
CLEO MCP Server
io.github.kryptobaseddev由 GitHub 账号 kryptobaseddev 发布v2026.3.35更新于 Oct 24, 2026
Task management for AI coding agents — CQRS 2-gateway pattern, 200 ops across 10 domains
概览
CLEO 是一个本地任务编排服务器,为编码代理提供跨项目的持久任务、会话、记忆和发布生命周期。
- 可以做什么
- 创建、搜索、查看、完成并关联带依赖和优先级的层级任务,支持批量创建和就绪检查。启动、恢复、检查点并生成工作会话简报,使上下文在多次对话间延续。存储观察、模式和便签,并提供语义搜索与跨会话记忆检索。检查代码符号和跨项目图谱,并通过波次、共识和消息传递协调多个代理。让工作按从研究到发布的阶段化生命周期推进,并附带校验和完整性检查。
- 适用场景
- 当你让一个或多个 AI 编码代理处理长期或多会话项目,且经常在会话之间丢失上下文时使用。它适合希望获得结构化任务跟踪、共享记忆和明确生命周期的团队,而不是临时提示。对小型一次性修改用处不大。
- 运行要求
- 以 npm 包 @cleocode/cleo 的形式通过 stdio 在本地运行。需要 Node.js 24 或更高版本。环境变量 CLEO_PROJECT_DIR 必须指向包含 .cleo 文件夹的项目目录,该文件夹由 CLI 初始化项目时生成。未声明任何身份验证。
安装
在 SourceWeft 中
- 打开 控制台中的 CLEO MCP Server,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
[CLEO — Agent First Task Orchestration]
CLEO
[npm version] [CI] [License: MIT] [Node.js Version]
CLEO is the work, evidence, memory and docs layer for AI coding agents. Agents
(and you) drive it through one CLI, cleo <command>, and every call returns a
single JSON envelope on stdout, so any agent harness can read it. CLEO keeps
each change traceable from task to pull request to release, demands evidence
before a task counts as done, remembers what was learned across sessions, and
keeps documentation from rotting.
What it does
Run cleo <command> --help for the full flags of any command.
Quick start
Then do the work and close it.
- With a pull request (the normal path): work on a branch, open a PR whose
body says
Closes: T003 AC1,AC2, check it withcleo done --from-merge <pr> --dry-run, get a per-criterion review (cleo review packet <pr> --task T003, thencleo review verdict), and merge on green CI. The merge sweep records the evidence and closes the task. - Without a pull request:
cleo done T003 --plannames the evidence each gate needs; record it withcleo verify, thencleo complete T003.
Finish with cleo memory observe "<what you learned>" --title "<short title>"
and cleo session end --note "<handoff>". The next session starts with
cleo briefing.
Docs that don't rot
AI agents write a lot of documentation, and most of it rots. An agent that cannot find the existing doc writes a new one; names carry task ids and dates; two copies drift apart; nobody can tell which one is current. After a few months the docs folder is a pile of near-duplicates that agents keep extending.
CLEO Docs fixes this at the source:
- One canonical home per doc. The store is the source of truth; files in
docs/are published mirrors. Find before you write (cleo docs query "<topic>"), and update the existing doc (cleo docs update <slug>) instead of adding a second one.cleo docs addis for genuinely new docs. - Stable names. Every doc name and slug is lowercase kebab-case with no
task id, session id or date; task and decision links live in metadata. A CI
gate (
cleo check canon docs) refuses new violators. - One kind per folder.
docs/adr,docs/spec,docs/plan,docs/research,docs/guide,docs/concept,docs/reference,docs/migration,docs/releaseanddocs/note. - Drift is visible.
cleo docs statuscompares each published mirror with the store,cleo docs rotflags docs whose covered code changed after them, andcleo docs doctorrepairs the store. - Messy folders can be migrated.
cleo docs modernize <folder>plans a kind, a stable name and keep/rename/merge/delete for every file, and applies it with a receipt you can roll back.
The how-to is docs/guide/cleo-documentation-sop.md.
Packages
The CLI is @cleocode/cleo; it depends on the rest. The main packages:
Development
Requires Node.js >= 24.16.0 and pnpm.
Repository rules (package boundaries, architecture gates, evidence) are in
AGENTS.md; see CONTRIBUTING.md to contribute.
Every change lands through a pull request that names its tasks; releases are
cut from main with cleo release cut.
The story of CLEO
CLEO began as one developer's refusal to keep losing the thread: powerful agents that forgot too easily, ambitious projects that died on the shelf. The Founding Story tells it from the builder's side, and The Awakening Story from CLEO's.
Support
If CLEO helps your workflow, consider supporting development:
License
MIT License - see LICENSE for details.
Star History
来源:README.md,提交 cbfc34e
工具
0版本历史
1- v2026.3.35最新Sep 16, 2026
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