |
| MSL Kernel | Skill and plugin | Report only what the reader must act on, in a form they can check. |
| Timebox | Skill and plugin | Converge authorized work inside AWT and a closeout-only CGP. |
| CODER Loop | Codex skill and plugin | Optimize Codex development through bounded work, fresh evaluation, and evidence-scoped remediation. |
| Codex Voice Optimizer | Codex skill and plugin | Optimize Codex Voice for hands-free orchestration across owning work threads. |
Each package has its own documentation and remains independently installable.
The Slopware Dev Stack
A modular Codex-native stack that removes waste at every development boundary. Install one layer or compose the stack. Free forever.
| Component | Stack role | Contribution |
|---|---|---|
| Codex Voice Optimizer | Control plane | Hands-free intent, routing, authority, and material progress |
| CODER Loop | Development engine | Bounded implementation, independent evaluation, remediation, acceptance, and evolving model routing |
| MSW Kernel | Scope kernel | Necessary coordination, work, findings, repairs, and proof |
| Timebox | Convergence envelope | One explicitly authorized AWT/CGP clock around the work |
| MSL Kernel | Communication kernel | The final facts the user must understand or act on |
The product story is simple: CVO controls it. CODER builds it. MSW keeps it necessary. Timebox makes an authorized run converge. MSL makes the result clear. Every package works alone; together they form an evidence-evolving, high-efficiency agentic development system without a hard dependency or shared runtime.
MSW Kernel: Minimum Sufficient Work
All necessary work. Nothing beyond it.
Package documentation · Skill source
Minimum Sufficient Work is the principle. The MSW Kernel is the compact instruction set and program that applies the principle to agent work.
The MSW Kernel is a lightweight alternative to heavier, more invasive agent-control systems. Its small instruction surface can be just as effective, and arguably more effective, because it gives the agent one necessity test, a proof obligation, and a clear stopping condition without layering on another workflow.
MSW also protects contract integrity: temporary development state must neither add product responsibilities nor weaken required behavior. Necessary environment work stays at its own scope, and current capability and proof gaps must be reported truthfully.
It applies to implementation, debugging, review, research, planning, and documentation, not just code size. The original MSW Kernel post introduced the idea.
Install the MSW Kernel
Codex
This uses a free-form Git marketplace directly from this repository. It does not require submission to or verification for an official marketplace.
codex plugin marketplace add transcendr/slopware-skills
codex plugin add msw@slopware-skills
Add automatic reinforcement only if you want it:
codex plugin add msw-hook@slopware-skills
Start Codex, open /hooks, and trust the single SessionStart hook. The
msw plugin remains hook-free.
Claude Code
claude plugin marketplace add transcendr/slopware-skills
claude plugin install msw@slopware-skills
Add automatic reinforcement only if you want it:
claude plugin install msw-hook@slopware-skills
The msw plugin remains hook-free.
skills.sh
This installs the portable, hook-free Agent Skills version:
npx skills add transcendr/slopware-skills --skill msw -g
The installer supports Codex, Claude Code, and other Agent Skills-compatible clients.
Generic ~/.agents/skills
git clone https://github.com/transcendr/slopware-skills.git
mkdir -p ~/.agents/skills
cp -R slopware-skills/plugins/msw/skills/msw ~/.agents/skills/msw
Optional hook
The separate msw-hook plugin injects one compact MSW reminder when a session
context starts, resumes, clears, or compacts. It does not run before tools,
after edits, or on every user prompt. There are no modes, daemons, dependencies,
status lines, or state files.
Install only msw when you want explicit invocation with no hook.
FAQ
How is this different from heavier solutions like Ponytail?
Ponytail and similar systems can introduce modes, decision ladders, persistent reinforcement, invasive hooks, and highly opinionated conventions. The MSW Kernel stays at a lower level: define the contract, test necessity, prove the required work, and halt. This avoids overthinking, process doom spirals, and conventions that can clash with your own while remaining applicable beyond coding tasks.
What makes this work?
The contract converts an open-ended request into the smallest provable outcome. The deletion test forces every proposed action to justify itself against that outcome instead of habit, reviewer authority, or imagined future needs. The proof obligation prevents minimalism from becoming corner-cutting. The fixed point gives the agent a concrete stopping condition, so it neither stops early nor kee