Merge remote-tracking branch 'origin/master' into feat/ripgrep-packaged-binary
# Conflicts: # .agents/notes/implemented/feature/2026-07-31-even-out-shipped-tool-rosters.i18n.yaml # .agents/notes/implemented/feature/2026-07-31-even-out-shipped-tool-rosters.md # .agents/notes/implemented/feature/2026-07-31-even-out-shipped-tool-rosters.zh.md
This commit is contained in:
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# Bilingual-pair consistency record (docs/i18n/README.md): the git blob hash of each
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# side as of the last confirmed-consistent state. Both languages carry equal authority;
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# after editing either side, bring the other along and re-record with:
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# pnpm run verify-translation-pairing --write .agents/notes/implemented/architecture/2026-07-30-package-manager-native-repository-cache.md
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2026-07-30-package-manager-native-repository-cache.md: f8a6706065a936ca4a9abf2a50d266a60f09b252
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2026-07-30-package-manager-native-repository-cache.zh.md: b1fea3d655f8d7aeb466744dc27bbf4ba69993ec
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# Agent Note: Package-manager-native repository cache
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Status: implemented
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English | [中文](2026-07-30-package-manager-native-repository-cache.zh.md)
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## Problem
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A standalone Harness app cannot rely on a developer-owned SDK project to declare and install repository dependencies. Loading a configured GitHub repository therefore needs a persistent fetch, preparation, and cache boundary, but implementing Git transport, hosted-source syntax, package preparation, and a content store inside DSH would duplicate a package manager. Requiring a separately installed package manager would make a config-only feature depend on host setup.
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The cache also needs an update identity. A mutable branch name cannot both remain permanently cached and reflect later commits without an independent refresh protocol.
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## Decision
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Vendored `@cordisjs/plugin-loader/repository` exports `RepositoryCache`, a generic Node-only package helper with no DSH plugin-format knowledge. Keeping it on a subpath prevents browser consumers of the Loader's main entry from traversing Node filesystem and child-process imports. The caller supplies a package-manager-native source specifier and a cache root. DSH-specific callers own accepted source syntax, path selection, and the cache-root location; the [SDK project dependency workflow](../../proposed/feature/2026-07-17-sdk-follow-up-capabilities.md#external-cordis-plugin-installation) remains a separate path owned by the developer project's selected package manager.
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The Loader carries an exact runtime dependency on `pnpm@11.7.0` and invokes that package's JavaScript entry with the current Node executable. It never discovers a global executable or delegates through Corepack. Each cache miss creates an isolated project with one dependency named `repository`; pnpm owns Git/GitHub resolution, fetching, its content-addressed store, dependency installation, and lifecycle scripts in the repository's dependency graph.
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The isolated workspace sets `dangerouslyAllowAllBuilds: true`. A configured repository and its dependency graph are trusted executable code: lifecycle scripts may run before DSH reads any declared assets. The child receives ordinary host process state needed by Git and pnpm, but ambient credential-shaped (`KEY`, `PASSWORD`, `SECRET`, `TOKEN`) variables are removed. No OAuth, token forwarding, or private-repository authentication contract is added.
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The SHA-256 of the exact specifier names the cache entry. Concurrent same-process requests share one task. Installation occurs in a sibling temporary directory; only a successful install with a package directory and marker is atomically renamed into the final key. Failed staging is removed, and a competing process's already-published valid entry wins. A later process validates the marker and package directory before returning the stable `node_modules/repository` path.
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An identical specifier permanently reuses its published entry. The caller changes the ref or another part of the specifier to request a new generation; the cache does not poll remotes, reinterpret mutable refs, expire entries, or garbage-collect old generations.
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## Alternatives considered
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**Implement GitHub download, archive extraction, preparation, and caching directly.** Rejected under the [dependency policy](../process/2026-07-26-dependencies-over-hand-rolling.md): pnpm already owns hosted Git syntax, Git execution, lifecycle policy, and a shared content store. A second resolver would add more code while still needing package semantics.
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**Require `pnpm` on `PATH` or invoke Corepack.** Rejected because changing one app config must be sufficient on every supported installation. Pinning and shipping the CLI also makes the preparation policy reviewable and independent of the host's package-manager version.
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**Resolve a branch or tag again on every startup.** Rejected because it turns startup into a network refresh, changes code without a config diff, and makes rollback depend on remote state. Explicit ref changes preserve auditability even when a user deliberately chooses a mutable ref.
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**Disable repository lifecycle scripts.** Rejected because common plugin repositories need a declarative `prepare` step to validate and package their plugin subdirectory. The trust boundary is explicit configuration of executable source, not an incomplete illusion that only static files can run.
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**Introduce a Cordis repository service.** Rejected because cache lookup has no runtime contribution registry or provider variation. A small helper lets the later host own Cordis lifecycle and HMR without adding a service seam prematurely.
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## Consequences
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- Standalone apps carry pnpm's approximately 18.6 MB unpacked runtime instead of requiring a global tool or owning a Git/package implementation.
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- A repository author may use ordinary package preparation, and a malicious configured repository or dependency can execute code with the scrubbed child environment and the user's filesystem authority.
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- Exact specifiers make startup deterministic after the first successful install; changing cached code requires a config/ref change.
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- Failed installs leave no published cache entry and may be retried. Published corruption fails loud instead of silently reinstalling under the same identity.
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- Cache generations consume disk until a future explicit cache-management policy removes them.
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## Testing
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`packages/ui/app-boot/tests/repository-cache.spec.ts` covers same-process single-flight, cross-instance cache reuse, exact-specifier separation, failed-stage cleanup and retry, and boundary validation. Its real local-Git case invokes the bundled pnpm, runs the fixture repository's `prepare` script, and reads the prepared file from the installed cache entry without network access.
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# Agent Note: 包管理器原生仓库缓存
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Status: implemented
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[English](2026-07-30-package-manager-native-repository-cache.md) | 中文
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## 问题
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独立运行的 Harness 应用不能依赖开发者自有的 SDK 工程来声明并安装仓库依赖。因此,加载配置中的 GitHub 仓库需要一道持久的获取、准备与缓存边界;但如果在 DSH 内实现 Git 传输、托管来源语法、包(package)准备流程和内容存储,就会重复实现包管理器。若要求用户另行安装包管理器,则只需修改配置即可使用的功能还会依赖宿主环境的额外配置。
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缓存还需要明确更新标识。若没有独立的刷新协议,可变分支名无法既永久缓存,又反映后续 commit。
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## 决策
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vendor 中的 `@cordisjs/plugin-loader/repository` 导出 `RepositoryCache`:一个不包含 DSH 插件格式知识、仅限 Node 使用的通用包辅助工具。把它保留在子路径上,可以避免 Loader 主入口的浏览器消费方在解析依赖时遍历到 Node 文件系统和子进程 import。调用方提供包管理器原生的来源 specifier 和缓存根目录。DSH 专属调用方负责规定可接受的来源语法、路径选择与缓存根目录位置;[SDK 工程依赖工作流](../../proposed/feature/2026-07-17-sdk-follow-up-capabilities.md#external-cordis-plugin-installation)仍是另一条路径,由开发者工程选定的包管理器负责。
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Loader 将 `pnpm@11.7.0` 作为固定版本的运行时依赖,并使用当前 Node 可执行文件调用该包的 JavaScript 入口。它绝不探测全局可执行文件,也不经 Corepack 调用。每次缓存未命中都会创建一个隔离工程,其中只有一个名为 `repository` 的依赖;Git 与 GitHub 来源的解析和获取、pnpm 自身的内容寻址 store、依赖安装,以及仓库依赖图中的生命周期脚本均由 pnpm 负责。
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隔离工作区设置 `dangerouslyAllowAllBuilds: true`。用户配置的仓库及其依赖图都属于受信任的可执行代码:DSH 读取任何已声明资产之前,生命周期脚本就可能运行。子进程会收到 Git 与 pnpm 所需的常规宿主进程状态,但会移除环境中名称形似凭据(`KEY`、`PASSWORD`、`SECRET`、`TOKEN`)的变量。该机制不新增 OAuth、token 转发或私有仓库认证契约。
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缓存项以精确 specifier 的 SHA-256 命名。同一进程内针对相同 specifier 的并发请求共享一项任务。安装在同级临时目录中进行;只有安装成功且存在包目录和标记时,系统才会把暂存目录原子重命名为最终键对应的目录。失败的暂存目录会被删除;如果另一进程已发布有效项,则以该项为准。后续进程会先校验标记与包目录,再返回稳定的 `node_modules/repository` 路径。
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相同的 specifier 会永久复用已发布项。调用方通过修改 ref 或 specifier 的其他部分来请求新的缓存代次;缓存不会轮询远端、重新解释可变 ref、让条目过期,也不会垃圾回收旧代次。
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## 曾考虑的替代方案
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**直接实现 GitHub 下载、归档解压、准备与缓存。** 根据[依赖政策](../process/2026-07-26-dependencies-over-hand-rolling.md)不予采纳:pnpm 已负责托管 Git 语法、Git 执行、生命周期政策和共享内容存储。第二套解析器会增加更多代码,却仍需实现包语义。
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**要求 `pnpm` 位于 `PATH` 上,或调用 Corepack。** 不予采纳:在每种受支持的安装形态中,只修改一份应用配置就必须足以启用该功能。固定并随应用分发 CLI(命令行界面)还能使准备政策可供评审,并与宿主的包管理器版本无关。
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**每次启动都重新解析分支或 tag。** 不予采纳:这会把启动变成网络刷新,在配置 diff 未变化时更改代码,并让回滚依赖远端状态。即使用户有意选择可变 ref,显式修改 ref 仍能保持可审计性。
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**禁用仓库生命周期脚本。** 不予采纳:常见插件仓库需要声明式 `prepare` 步骤来校验并打包插件子目录。信任边界是显式配置可执行来源,而不是营造一种不完整的假象,仿佛只有静态文件能够运行。
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**引入 Cordis 仓库服务。** 不予采纳:缓存查找没有运行时贡献注册表,也不存在提供方变体。小型 helper 让后续宿主负责 Cordis 生命周期与 HMR(热模块替换),无需过早新增服务 seam。
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## 后果
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- 独立应用随附 pnpm 约 18.6 MB 的解压后运行时,不要求全局工具,也无需自行实现 Git 与包处理。
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- 仓库作者可以使用常规包准备流程;恶意的已配置仓库或依赖可以在经过上述清理的子进程环境中,以用户的文件系统权限执行代码。
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- 精确 specifier 使首次安装成功后的启动具有确定性;更改缓存代码必须修改配置或 ref。
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- 安装失败不会留下已发布缓存项,可以再次重试。已发布缓存损坏时会明确报错,而不会在同一标识下静默重装。
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- 缓存代次会持续占用磁盘,直到未来有明确的缓存管理政策将其移除。
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## 测试
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`packages/ui/app-boot/tests/repository-cache.spec.ts` 覆盖同进程 single-flight、跨实例缓存复用、精确 specifier 隔离、失败暂存清理与重试,以及边界校验。其真实本地 Git 用例会调用随附的 pnpm,运行 fixture(测试前置数据)仓库的 `prepare` 脚本,并在不访问网络的情况下,从已安装缓存项中读取准备后的文件。
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# Bilingual-pair consistency record (docs/i18n/README.md): the git blob hash of each
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# side as of the last confirmed-consistent state. Both languages carry equal authority;
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# after editing either side, bring the other along and re-record with:
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# pnpm run verify-translation-pairing --write .agents/notes/implemented/architecture/2026-07-30-static-repository-plugin-format.md
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2026-07-30-static-repository-plugin-format.md: c9d755b925a6ea05eed71e75803397d2672df9f4
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2026-07-30-static-repository-plugin-format.zh.md: 361de64d2e98b9fb4ac42963e4ae48e77fbc7016
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# Agent Note: Static repository Plugin format
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Status: implemented
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English | [中文](2026-07-30-static-repository-plugin-format.zh.md)
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## Problem
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|
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A repository that already contains reusable skills or an MCP server declaration should be usable by standalone Harness applications without becoming a Harness SDK project or rewriting its existing layout. Popular repositories must be able to add one `.dsh-plugin` directory while keeping their current skills and `.mcp.json` elsewhere in the tree. At the same time, treating an arbitrary repository entry point as a Cordis Plugin would make every repository a new unrestricted runtime extension surface and would bypass the existing skill and MCP lifecycle owners.
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The [package-manager-native repository cache](2026-07-30-package-manager-native-repository-cache.md) prepares an exact package source but intentionally knows nothing about DSH formats. This layer therefore needs a package-manager-compatible authoring format, a deterministic prepared artifact, and a Cordis composition that stays transactional under Loader disposal and replacement.
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## Decision
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||||
`@deepseek-ai/dsh-repository-plugin` owns a restricted `.dsh-plugin` package format with two contribution kinds only: skill roots and one common `.mcp.json`. Its package metadata uses `package.json#dsh.skills` for relative skill-root paths and `package.json#dsh.mcpServers` for the relative MCP document path. At least one is required. Each path may leave `.dsh-plugin` to reuse repository content but must remain beneath the directory containing that `.dsh-plugin`; a nested selectable Plugin therefore owns the adjacent subtree above its package without gaining access to unrelated host paths.
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The `.dsh-plugin` package declares `dsh-plugin-prepare` as its ordinary package-manager `prepare` script. The helper validates metadata and source types, strictly parses `.mcp.json`, copies static assets into `dsh-plugin-assets`, and writes `dsh-plugin.mjs`. The `.mjs` extension avoids imposing `type: module` on repository-authored package metadata. The generated module is a fixed import-free template containing only a normalized manifest, an `inject` list derived from it (`loader`, plus `skills` and/or `tools` per the declared capabilities, so the wrapper fiber gates on the services its children need), and delegation to the `dsh-repository-plugin` Loader builtin. Preparation never discovers, transpiles, bundles, or preserves a custom repository entry point.
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Loading the DSH package registers that builtin as an effect. A generated wrapper mounts the builtin as its child with `import.meta.url`, so all contributions belong to the wrapper fiber and disappear on Loader removal or rollback. The builtin revalidates the prepared manifest and path containment before reading assets. It composes the existing implementations rather than registering skills or MCP tools itself.
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||||
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||||
Each prepared skill set mounts `dsh-skill-local` with a unique `repository:<package-name>` provider name, only the copied custom roots, and watching disabled. `dsh-skill-local` therefore gains two general configuration fields: `providerName` and `includeDefaultRoots`. Their defaults preserve its existing single local provider; repository instances set a distinct name and exclude project/user roots so multiple instances neither collide nor duplicate host-local discovery.
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||||
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||||
Each `.mcp.json` server becomes one existing `dsh-mcp-client` child. The adapter accepts the common root `{ "mcpServers": ... }`; stdio definitions allow only optional `type: "stdio"`, `command`, `args`, and `env`, while HTTP definitions allow only `type: "http"`, `url`, and `headers`. Exact `${NAME}` process-environment references expand at runtime, after cache preparation; missing names fail Plugin load. HTTP maps to the client's Streamable HTTP transport, and stdio uses the prepared package directory as `cwd`. The existing client alone owns connection attempts, failure logging, remote tool synchronization, tool calls, and disconnects. Consequently an MCP connection failure keeps its established successful-plugin/no-tools behavior and is not reclassified as a repository preparation or Loader failure.
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||||
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||||
Unknown MCP fields reject. This intentionally excludes OAuth, `auth` objects, `CLAUDE_PLUGIN_ROOT`, and a broader Claude compatibility contract. Hooks, commands, agents, apps, arbitrary Cordis code, marketplaces, and discovery are also unsupported. Repository subdirectory selection and GitHub source configuration belong to the [standalone app integration](../feature/2026-07-30-config-only-repository-plugins.md), not this format package.
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||||
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||||
## Alternatives considered
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||||
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||||
**Load a repository's own Cordis entry point.** Rejected because it makes the advertised static format an unrestricted code-loading API, requires repository authors to depend on Harness internals, and duplicates the ordinary SDK/plugin-dependency path.
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||||
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||||
**Teach generated wrappers to implement skills and MCP directly.** Rejected because copied runtime code would drift from `dsh-skill-local` and `dsh-mcp-client`, especially their provider invalidation, tool synchronization, failure, and teardown contracts.
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||||
|
||||
**Import Harness packages from each generated wrapper.** Rejected because repository packages should not resolve or version the application's internal dependency graph. A Loader builtin supplies one app-owned implementation and keeps generated wrappers import-free.
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||||
|
||||
**Watch prepared repository assets.** Rejected because an exact repository cache generation is immutable. Ref, subdirectory, or configuration changes select a new generation; a second watcher would create an unowned refresh identity.
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||||
|
||||
**Treat MCP connect failures as Loader update failures.** Rejected because the existing MCP client deliberately contains connect failures and exposes no tools. Changing that semantic only for repository sources would create two failure contracts for the same server configuration.
|
||||
|
||||
## Consequences
|
||||
|
||||
- Existing skill/MCP repositories can add a small `.dsh-plugin/package.json` without relocating their assets or adopting an SDK project.
|
||||
- Prepared output is deterministic static glue, while the configured repository and its dependency lifecycle remain trusted executable package-manager input rather than a sandbox.
|
||||
- Multiple repository Plugins coexist through provider names and ordinary MCP server-name uniqueness; duplicate names fail through their existing registries and participate in Loader rollback.
|
||||
- Cached source edits do not appear live. Another exact source/ref/path/config selection is required.
|
||||
- Adding another contribution kind requires an explicit format and DSH-owned runtime consumer; it cannot arrive as repository JavaScript by accident.
|
||||
|
||||
## Testing
|
||||
|
||||
Focused tests prepare skills and MCP metadata, prove the emitted wrapper contains no imports, reject Work IQ-style OAuth fields, map Expo-style HTTP and DataJunction-style stdio plus environment values, and exercise missing variables. A real Loader test mounts a generated wrapper through the registered builtin, reads its skill through `ctx.skills`, removes the Loader entry, and observes provider cleanup. The keyless headless example loads a checked-in prepared wrapper through its real `cordis.yml` and snapshots the repository skill's logged model catalog row.
|
||||
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# Agent Note:静态 repository Plugin 格式
|
||||
|
||||
状态:已实现
|
||||
|
||||
[English](2026-07-30-static-repository-plugin-format.md) | 中文
|
||||
|
||||
## 问题
|
||||
|
||||
一个已经包含可复用 skills 或 MCP server 声明的仓库,应当能被独立 Harness 应用使用,而不必先变成 Harness SDK 项目,也不应被迫改写现有布局。常见仓库只需新增一个 `.dsh-plugin` 目录,同时仍可把原有 skills 与 `.mcp.json` 放在仓库其他位置。与此同时,如果把任意仓库入口都当作 Cordis Plugin,就会让每个仓库成为新的无限制运行时扩展表面,并绕过现有的 skill 与 MCP 生命周期所有者。
|
||||
|
||||
[Package-manager-native repository cache](2026-07-30-package-manager-native-repository-cache.md) 会准备一个精确 package source,但有意不了解任何 DSH 格式。因此本层需要一种兼容 package manager 的创作格式、确定性的已准备产物,以及在 Loader dispose 和替换期间仍保持事务性的 Cordis 组合。
|
||||
|
||||
## 决策
|
||||
|
||||
`@deepseek-ai/dsh-repository-plugin` 负责一个受限的 `.dsh-plugin` package 格式,且只允许两类贡献:skill 根和一个通用 `.mcp.json`。Package metadata 使用 `package.json#dsh.skills` 声明相对 skill 根路径,使用 `package.json#dsh.mcpServers` 声明相对 MCP 文档路径;两者至少需要一个。路径可以离开 `.dsh-plugin` 以复用仓库内容,但必须留在包含该 `.dsh-plugin` 的目录之下;因此,一个嵌套且可选择的 Plugin 可以拥有其 package 上方相邻的子树,却不能访问无关宿主路径。
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||||
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||||
`.dsh-plugin` package 把 `dsh-plugin-prepare` 声明为普通 package-manager `prepare` 脚本。Helper 会校验 metadata 与源码类型,严格解析 `.mcp.json`,把静态资源复制到 `dsh-plugin-assets`,并写入 `dsh-plugin.mjs`。`.mjs` 扩展名避免强迫仓库作者在 package metadata 中设置 `type: module`。生成模块来自固定、无 import 的模板,只包含规范化 manifest、由 manifest 派生的 `inject` 列表(`loader`,加上按声明能力加入的 `skills`/`tools`,使包装 fiber 在其子插件所需服务上门控),以及对 `dsh-repository-plugin` Loader builtin 的委托。准备阶段永远不会发现、转译、打包或保留自定义仓库入口。
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||||
|
||||
加载 DSH package 会以 effect 方式注册该 builtin。生成的包装模块使用 `import.meta.url` 把 builtin 挂载为自己的子级,因此所有贡献都归属于包装 fiber,并在 Loader 移除或回滚时消失。Builtin 会在读取资源前重新校验已准备 manifest 与路径包含关系。它只组合现有实现,而不自行注册 skills 或 MCP 工具。
|
||||
|
||||
每份已准备 skill 集合都会挂载 `dsh-skill-local`,使用唯一的 `repository:<package-name>` 提供方名称、仅包含复制后的自定义根,并禁用监视。因此 `dsh-skill-local` 新增两个通用配置字段:`providerName` 和 `includeDefaultRoots`。默认值保持原有单一本地提供方行为;repository 实例设置不同名称并排除项目/用户根,使多个实例既不冲突,也不会重复宿主本地发现。
|
||||
|
||||
`.mcp.json` 中的每个 server 都变成一个现有 `dsh-mcp-client` 子级。适配层接受通用根对象 `{ "mcpServers": ... }`;stdio 定义只允许可选的 `type: "stdio"`、`command`、`args` 与 `env`,HTTP 定义只允许 `type: "http"`、`url` 与 `headers`。严格的 `${NAME}` 进程环境变量引用在运行时、cache 准备之后展开;缺失变量会使 Plugin 加载失败。HTTP 映射到 client 的 Streamable HTTP transport,stdio 使用已准备 package 目录作为 `cwd`。只有现有 client 负责连接尝试、失败日志、远端工具同步、工具调用和断开。因此 MCP 连接失败会继续沿用“Plugin 成功但不注册工具”的既有行为,不会被重新分类为 repository 准备或 Loader 失败。
|
||||
|
||||
未知 MCP 字段会被拒绝。这里有意排除 OAuth、`auth` 对象、`CLAUDE_PLUGIN_ROOT` 和更广泛的 Claude 兼容契约。Hooks、commands、agents、apps、任意 Cordis 代码、marketplace 和发现同样不受支持。Repository 子目录选择与 GitHub 源配置属于[独立应用集成](../feature/2026-07-30-config-only-repository-plugins.md),而不是本格式 package。
|
||||
|
||||
## 考虑过的替代方案
|
||||
|
||||
**加载仓库自己的 Cordis 入口。** 拒绝,因为这会把宣传为静态的格式变成无限制代码加载 API,要求仓库作者依赖 Harness 内部实现,并重复普通 SDK/Plugin dependency 路径。
|
||||
|
||||
**让生成包装模块直接实现 skills 和 MCP。** 拒绝,因为复制的运行时代码会与 `dsh-skill-local` 和 `dsh-mcp-client` 漂移,尤其是提供方失效、工具同步、失败和 teardown 契约。
|
||||
|
||||
**让每个生成包装模块 import Harness package。** 拒绝,因为 repository package 不应解析或锁定应用的内部依赖图。Loader builtin 提供一份由 app 所有的实现,并让生成包装模块保持无 import。
|
||||
|
||||
**监视已准备 repository 资源。** 拒绝,因为一个精确 repository cache generation 是不可变的。Ref、子目录或配置变化会选择新 generation;第二套 watcher 会创造一套没有所有者的刷新身份。
|
||||
|
||||
**把 MCP 连接失败当作 Loader 更新失败。** 拒绝,因为现有 MCP client 有意收束连接失败并不暴露工具。只对 repository source 改变该语义,会让同一 server 配置拥有两套失败契约。
|
||||
|
||||
## 后果
|
||||
|
||||
- 现有 skill/MCP 仓库可以新增一个很小的 `.dsh-plugin/package.json`,无需移动资源或采用 SDK 项目。
|
||||
- 已准备输出是确定性的静态胶水;已配置仓库及其依赖生命周期仍是受信任的可执行 package-manager 输入,而非 sandbox。
|
||||
- 多个 repository Plugin 通过提供方名称和普通 MCP server-name 唯一性共存;重复名称经现有 registry 失败,并参与 Loader 回滚。
|
||||
- Cache 内的源码编辑不会实时出现;必须选择另一个精确 source/ref/path/config。
|
||||
- 新增贡献类型必须提供显式格式和 DSH 自有运行时消费方;它不能意外以 repository JavaScript 形式进入。
|
||||
|
||||
## 测试
|
||||
|
||||
聚焦测试会准备 skills 与 MCP metadata,证明生成包装模块不含 import,拒绝 Work IQ 风格的 OAuth 字段,映射 Expo 风格 HTTP 与 DataJunction 风格 stdio 及环境变量,并覆盖缺失变量。真实 Loader 测试通过已注册 builtin 挂载生成包装模块,经 `ctx.skills` 读取其 skill,移除 Loader 条目并观察提供方清理。Keyless headless 示例通过真实 `cordis.yml` 加载一份签入的已准备包装模块,并快照 repository skill 写入日志的模型目录行。
|
||||
Reference in New Issue
Block a user