
junai Pipeline MCP
io.github.saajunaid由 GitHub 账号 saajunaid 发布v0.1.1更新于 Oct 24, 2026
Agentic pipeline orchestration MCP server for AI-driven development workflows.
概览
在本地运行代理式开发流水线,规划功能、按阶段实现,并生成会话交接记录。
- 可以做什么
- 这是一个面向 AI 驱动开发工作流的代理式流水线编排服务器。它支持分阶段、测试驱动的功能规划,按阶段实现并逐阶段提交,对代码差异进行跨厂商审查,并生成会话交接文档。它还提供分层记忆模型,以及防止写入密钥或执行破坏性操作的钩子。
- 适用场景
- 当你希望 AI 助手在代码仓库中把一个软件功能从规划推进到实现和审查,并在不同会话之间无需重新摸索即可继续工作时,可以使用它。
- 运行要求
- 作为本地进程在用户机器上运行,通过 stdio 从 PyPI 包 junai-mcp 安装。需要 PATH 中有 Python 3.11 或更高版本,以及用于读取仓库状态的 Git。可选环境变量 JUNAI_WORKSPACE_ROOT 和 PIPELINE_STATE_PATH 分别设置工作区根目录和流水线状态文件。DeepSeek 或 GLM 的 API 密钥是可选的,仅用于跨厂商审查。
安装
在 SourceWeft 中
- 打开 控制台中的 junai Pipeline MCP,将其添加到工作区。
- 为需要使用其工具的对话启用该服务。
Desktop only,通过 STDIO。 STDIO 服务会启动本地进程,因此需要 SourceWeft 桌面宿主。
其他 MCP 客户端
参照 仓库 中的启动说明。
README
caddis — a Claude Code harness
Browse every command, skill, agent and hook -> saajunaid.github.io/caddis-plugin — the reference site, rebuilt on every publish.
caddis is a Claude Code harness — a plugin (plus a shared pool of skills, subagents,
slash-commands, and hooks) that makes a single Claude Code session dramatically more capable and much
harder to derail. It's agent-agnostic: the same pool is exported to other AI CLIs (Codex,
Antigravity, Copilot), and CLAUDE.md↔AGENTS.md are mirrors so every agent reads the same
conventions.
Before you start
Honest about the platform: caddis is developed and used daily on Windows with PowerShell.
The hooks are pure Python and cross-platform, and the skills, commands and agents are plain markdown
that work anywhere — but some launchers ship as both .ps1 and .sh, the deployment skill is
Windows-specific, and the publishing machinery (sync.ps1) is PowerShell-only. Nothing here is
hostile to macOS or Linux; it is simply less travelled, so expect rough edges and please report them.
Your first five minutes
Then, in a Claude Code session, confirm it actually loaded:
If that prints a version, you are installed. From there, the shortest path to seeing what caddis is for:
Everything else is optional. If you only ever use feature-plan → implement → cross-review, you
have most of the value.
This repository is the published marketplace mirror: it hosts the caddis and caddis-extras
Claude Code plugins, the portable per-harness bundles under bundles/, and the shared pool. It is
generated and pushed by the caddis authoring repo's exporter — issues are welcome here, but code
changes land upstream and are synced in.
Install (Claude Code)
Then, in any repo:
A normal working loop looks like:
The one habit that matters most: end every session with /handoff. It writes
.caddis/relay.md, which is re-injected automatically at the next session start — you resume with
zero re-discovery instead of a cold, forgetful session.
See USERGUIDE.md for the full command/skill/hook reference and the mental models.
What you get
- Slash-commands —
/feature-plan,/prd,/implement,/tdd,/ship·/ship-pr·/ship-merge,/handoff,/kb,/digress·/resume,/cross-review,/usage-review,/mermaid-db·/excalidraw-db,/setup-project-ai,/migrate-dir. - Subagents — lean, own-context helpers:
anchor(evidence-first verification),code-reviewer,preflight(plan-vs-codebase validation),tester,debug,codebase-audit,security-analyst,data-engineer,sql-expert,knowledge-transfer. - A four-layer memory model — session relay (
relay.md), automatic Dream Memory (memory.jsonl), a per-repo knowledge base (.caddis/kb/+DOC-MAP.md), and cross-repo memory. - Hooks & safety — a PreToolUse guard for secret/destructive writes, auto-lint on edit, and the SessionStart/Stop hooks behind relay + memory.
- Tiered skills — the core dev set ships in
caddis; the long tail (cloud, data, media, productivity) lives incaddis-extras, off by default.
Installing outside Claude Code (Codex, Antigravity, …)
The knowledge layer (skills + AGENTS.md conventions) works in any harness. Per-harness bundles are
published under bundles/ and installed with caddis-init:
Safe by design: a sha256 manifest tracks what the installer wrote; re-runs update only unmodified files, and anything you edited locally is reported as a conflict, never overwritten.
Repo layout
A note on names
caddis was previously published as claudster (and, before that, this repo hosted the junai
Copilot pipeline — see the pre-1.2 entries in CHANGELOG.md). Repos set up under
the old name have a .claudster/ artifact dir; everything reads both .caddis/ and .claudster/
and writes where the repo already lives, so nothing breaks. Run /caddis:migrate-dir when you
want a repo converted. The ~/.claudster/ user scope (keys, install records) is permanent.
License
MIT. The published plugin bundles (caddis / caddis-extras) carry the same license
in their manifests.
来源:README.md,提交 2a72043
工具
0版本历史
1- v0.1.1最新Sep 16, 2026
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