feat(examples): add generic memory MCP overlays

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ZiyaZhang
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# Bilingual-pair consistency record (docs/i18n/README.md): the git blob hash of each
# side as of the last confirmed-consistent state. Both languages carry equal authority;
# after editing either side, bring the other along and re-record with:
# pnpm run verify-translation-pairing --write .agents/notes/implemented/feature/2026-07-31-third-party-memory-mcp-examples.md
2026-07-31-third-party-memory-mcp-examples.md: 512a222d1f8406d11ef5c58c5f2749c9b571d846
2026-07-31-third-party-memory-mcp-examples.zh.md: 8bdc4ae371b7b3c4a8e78eeceed1f965e515a475
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# Agent Note: Third-party memory MCP examples
Status: implemented
English | [中文](2026-07-31-third-party-memory-mcp-examples.zh.md)
## Problem
A direct vendor integration made one provider's API, configuration, health behavior, and tool semantics part of DSH. That was too much product surface for a capability already expressible through MCP, and it would require repeating the same adaptation for every memory system. Users instead need a small, inspectable way to opt into one external memory server while preserving the generic MCP boundary.
The acceptance bar is stronger than "the socket connects": each reference must support a real DSH write in session A, recall from the provider in a fresh DSH session B, and use of the recalled value. At the same time, provider downloads, accounts, models, embeddings, storage initialization, and separate HTTP processes must remain upstream responsibilities.
## Decision
Ship three default-off Cordis overlay examples under `examples/mcp-memory`: Memorix, MCP Reference Memory, and Engram. Every file inserts exactly one `@deepseek-ai/dsh-mcp-client` row. None is referenced by the shipped composition, and the CLI declares the generic bridge only so an explicitly selected overlay can resolve it.
These third-party configurations are provided as interoperability examples only. Their inclusion does not imply endorsement, recommendation, partnership, or ongoing support by DeepSeek. There is no memory preset registry, vendor-specific DSH plugin, universal memory service, installation UI, migration layer, health checker, or reconnect controller. Another memory MCP server uses the same documented stdio or Streamable HTTP row.
## Responsibility boundary
| Concern | DSH | Upstream provider or user |
|---|---|---|
| Parse selected overlay | Yes | Select one file |
| Start stdio command and stop it on plugin disposal | Yes | Install the pinned executable |
| Connect to Streamable HTTP and discover tools | Yes | Run and supervise the HTTP service |
| Register tools as `mcp__<serverName>__<rawName>` | Yes | Define tool schemas and behavior |
| Account, auth, model, embedding, storage initialization | No | Yes |
| Vendor data migration, retry, crash recovery | No | Yes |
The generic stdio transport scrubs ambient credential-shaped and `DSH_*` variables. Baseline examples explicitly map only the variables they require; optional provider secrets must be added to `config.env` or configured in the provider's own files.
## Pins and identity
| Provider | Tested contract |
|---|---|
| Memorix | npm `1.3.0`, tag commit `500792cad3144142293bfbb20acb4841c9f7fcfa` |
| MCP Reference Memory | npm `2026.7.4`, package commit `6dd0a683e198783e30feabf7abaf42f925bd18b1` |
| Engram | tag `v1.20.0`, commit `ba9e46ced152c37a7cb9e576153c41995873e2fc` |
`DSH_MEMORY_USER_ID` is a stable user partition, not a DSH session id. Each example maps it to a separate provider data path under `$DSH_HOME`.
Project identity remains provider-owned: Memorix and Engram use the DSH working directory's Git project, with Engram optionally accepting `ENGRAM_PROJECT`.
## Model guidance
The examples do not patch `@deepseek-ai/dsh-system-prompt`: a config patch replaces a row's complete config and could erase an existing persona. The README instead offers one optional additive instruction:
> When the user asks you to remember something, call a memory write tool. When historical information may be relevant, search memory and use relevant results.
Provider tool descriptions remain authoritative.
## Validation contract
Remote CI never contacts third-party services or consumes secrets. The keyless suite parses all three overlay files, checks their generic bridge and secret boundary, replaces the upstream endpoint with the package-owned MCP fixture server, boots the real Cordis Loader, and proves tool discovery.
Before merge, manual evidence for every pinned provider must separately show:
1. DSH session A calls a write tool and receives success for a unique value.
2. Fresh DSH session B, under the same provider/user scope, calls search or recall and returns that value without session A's transcript.
3. Session B uses the recalled value in a subsequent answer.
"Fresh session" means a new DSH session in the same Host. No Host restart is required. The generic MCP client discovers asynchronously and has no automatic reconnect after a child or HTTP transport closes; validation waits for tools before the first turn and uses HMR or a Host restart only after a crash.
## Alternatives considered
**One DSH plugin per provider.** Rejected because it repeats auth, configuration, lifecycle, and tool wrappers that MCP already standardizes and expands ownership for every added provider.
**A memory-provider preset registry.** Rejected because a registry would make third-party versions and recommendations look like a supported DSH product surface. Copyable overlays keep ownership and drift visible.
**Run `npx` or `go run` inside the MCP row.** Rejected after probes showed first-run npm downloads can exceed the MCP initialization timeout and an interrupted `npx` cache can become unusable. DSH starts a server process; it is not the provider package manager. Pinned installation commands are explicit prerequisites.
**Inject the common instruction from the generic MCP client.** Rejected because the bridge serves non-memory MCP servers too, and generic prompt mutation would reintroduce provider semantics into shared runtime code.
## Consequences
Selecting a file gives the model the provider's complete discovered MCP tool surface, with schema/token cost determined by that provider. Removing `--config` removes the memory server. Users accept each upstream license, data policy, cloud cost, and operational model directly.
The earlier vendor-specific change is superseded by this generic path. Future provider drift is handled by updating and revalidating a small example pin rather than adding runtime branches to DSH.
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# Agent Note: 第三方记忆 MCP 示例
Status: implemented
[English](2026-07-31-third-party-memory-mcp-examples.md) | 中文
## 问题
直接集成某个提供方会使该提供方的 API、配置、健康状态行为和工具语义成为 DSH 的一部分。对于已经可以通过 MCP 表达的功能,这会让产品接口过于庞大,而且每接入一个记忆系统都需要重复同样的适配工作。用户需要的是一种精简、可检查的方式,在保留通用 MCP 边界的同时,选择启用一个外部记忆服务器。
验收标准不止于「套接字可以连接」:每份参考配置都必须支持 DSH 在会话 A 中实际写入,在新的 DSH 会话 B 中从提供方召回,并使用召回的值。与此同时,提供方下载、账户、模型、embedding、存储初始化和独立 HTTP 进程仍由上游负责。
## 决策
`examples/mcp-memory` 下交付三份默认关闭的 Cordis overlay 示例:Memorix、MCP Reference Memory 和 Engram。每个文件只插入一个 `@deepseek-ai/dsh-mcp-client` 配置项。交付组合不会引用这些文件;CLI(命令行界面)仅声明通用桥接器,使用户显式选择 overlay 时可以解析它。
这些第三方配置仅作为互操作参考;收录不代表 DeepSeek 的认可、推荐、合作关系或持续支持承诺。系统没有记忆预设注册表、提供方专属 DSH 插件、通用记忆服务、安装 UI、迁移层、健康检查器或重连控制器。其他记忆 MCP 服务器可以使用同一份文档中的 stdio 或 Streamable HTTP 配置项。
## 职责边界
| 事项 | DSH | 上游提供方或用户 |
|---|---|---|
| 解析选中的 overlay | 是 | 选择一个文件 |
| 启动 stdio 命令,并在插件 dispose(资源释放)时将其停止 | 是 | 安装固定版本的可执行文件 |
| 连接 Streamable HTTP 并发现工具 | 是 | 运行并监管 HTTP 服务 |
| 以 `mcp__<serverName>__<rawName>` 注册工具 | 是 | 定义工具 schema 和行为 |
| 账户、认证、模型、embedding、存储初始化 | 否 | 是 |
| 提供方数据迁移、重试、崩溃恢复 | 否 | 是 |
通用 stdio 传输会清除环境中名称类似凭据的变量和 `DSH_*` 变量。基线示例仅显式映射自己需要的变量;可选的提供方密钥必须添加到 `config.env`,或配置在提供方自己的文件中。
## 版本固定与身份
| 提供方 | 已测试契约 |
|---|---|
| Memorix | npm `1.3.0`tag commit `500792cad3144142293bfbb20acb4841c9f7fcfa` |
| MCP Reference Memory | npm `2026.7.4`package commit `6dd0a683e198783e30feabf7abaf42f925bd18b1` |
| Engram | tag `v1.20.0`commit `ba9e46ced152c37a7cb9e576153c41995873e2fc` |
`DSH_MEMORY_USER_ID` 是稳定的用户分区,不是 DSH 会话 id。每份示例都将其映射到 `$DSH_HOME` 下相互独立的提供方数据路径。
项目身份仍由提供方负责:Memorix 和 Engram 使用 DSH 工作目录中的 Git 项目,其中 Engram 还可以选择接受 `ENGRAM_PROJECT`
## 模型指导
示例不会修改 `@deepseek-ai/dsh-system-prompt`:配置 patch 会替换某个配置项的完整配置,可能抹除已有 persona。README 改为提供一条可选的附加指令:
> 用户要求记住时调用写入工具;涉及历史信息时,主动检索并使用相关记忆。
提供方的工具描述仍然是权威定义。
## 验证契约
远程 CI 不会访问第三方服务或消耗密钥。无密钥套件解析全部三份 overlay 文件,检查其通用桥接器和密钥边界,将上游端点替换为包自带的 MCP fixture(测试前置数据)服务器,通过真实 Cordis Loader 启动,并验证工具发现。
合并前,每个固定版本的提供方都必须分别提供以下人工证据:
1. DSH 会话 A 调用写入工具,为一个唯一值写入记忆,并收到成功结果。
2. 新的 DSH 会话 B 在相同提供方/用户范围下调用搜索或召回,不借助会话 A 的 transcript(文本记录)便可返回该值。
3. 会话 B 在后续回答中使用该召回值。
「新会话」是指同一个 Host 中新建的 DSH 会话,不需要重启 Host。通用 MCP 客户端以异步方式发现工具,子进程或 HTTP 传输关闭后不会自动重连;验证会在第一轮之前等待工具出现,并且只在崩溃后使用 HMR 或重启 Host。
## 考虑过的替代方案
**每个提供方使用一个 DSH 插件。** 不予采纳,因为这会重复 MCP 已经标准化的认证、配置、生命周期和工具包装层,并随着每增加一个提供方而扩大维护范围。
**记忆提供方预设注册表。** 不予采纳,因为注册表会让第三方版本和推荐看起来像受支持的 DSH 产品接口。可复制的 overlay 让所有权和版本偏移保持可见。
**在 MCP 配置项内运行 `npx` 或 `go run`。** 不予采纳,因为探测表明首次 npm 下载可能超过 MCP 初始化超时,而中断的 `npx` 缓存可能变得不可用。DSH 负责启动服务器进程,不是提供方的包管理器。固定版本的安装命令属于显式前置条件。
**由通用 MCP 客户端注入共用指令。** 不予采纳,因为该桥接器也服务于非记忆类 MCP 服务器,而且通用提示词变更会把提供方语义重新带入共享运行时代码。
## 后果
选择一个文件后,模型可以使用提供方发现到的完整 MCP 工具接口;工具 schema 和 token 成本由提供方决定。移除 `--config` 就会移除记忆服务器。用户直接接受各上游的许可证、数据政策、云服务费用和运维模式。
通用方案取代了早期针对特定提供方的改动。未来出现提供方版本偏移时,只需更新并重新验证一份小型示例的固定版本,不必向 DSH 添加运行时分支。
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"@deepseek-ai/dsh-llm-deepseek": "workspace:^",
"@deepseek-ai/dsh-llm-pi-ai": "workspace:^",
"@deepseek-ai/dsh-llm-retry": "workspace:^",
"@deepseek-ai/dsh-mcp-client": "workspace:^",
"@deepseek-ai/dsh-paths": "workspace:^",
"@deepseek-ai/dsh-permission": "workspace:^",
"@deepseek-ai/dsh-plan-mode": "workspace:^",
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# Minimal keyless composition for loading example MCP overlays against the
# package-owned fixture server in memory-mcp-configs.spec.ts. Source builtins
# keep this unit test independent of prebuilt workspace artifacts.
- id: system-prompt
name: cordis:memory-test-system-prompt
- id: tools
name: cordis:memory-test-tools
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/**
* The third-party memory examples stay config-only. This suite parses every
* checked-in overlay, verifies its pin/transport/secret boundary, then replaces
* only the upstream endpoint with the package-owned keyless MCP fixture and
* proves the real Cordis Loader discovers a tool through the generic bridge.
*/
import { readFileSync } from 'node:fs'
import { resolve } from 'node:path'
import { afterEach, describe, expect, it } from 'vitest'
import type { Context } from 'cordis'
import type { PatchOptions } from '@cordisjs/plugin-include'
import { boot, loadOverlayPatches } from '@deepseek-ai/dsh-app-boot'
import SystemPrompt from '@deepseek-ai/dsh-system-prompt'
import ToolRegistry from '@deepseek-ai/dsh-tools'
import * as McpClient from '@deepseek-ai/dsh-mcp-client/src/index.ts'
interface ExampleContract {
file: string
id: string
serverName: string
transport: 'stdio' | 'streamable-http'
pin: string
}
interface InsertedRow {
id?: string
name?: string
config?: Record<string, unknown>
}
const root = resolve(import.meta.dirname, '../../..')
const exampleDir = resolve(root, 'examples/mcp-memory')
const baseConfig = resolve(import.meta.dirname, 'fixtures/memory-mcp-base.cordis.yml')
const fixtureServer = resolve(root, 'packages/mcp/mcp-client/tests/fixture-server.ts')
const examples: ExampleContract[] = [
{
file: 'memorix.cordis.yml',
id: 'memory-memorix',
serverName: 'memorix',
transport: 'stdio',
pin: '1.3.0',
},
{
file: 'mcp-reference-memory.cordis.yml',
id: 'memory-mcp-reference',
serverName: 'reference_memory',
transport: 'stdio',
pin: '2026.7.4',
},
{
file: 'engram.cordis.yml',
id: 'memory-engram',
serverName: 'engram',
transport: 'stdio',
pin: '1.20.0',
},
]
const liveContexts = new Set<Context>()
afterEach(async () => {
await Promise.all([...liveContexts].map(async ctx => ctx.fiber.dispose()))
liveContexts.clear()
})
function insertedRow(patches: PatchOptions[]): InsertedRow {
expect(patches).toHaveLength(1)
const insert = patches[0]?.insert
expect(insert).toHaveLength(1)
return insert?.[0] as InsertedRow
}
async function waitForTool(ctx: Context, name: string): Promise<void> {
const deadline = Date.now() + 10_000
while (!ctx.tools.schemas().some(schema => schema.name === name)) {
if (Date.now() >= deadline) throw new Error(`timed out waiting for ${name}`)
await new Promise(resolveWait => setTimeout(resolveWait, 25))
}
}
describe('third-party memory MCP example overlays', () => {
it.each(examples)('parses $file with the documented generic boundary', (contract) => {
const file = resolve(exampleDir, contract.file)
const source = readFileSync(file, 'utf8')
const row = insertedRow(loadOverlayPatches('memory-mcp-config-test', file))
expect(row.id).toBe(contract.id)
expect(row.name).toBe('@deepseek-ai/dsh-mcp-client')
expect(row.config?.serverName).toBe(contract.serverName)
expect(row.config?.transport).toBe(contract.transport)
expect(source).toContain(contract.pin)
expect(source).not.toMatch(/\bsk-[A-Za-z0-9_-]{8,}\b/)
expect(source).not.toContain('DEEPSEEK_API_KEY')
})
it.each(examples)('loads $file and discovers a keyless fixture tool', async (contract) => {
const patches = loadOverlayPatches(
'memory-mcp-config-test',
resolve(exampleDir, contract.file),
)
// The static config gate verifies the checked-in bare package specifier.
// The unit test maps it to the source module so a clean checkout needs no
// prebuilt `lib/` artifacts before proving the Loader/MCP behavior.
insertedRow(patches).name = 'cordis:memory-test-mcp-client'
const fixturePatch: PatchOptions = {
id: contract.id,
config: {
serverName: contract.serverName,
transport: 'stdio',
command: process.execPath,
args: [fixtureServer],
env: {},
cwd: root,
toolCallTimeoutMs: 5_000,
},
}
const ctx = await boot(
'memory-mcp-config-test',
baseConfig,
[...patches, fixturePatch],
(ctx) => {
ctx.loader.builtins['memory-test-system-prompt'] = SystemPrompt
ctx.loader.builtins['memory-test-tools'] = ToolRegistry
ctx.loader.builtins['memory-test-mcp-client'] = McpClient
},
)
liveContexts.add(ctx)
await waitForTool(ctx, `mcp__${contract.serverName}__greet`)
}, 15_000)
})
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# side as of the last confirmed-consistent state. Both languages carry equal authority;
# after editing either side, bring the other along and re-record with:
# pnpm run verify-translation-pairing --write examples/README.md
README.md: a502f34128da497586d593f64d0ce1c05f68a067
README.zh.md: e3c111bb6a8f67899b6f434345baa3b47640b7ee
README.md: 64e9804eb69367588e926791039c453b0a9aede9
README.zh.md: dd26b9e3f35c2d3350da77ce04bd77b4660ced1b
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Runnable demos (not workspaces) that showcase how the harness is wired. Each example is a **thin leaf**: either a `cordis.yml` tree that picks swappable backends and loads one app package, or an **overlay** — a patch list `dsh --config` applies over the shipped composition ([`apps/cli/config/base.cordis.yml`](../apps/cli/config/base.cordis.yml) plus a surface overlay). Bundled compositions live in [`@deepseek-ai/dsh-cli-demo`](../packages/examples/cli-demo), [`@deepseek-ai/dsh-acp-demo`](../packages/examples/acp-demo), and their shared [`@deepseek-ai/dsh-agent-spine-demo`](../packages/examples/agent-spine-demo) bundle; the `dsh` surfaces use flat config trees instead. There is no `start.ts`; the terminal `demo:*` scripts boot through the [`dsh`](../apps/cli/README.md) CLI, and the headless/ACP scripts invoke the `cli-demo`/`acp-demo` bins.
## mcp-memory
Three default-off reference overlays connect a memory MCP server through the generic MCP client. Pick one file and pass it to `dsh --config`; DSH does not install or configure the upstream memory system. See [mcp-memory/README.md](mcp-memory/README.md) for pinned prerequisites, identity mapping, the shared optional prompt, and the write → fresh-session recall → use verification recipe.
## headless-agent
A non-interactive agent demo that accepts one positional task, runs one complete model/tool turn on the `@deepseek-ai/dsh-cli-demo` app, persists a fresh session, prints `text`, `json`, or `stream-json`, and exits.
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展示 harness 如何接线的可运行演示(不是 workspace)。每个示例都是一个 **轻量叶节点**:要么是一份选择可替换后端、加载一个应用包(package)的 `cordis.yml` 配置树,要么是一个 **overlay**——由 `dsh --config` 叠加到交付组合([`apps/cli/config/base.cordis.yml`](../apps/cli/config/base.cordis.yml) 加一份 surface overlay)之上的 patch 列表。成组的组合位于 [`@deepseek-ai/dsh-cli-demo`](../packages/examples/cli-demo)、[`@deepseek-ai/dsh-acp-demo`](../packages/examples/acp-demo) 及它们共享的 [`@deepseek-ai/dsh-agent-spine-demo`](../packages/examples/agent-spine-demo) 组合包中;`dsh` 的各 surface 则改用平铺 config tree。没有 `start.ts`;终端 `demo:*` 脚本通过 [`dsh`](../apps/cli/README.md) CLI(命令行界面)启动,无头/ACPAgent Client Protocol)脚本则调用 `cli-demo`/`acp-demo` bin。
## mcp-memory
三份默认关闭的参考 overlay 通过通用 MCP 客户端连接一个记忆 MCP 服务器。选择其中一份文件传给 `dsh --config`;DSH 不负责安装或配置上游记忆系统。版本固定的前置条件、身份映射、可选的共用提示词,以及「写入 → 新会话召回 → 使用」验证流程详见 [mcp-memory/README.md](mcp-memory/README.md)。
## headless-agent
非交互式 agent(智能体)演示:接受一个位置任务,在 `@deepseek-ai/dsh-cli-demo` 应用上运行一个完整模型/工具轮次,持久化新会话,打印 `text``json``stream-json`,然后退出。
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# Bilingual-pair consistency record (docs/i18n/README.md): the git blob hash of each
# side as of the last confirmed-consistent state. Both languages carry equal authority;
# after editing either side, bring the other along and re-record with:
# pnpm run verify-translation-pairing --write examples/mcp-memory/README.md
README.md: 7d1565f240738249b1e08eef135031bf81cc6146
README.zh.md: 037670ed0110ad46d6f7e1b7160a1c4ae830ed4b
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# Third-party memory MCP examples
English | [中文](README.zh.md)
These three **default-off reference configurations** connect one memory system to DSH through [`@deepseek-ai/dsh-mcp-client`](../../packages/mcp/mcp-client/README.md). Pick one, or copy the same generic MCP row for another server.
These third-party configurations are provided as interoperability examples only. Their inclusion does not imply endorsement, recommendation, partnership, or ongoing support by DeepSeek.
## What DSH does
DSH parses the selected Cordis overlay, starts a configured stdio command or connects to a configured Streamable HTTP URL, discovers MCP tools, and exposes them as `mcp__<serverName>__<tool>`. DSH does **not** download the server, initialize its database, choose its model or embedding provider, create a cloud account, migrate vendor data, or supervise a separate HTTP service. For stdio, the generic client launches and stops the child with the DSH plugin lifecycle; for HTTP, the upstream service must already be running.
The stdio bridge deliberately removes ambient credential-shaped and `DSH_*` variables before launching a child. Each example explicitly forwards only the variables needed for its baseline. If an optional upstream feature needs another secret, add that variable to the row's `config.env` instead of putting the secret directly in YAML.
## Choose one
| System | Tested pin | Transport | Upstream prerequisite |
|---|---:|---|---|
| [Memorix](https://github.com/AVIDS2/memorix) | `memorix@1.3.0` (`500792cad3144142293bfbb20acb4841c9f7fcfa`) | stdio | Node 22.18+ and `npm install --global memorix@1.3.0` |
| [MCP Reference Memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) | `@modelcontextprotocol/server-memory@2026.7.4` (`6dd0a683e198783e30feabf7abaf42f925bd18b1`) | stdio | `npm install --global @modelcontextprotocol/server-memory@2026.7.4` |
| [Engram](https://github.com/Gentleman-Programming/engram) | `v1.20.0` (`ba9e46ced152c37a7cb9e576153c41995873e2fc`) | stdio | Go 1.25.10+ and `go install github.com/Gentleman-Programming/engram/cmd/engram@v1.20.0`, or the matching release binary |
## Enable one
Use a stable user id across sessions, then pass one overlay to DSH:
```sh
export DSH_MEMORY_USER_ID=alice
dsh --config "$PWD/examples/mcp-memory/memorix.cordis.yml"
```
Replace the filename with `mcp-reference-memory.cordis.yml` or `engram.cordis.yml`. The path may point to a copied file anywhere on disk. No memory server is present in the shipped composition, so omitting `--config` keeps all three disabled.
To keep the selection in personal configuration, merge the chosen file's single `insert` patch into `$DSH_HOME/config.yaml` (normally `~/.dsh/config.yaml`). Do not copy over an existing file: it may already contain unrelated personal patches.
## Provider setup
### Memorix
```sh
npm install --global memorix@1.3.0
export DSH_MEMORY_USER_ID=alice
dsh --config "$PWD/examples/mcp-memory/memorix.cordis.yml"
```
Memorix works in local heuristic mode without an LLM or embedding service. Configure optional providers in Memorix's own `~/.memorix/config.toml` or project `memorix.toml`. The example keeps Memorix's Git-project identity from the DSH working directory and maps `DSH_MEMORY_USER_ID` to a private `MEMORIX_DATA_DIR`.
### MCP Reference Memory
```sh
npm install --global @modelcontextprotocol/server-memory@2026.7.4
export DSH_MEMORY_USER_ID=alice
dsh --config "$PWD/examples/mcp-memory/mcp-reference-memory.cordis.yml"
```
This reference server stores a local knowledge graph and exposes entity, relation, observation, read, search, and open tools. It needs no model or embedding service. The example maps `DSH_MEMORY_USER_ID` to an isolated `MEMORY_FILE_PATH`.
### Engram
```sh
go install github.com/Gentleman-Programming/engram/cmd/engram@v1.20.0
export DSH_MEMORY_USER_ID=alice
dsh --config "$PWD/examples/mcp-memory/engram.cordis.yml"
```
The example maps the user id to an isolated `ENGRAM_DATA_DIR`. Engram still owns project selection: it detects the Git project from the DSH working directory, or accepts `ENGRAM_PROJECT` as an explicit override.
## Optional shared model instruction
Add this short, vendor-neutral instruction to your existing model instructions if the server's tool descriptions do not trigger memory use reliably:
> When the user asks you to remember something, call a memory write tool. When historical information may be relevant, search memory and use relevant results.
This is additive guidance only. The examples do not replace DSH's system-prompt persona.
## Verify write, fresh-session recall, and use
Use one unique value, the same provider scope, and the same `DSH_MEMORY_USER_ID` throughout:
1. In DSH session A, ask: `Remember that my validation drink is lapsang-<unique suffix>.` Confirm the model called the provider's write tool and the tool returned success.
2. Create DSH session B in the same running Host. Do not copy session A's conversation. Ask: `What is my validation drink? Check memory.` Confirm the model called the provider's search or recall tool and returned the value.
3. Still in session B, ask: `Use that preference to suggest one drink for the meeting.` Confirm the answer uses the recalled value.
A new DSH session is required; a Host restart is not. Restart or HMR is needed only after an MCP child crashes because the current generic client unregisters tools on disconnect and does not auto-reconnect. Initial discovery is asynchronous, so wait for the provider's `mcp__...` tools before sending the first validation prompt.
## Bring another MCP server
Copy the same generic shape and use a unique `id` and `serverName`:
```yaml
- insert:
- id: memory-my-server
name: '@deepseek-ai/dsh-mcp-client'
config:
serverName: my-memory
transport: stdio
command: my-memory-mcp
args: []
env: {}
cwd: !!js process.cwd()
```
For a remote server, use `transport: streamable-http`, `url`, and `headers` instead. Provider-specific installation, identity, authentication, models, embeddings, persistence, and licensing remain the provider's responsibility.
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# 第三方记忆 MCP 示例
[English](README.md) | 中文
这三份**默认关闭的参考配置** 通过 [`@deepseek-ai/dsh-mcp-client`](../../packages/mcp/mcp-client/README.md) 将一个记忆系统连接到 DSH。请选择其中一份,或复制相同的通用 MCP 配置项来连接其他服务器。
这些第三方配置仅作为互操作参考;收录不代表 DeepSeek 的认可、推荐、合作关系或持续支持承诺。
## DSH 负责什么
DSH 解析选中的 Cordis overlay,启动已配置的 stdio 命令或连接已配置的 Streamable HTTP URL,发现 MCP 工具,并以 `mcp__<serverName>__<tool>` 的形式公开这些工具。DSH **不负责** 下载服务器、初始化其数据库、选择模型或 embedding 提供方、创建云端账户、迁移提供方数据,也不监管独立的 HTTP 服务。对于 stdio,通用客户端会随 DSH 插件生命周期启动和停止子进程;对于 HTTP,上游服务必须已经运行。
stdio 桥接器在启动子进程前会主动移除环境中名称类似凭据的变量和 `DSH_*` 变量。每份示例仅显式转发其基线运行所需的变量。如果某个可选的上游功能还需要其他密钥,请将该变量添加到配置项的 `config.env`,不要把密钥直接写进 YAML。
## 选择一个
| 系统 | 已测试版本 | 传输方式 | 上游前置条件 |
|---|---:|---|---|
| [Memorix](https://github.com/AVIDS2/memorix) | `memorix@1.3.0``500792cad3144142293bfbb20acb4841c9f7fcfa` | stdio | Node 22.18+,并执行 `npm install --global memorix@1.3.0` |
| [MCP Reference Memory](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) | `@modelcontextprotocol/server-memory@2026.7.4``6dd0a683e198783e30feabf7abaf42f925bd18b1` | stdio | `npm install --global @modelcontextprotocol/server-memory@2026.7.4` |
| [Engram](https://github.com/Gentleman-Programming/engram) | `v1.20.0``ba9e46ced152c37a7cb9e576153c41995873e2fc` | stdio | Go 1.25.10+,并执行 `go install github.com/Gentleman-Programming/engram/cmd/engram@v1.20.0`,或安装匹配的发布版二进制文件 |
## 启用一个
在多个会话间使用一个稳定的用户 id,然后将一份 overlay 传给 DSH
```sh
export DSH_MEMORY_USER_ID=alice
dsh --config "$PWD/examples/mcp-memory/memorix.cordis.yml"
```
请将文件名替换为 `mcp-reference-memory.cordis.yml``engram.cordis.yml`。该路径可以指向磁盘任意位置的一份复制文件。交付组合不包含任何记忆服务器,因此不传 `--config` 就会让这三项全部保持关闭。
如果要把所选配置保存在个人配置中,请将对应文件中的单个 `insert` patch 合并到 `$DSH_HOME/config.yaml`(通常是 `~/.dsh/config.yaml`)。不要覆盖已有文件,其中可能已经包含无关的个人 patch。
## 提供方设置
### Memorix
```sh
npm install --global memorix@1.3.0
export DSH_MEMORY_USER_ID=alice
dsh --config "$PWD/examples/mcp-memory/memorix.cordis.yml"
```
Memorix 无需 LLM(大语言模型)或 embedding 服务,即可在本地启发式模式下运行。请在 Memorix 自己的 `~/.memorix/config.toml` 或项目 `memorix.toml` 中配置可选提供方。该示例沿用 DSH 工作目录中的 Git 项目标识,并将 `DSH_MEMORY_USER_ID` 映射到独立的 `MEMORIX_DATA_DIR`
### MCP Reference Memory
```sh
npm install --global @modelcontextprotocol/server-memory@2026.7.4
export DSH_MEMORY_USER_ID=alice
dsh --config "$PWD/examples/mcp-memory/mcp-reference-memory.cordis.yml"
```
该参考服务器存储本地知识图谱,并公开实体、关系、观察、读取、搜索和打开工具。它不需要模型或 embedding 服务。该示例将 `DSH_MEMORY_USER_ID` 映射到隔离的 `MEMORY_FILE_PATH`
### Engram
```sh
go install github.com/Gentleman-Programming/engram/cmd/engram@v1.20.0
export DSH_MEMORY_USER_ID=alice
dsh --config "$PWD/examples/mcp-memory/engram.cordis.yml"
```
该示例将用户 id 映射到隔离的 `ENGRAM_DATA_DIR`。Engram 仍负责选择项目:它从 DSH 工作目录检测 Git 项目,也接受 `ENGRAM_PROJECT` 作为显式覆盖。
## 可选的共用模型指令
如果服务器的工具描述无法可靠触发记忆使用,请将以下简短、与提供方无关的指令添加到你现有的模型指令中:
> 用户要求记住时调用写入工具;涉及历史信息时,主动检索并使用相关记忆。
这只是附加指导。示例不会替换 DSH 系统提示词中的 persona。
## 验证写入、新会话召回和使用
请在整个过程中使用一个唯一值、相同的提供方范围和相同的 `DSH_MEMORY_USER_ID`
1. 在 DSH 会话 A 中提出:`Remember that my validation drink is lapsang-<unique suffix>.`。确认模型调用了提供方的写入工具,并且工具返回成功。
2. 在同一个仍在运行的 Host 中创建 DSH 会话 B。不要复制会话 A 的对话。提出:`What is my validation drink? Check memory.`。确认模型调用了提供方的搜索或召回工具,并返回该值。
3. 继续在会话 B 中提出:`Use that preference to suggest one drink for the meeting.`。确认回答使用了召回的值。
必须新建 DSH 会话,但不需要重启 Host。只有 MCP 子进程崩溃后才需要重启或执行 HMR(热模块替换),因为当前的通用客户端会在连接断开时注销工具,且不会自动重连。初始发现过程是异步的,因此发送第一条验证提示词前,请等待提供方的 `mcp__...` 工具出现。
## 接入其他 MCP 服务器
复制相同的通用结构,并使用唯一的 `id``serverName`
```yaml
- insert:
- id: memory-my-server
name: '@deepseek-ai/dsh-mcp-client'
config:
serverName: my-memory
transport: stdio
command: my-memory-mcp
args: []
env: {}
cwd: !!js process.cwd()
```
对于远程服务器,请改用 `transport: streamable-http``url``headers`。提供方专属的安装、身份、认证、模型、embedding、持久化和许可仍由提供方负责。
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# Opt-in reference for Engram 1.20.0. Install the pinned `engram` executable
# first; project selection remains Engram's cwd/ENGRAM_PROJECT contract.
- insert:
- id: memory-engram
name: '@deepseek-ai/dsh-mcp-client'
config:
serverName: engram
transport: stdio
command: engram
args: [mcp]
cwd: !!js process.cwd()
env:
ENGRAM_PROJECT: !!js process.env.ENGRAM_PROJECT ?? ''
ENGRAM_DATA_DIR: !!js >-
process.env.ENGRAM_DATA_DIR ?? (() => { const path = process.getBuiltinModule('node:path'); const os = process.getBuiltinModule('node:os'); const crypto = process.getBuiltinModule('node:crypto'); const configured = process.env.DSH_HOME; const root = configured !== undefined && configured.trim().length > 0 ? configured : path.join(os.homedir(), '.dsh'); const user = process.env.DSH_MEMORY_USER_ID?.trim() || 'default'; const scope = crypto.createHash('sha256').update(user).digest('hex').slice(0, 16); return path.join(path.resolve(root), 'mcp-memory', 'engram', scope) })()
@@ -0,0 +1,13 @@
# Opt-in reference for @modelcontextprotocol/server-memory 2026.7.4. Install
# the pinned executable first; DSH starts it but does not run a package manager.
- insert:
- id: memory-mcp-reference
name: '@deepseek-ai/dsh-mcp-client'
config:
serverName: reference_memory
transport: stdio
command: mcp-server-memory
cwd: !!js process.cwd()
env:
MEMORY_FILE_PATH: !!js >-
(() => { const path = process.getBuiltinModule('node:path'); const os = process.getBuiltinModule('node:os'); const crypto = process.getBuiltinModule('node:crypto'); const configured = process.env.DSH_HOME; const root = configured !== undefined && configured.trim().length > 0 ? configured : path.join(os.homedir(), '.dsh'); const user = process.env.DSH_MEMORY_USER_ID?.trim() || 'default'; const scope = crypto.createHash('sha256').update(user).digest('hex').slice(0, 16); return path.join(path.resolve(root), `mcp-reference-memory-${scope}.jsonl`) })()
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# Opt-in reference for Memorix 1.3.0. Install the pinned `memorix` executable
# first; DSH starts it but does not run a package manager.
- insert:
- id: memory-memorix
name: '@deepseek-ai/dsh-mcp-client'
config:
serverName: memorix
transport: stdio
command: memorix
args: [serve]
cwd: !!js process.cwd()
env:
MEMORIX_DATA_DIR: !!js >-
process.env.MEMORIX_DATA_DIR ?? (() => { const path = process.getBuiltinModule('node:path'); const os = process.getBuiltinModule('node:os'); const crypto = process.getBuiltinModule('node:crypto'); const configured = process.env.DSH_HOME; const root = configured !== undefined && configured.trim().length > 0 ? configured : path.join(os.homedir(), '.dsh'); const user = process.env.DSH_MEMORY_USER_ID?.trim() || 'default'; const scope = crypto.createHash('sha256').update(user).digest('hex').slice(0, 16); return path.join(path.resolve(root), 'mcp-memory', 'memorix', scope) })()
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@@ -279,6 +279,9 @@ importers:
'@deepseek-ai/dsh-llm-retry':
specifier: workspace:^
version: link:../../packages/llm/llm-retry
'@deepseek-ai/dsh-mcp-client':
specifier: workspace:^
version: link:../../packages/mcp/mcp-client
'@deepseek-ai/dsh-paths':
specifier: workspace:^
version: link:../../packages/util/paths
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@@ -31,7 +31,10 @@ interface PluginReference {
const root = resolve(import.meta.dirname, '..')
// These example files are overlays consumed by the built dsh app, so their bare
// specifiers resolve from apps/cli rather than the examples workspace.
const appOverlayFiles = new Set(['examples/web-cordis/cordis.yml'])
const appOverlayFiles = new Set([
'examples/web-cordis/cordis.yml',
...globSync('examples/mcp-memory/*.cordis.yml', { cwd: root }),
])
const metadataFields = ['id', 'name', 'group', 'disabled', 'inject', 'intercept', 'isolate'] as const
/** The adaptive directory-picker chooser package (mounts a backend row at boot). */