diff --git a/.agents/notes/implemented/feature/2026-07-31-third-party-memory-mcp-examples.i18n.yaml b/.agents/notes/implemented/feature/2026-07-31-third-party-memory-mcp-examples.i18n.yaml
new file mode 100644
index 0000000000..0eddfa1740
--- /dev/null
+++ b/.agents/notes/implemented/feature/2026-07-31-third-party-memory-mcp-examples.i18n.yaml
@@ -0,0 +1,6 @@
+# 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: e82d65a3a5a60cafcc47df5a6873cf5768cd8b8f
+2026-07-31-third-party-memory-mcp-examples.zh.md: ee0e9f2e1378f9787e09e32cc05dd13a3648254c
diff --git a/.agents/notes/implemented/feature/2026-07-31-third-party-memory-mcp-examples.md b/.agents/notes/implemented/feature/2026-07-31-third-party-memory-mcp-examples.md
new file mode 100644
index 0000000000..e82d65a3a5
--- /dev/null
+++ b/.agents/notes/implemented/feature/2026-07-31-third-party-memory-mcp-examples.md
@@ -0,0 +1,78 @@
+# 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 while inheriting other ambient variables. Baseline examples add only required overrides; optional provider secrets must be added to `config.env` or configured in the provider's own files.
+
+## Pins, storage, 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` |
+
+Storage remains provider-owned. Memorix uses `~/.memorix/data` and Engram uses `~/.engram` by default. The Reference Memory example sets a stable `$HOME/.dsh-mcp-reference-memory.jsonl` path instead of writing into the installed npm package directory. Each provider's own environment variable can override these locations before DSH starts.
+
+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 storage 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.
diff --git a/.agents/notes/implemented/feature/2026-07-31-third-party-memory-mcp-examples.zh.md b/.agents/notes/implemented/feature/2026-07-31-third-party-memory-mcp-examples.zh.md
new file mode 100644
index 0000000000..ee0e9f2e13
--- /dev/null
+++ b/.agents/notes/implemented/feature/2026-07-31-third-party-memory-mcp-examples.zh.md
@@ -0,0 +1,78 @@
+# 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
+
+在 `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，同时继承其他环境变量。基线示例仅添加必需的覆盖项；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、存储与身份
+
+| 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` |
+
+存储仍由提供方负责。Memorix 默认使用 `~/.memorix/data`，Engram 默认使用 `~/.engram`。Reference Memory 示例设置稳定的 `$HOME/.dsh-mcp-reference-memory.jsonl` 路径，而不是写入已安装的 npm 包（package）目录。每个提供方自己的环境变量都可以在 DSH 启动前覆盖这些位置。
+
+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 在相同的提供方存储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。
diff --git a/apps/cli/package.json b/apps/cli/package.json
index 154403fc0a..997cea8e5f 100644
--- a/apps/cli/package.json
+++ b/apps/cli/package.json
@@ -68,6 +68,7 @@
     "@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:^",
diff --git a/apps/cli/tests/fixtures/memory-mcp-base.cordis.yml b/apps/cli/tests/fixtures/memory-mcp-base.cordis.yml
new file mode 100644
index 0000000000..00878d6c98
--- /dev/null
+++ b/apps/cli/tests/fixtures/memory-mcp-base.cordis.yml
@@ -0,0 +1,8 @@
+# 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
diff --git a/apps/cli/tests/memory-mcp-configs.spec.ts b/apps/cli/tests/memory-mcp-configs.spec.ts
new file mode 100644
index 0000000000..7069b22738
--- /dev/null
+++ b/apps/cli/tests/memory-mcp-configs.spec.ts
@@ -0,0 +1,132 @@
+/**
+ * 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.split('\n', 1)[0]).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 $file and discovers a keyless fixture tool', async (contract) => {
+    const patches = loadOverlayPatches(
+      'memory-mcp-config-test',
+      resolve(exampleDir, contract.file),
+    )
+    // The static config gate verifies the checked-in bare package specifier.
+    // The unit test maps it to the source module so a clean checkout needs no
+    // prebuilt `lib/` artifacts before proving the Loader/MCP behavior.
+    insertedRow(patches).name = 'cordis:memory-test-mcp-client'
+    const fixturePatch: PatchOptions = {
+      id: contract.id,
+      config: {
+        serverName: contract.serverName,
+        transport: 'stdio',
+        command: process.execPath,
+        args: [fixtureServer],
+        env: {},
+        cwd: root,
+        toolCallTimeoutMs: 5_000,
+      },
+    }
+    const ctx = await boot(
+      'memory-mcp-config-test',
+      baseConfig,
+      [...patches, fixturePatch],
+      (ctx) => {
+        liveContexts.add(ctx)
+        ctx.loader.builtins['memory-test-system-prompt'] = SystemPrompt
+        ctx.loader.builtins['memory-test-tools'] = ToolRegistry
+        ctx.loader.builtins['memory-test-mcp-client'] = McpClient
+      },
+    )
+    await waitForTool(ctx, `mcp__${contract.serverName}__greet`)
+  }, 15_000)
+})
diff --git a/examples/README.i18n.yaml b/examples/README.i18n.yaml
index 1956f0fd5e..ead468e816 100644
--- a/examples/README.i18n.yaml
+++ b/examples/README.i18n.yaml
@@ -2,5 +2,5 @@
 # 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
diff --git a/examples/README.md b/examples/README.md
index a502f34128..64e9804eb6 100644
--- a/examples/README.md
+++ b/examples/README.md
@@ -4,6 +4,10 @@ English | [中文](README.zh.md)
 
 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.
diff --git a/examples/README.zh.md b/examples/README.zh.md
index e3c111bb6a..dd26b9e3f3 100644
--- a/examples/README.zh.md
+++ b/examples/README.zh.md
@@ -4,6 +4,10 @@
 
 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／ACP（Agent 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` 或 `stream-json`，然后退出。
diff --git a/examples/mcp-memory/README.i18n.yaml b/examples/mcp-memory/README.i18n.yaml
new file mode 100644
index 0000000000..def44e65e3
--- /dev/null
+++ b/examples/mcp-memory/README.i18n.yaml
@@ -0,0 +1,6 @@
+# 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: b5dd7ffc4ad248d38e108d9aa28c7c26e0c76913
+README.zh.md: 1249ae40bb344fc81836cb49d71dd5656457b1b3
diff --git a/examples/mcp-memory/README.md b/examples/mcp-memory/README.md
new file mode 100644
index 0000000000..b5dd7ffc4a
--- /dev/null
+++ b/examples/mcp-memory/README.md
@@ -0,0 +1,113 @@
+# 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; other ambient variables remain inherited. Each example adds only the baseline override it needs. 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
+
+Pass one overlay to DSH:
+
+```sh
+dsh --config "$PWD/examples/mcp-memory/memorix.cordis.yml"
+```
+
+Replace the filename with `mcp-reference-memory.cordis.yml` or `engram.cordis.yml`. The path may point to a copied file anywhere on disk. No memory server is present in the shipped composition, so omitting `--config` keeps all three disabled.
+
+Without a repository checkout, download the selected overlay directly:
+
+```sh
+mkdir -p "${DSH_HOME:-$HOME/.dsh}"
+curl --fail --location \
+  --output "${DSH_HOME:-$HOME/.dsh}/memory.cordis.yml" \
+  https://raw.githubusercontent.com/deepseek-harness/deepseek-harness/master/examples/mcp-memory/memorix.cordis.yml
+dsh --config "${DSH_HOME:-$HOME/.dsh}/memory.cordis.yml"
+```
+
+Replace `memorix.cordis.yml` in the URL with either of the other filenames to select it. Review a downloaded overlay before running it: Cordis configuration can contain executable `!!js` expressions.
+
+To keep the selection in personal configuration, merge the chosen file's single `insert` patch into `$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
+dsh --config "$PWD/examples/mcp-memory/memorix.cordis.yml"
+```
+
+Memorix works in local heuristic mode without an LLM or embedding service. Configure optional providers in Memorix's own `~/.memorix/config.toml` or project `memorix.toml`. The example keeps Memorix's Git-project identity from the DSH working directory and uses Memorix's own `~/.memorix/data` default. Set `MEMORIX_DATA_DIR` before starting DSH to override it.
+
+### MCP Reference Memory
+
+```sh
+npm install --global @modelcontextprotocol/server-memory@2026.7.4
+dsh --config "$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 stores its JSONL at `$HOME/.dsh-mcp-reference-memory.jsonl` instead of the installed npm package directory. Set `MEMORY_FILE_PATH` before starting DSH to override it.
+
+Search is case-insensitive substring matching over entity names, types, and observations, not semantic retrieval. The server does not add embeddings, automatic summarization, conflict resolution, or a forgetting policy.
+
+### Engram
+
+```sh
+go install github.com/Gentleman-Programming/engram/cmd/engram@v1.20.0
+dsh --config "$PWD/examples/mcp-memory/engram.cordis.yml"
+```
+
+Engram owns storage and project selection: it uses `~/.engram` by default, detects the Git project from the DSH working directory, and accepts `ENGRAM_DATA_DIR` or `ENGRAM_PROJECT` as ambient overrides.
+
+## 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 and keep the provider's storage scope unchanged 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 does not auto-reconnect; its tool registrations remain until plugin disposal or a successful re-sync, and calls can fail against the closed transport. 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.
diff --git a/examples/mcp-memory/README.zh.md b/examples/mcp-memory/README.zh.md
new file mode 100644
index 0000000000..1249ae40bb
--- /dev/null
+++ b/examples/mcp-memory/README.zh.md
@@ -0,0 +1,113 @@
+# 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；其余环境变量仍会继承。每份示例仅添加其基线所需的覆盖项。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
+
+将一份 overlay 传给 DSH：
+
+```sh
+dsh --config "$PWD/examples/mcp-memory/memorix.cordis.yml"
+```
+
+请将文件名替换为 `mcp-reference-memory.cordis.yml` 或 `engram.cordis.yml`。该路径可以指向磁盘任意位置的一份复制文件。交付组合不包含任何记忆服务器，因此不传 `--config` 就会让这三项全部保持关闭。
+
+如果本地没有仓库 checkout，可直接下载所选 overlay：
+
+```sh
+mkdir -p "${DSH_HOME:-$HOME/.dsh}"
+curl --fail --location \
+  --output "${DSH_HOME:-$HOME/.dsh}/memory.cordis.yml" \
+  https://raw.githubusercontent.com/deepseek-harness/deepseek-harness/master/examples/mcp-memory/memorix.cordis.yml
+dsh --config "${DSH_HOME:-$HOME/.dsh}/memory.cordis.yml"
+```
+
+若要选择另外任一配置，请将 URL 中的 `memorix.cordis.yml` 替换为对应文件名。运行下载的 overlay 前，请先审阅其内容：Cordis 配置可以包含可执行的 `!!js` 表达式。
+
+如果要把所选配置保存在个人配置中，请将对应文件中的单个 `insert` patch 合并到 `$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
+dsh --config "$PWD/examples/mcp-memory/memorix.cordis.yml"
+```
+
+Memorix 无需 LLM（大语言模型）或 embedding 服务，即可在本地启发式模式下运行。请在 Memorix 自己的 `~/.memorix/config.toml` 或项目 `memorix.toml` 中配置可选提供方。该示例沿用 DSH 工作目录中的 Git 项目标识，并使用 Memorix 自身的默认目录 `~/.memorix/data`。若要覆盖该目录，请在启动 DSH 前设置 `MEMORIX_DATA_DIR`。
+
+### MCP Reference Memory
+
+```sh
+npm install --global @modelcontextprotocol/server-memory@2026.7.4
+dsh --config "$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 JSONL 存储在 `$HOME/.dsh-mcp-reference-memory.jsonl`，而不是已安装的 npm 包（package）目录中。若要覆盖该路径，请在启动 DSH 前设置 `MEMORY_FILE_PATH`。
+
+搜索只对实体名称、类型和 observation 进行不区分大小写的子字符串匹配，不是语义检索。该服务器不提供 embedding、自动摘要、冲突消解或遗忘策略。
+
+### Engram
+
+```sh
+go install github.com/Gentleman-Programming/engram/cmd/engram@v1.20.0
+dsh --config "$PWD/examples/mcp-memory/engram.cordis.yml"
+```
+
+Engram 负责存储和项目选择：它默认使用 `~/.engram`，从 DSH 工作目录检测 Git 项目，并接受 `ENGRAM_DATA_DIR` 或 `ENGRAM_PROJECT` 作为环境覆盖项。
+
+## 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，并保持提供方的存储范围不变：
+
+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不会自动重连；其工具注册会一直保留到插件完成资源释放或成功重新同步，针对已关闭传输的调用可能失败。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` 和 `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` 和 `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。
diff --git a/examples/mcp-memory/engram.cordis.yml b/examples/mcp-memory/engram.cordis.yml
new file mode 100644
index 0000000000..018df88b6f
--- /dev/null
+++ b/examples/mcp-memory/engram.cordis.yml
@@ -0,0 +1,11 @@
+# Opt-in reference for Engram 1.20.0. Install the pinned `engram` executable
+# first; storage and project selection remain Engram-owned.
+- insert:
+    - id: memory-engram
+      name: '@deepseek-ai/dsh-mcp-client'
+      config:
+        serverName: engram
+        transport: stdio
+        command: engram
+        args: [mcp]
+        cwd: !!js process.cwd()
diff --git a/examples/mcp-memory/mcp-reference-memory.cordis.yml b/examples/mcp-memory/mcp-reference-memory.cordis.yml
new file mode 100644
index 0000000000..d89fbe2673
--- /dev/null
+++ b/examples/mcp-memory/mcp-reference-memory.cordis.yml
@@ -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 >-
+            process.env.MEMORY_FILE_PATH?.trim() || process.getBuiltinModule('node:path').join(process.getBuiltinModule('node:os').homedir(), '.dsh-mcp-reference-memory.jsonl')
diff --git a/examples/mcp-memory/memorix.cordis.yml b/examples/mcp-memory/memorix.cordis.yml
new file mode 100644
index 0000000000..c993581eae
--- /dev/null
+++ b/examples/mcp-memory/memorix.cordis.yml
@@ -0,0 +1,11 @@
+# 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()
diff --git a/packages/mcp/mcp-client/README.i18n.yaml b/packages/mcp/mcp-client/README.i18n.yaml
index 487742d907..9fa4504cca 100644
--- a/packages/mcp/mcp-client/README.i18n.yaml
+++ b/packages/mcp/mcp-client/README.i18n.yaml
@@ -2,5 +2,5 @@
 # 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 packages/mcp/mcp-client/README.md
-README.md: 82d974635cb35878d6f0365b1aa7a9745436240e
-README.zh.md: e687c620158955f954dcfebf682503225ee710de
+README.md: d7966595c68ff1ec4a288caf5d9fe4b0bf580cc5
+README.zh.md: eb9e0dbdb48423cc4bc698fda355e973e42bc7a3
diff --git a/packages/mcp/mcp-client/README.md b/packages/mcp/mcp-client/README.md
index 82d974635c..d7966595c6 100644
--- a/packages/mcp/mcp-client/README.md
+++ b/packages/mcp/mcp-client/README.md
@@ -61,7 +61,7 @@ Every MCP tool has two names: the raw MCP name (sent on the wire in `tools/call`
 - Tool execute: `client.callTool({ name: rawName, arguments }, { signal })` with timeout + abort support—the public name is never sent to the server.
 - Canonical success is `{ content: JsonValue[], structuredContent? }`; complete JSON MCP blocks survive for programmatic callers. A supported advertised `outputSchema` validates `structuredContent`; unsupported schema vocabulary falls back to unconstrained `JsonValue`.
 - Native/model rendering keeps the existing text projection: text blocks join with newlines while image, audio, resource, and unsupported blocks become placeholders.
-- On disconnect/crash: all tools are unregistered; no auto-reconnect.
+- On disconnect/crash: no auto-reconnect. Registered tools remain until plugin disposal or a successful re-sync, and calls can fail against the closed transport; reload with HMR or restart the Host to reconnect.
 
 ## Services consumed
 
@@ -103,6 +103,6 @@ Append-only; newly visible content follows the reusable request prefix and does
 
 - **Initial discovery is asynchronous** — plugin load does not wait for connection and `listTools()`, so a turn started immediately after boot or HMR can assemble before the MCP tools are registered.
 - **Tools are the only bridged MCP capability** — Resources and Prompts have no harness consumption surface and are deferred.
-- **Crash recovery is manual** — transport closure unregisters the server's tools, but reconnect requires an HMR reload or harness restart.
+- **Crash recovery is manual** — transport closure does not auto-reconnect; registered tools can remain visible but fail against the closed transport until an HMR reload or Host restart.
 - **Native non-text rendering is lossy** — image, audio, and resource payloads become placeholders in model context even though the execution-local canonical value preserves their JSON blocks. Richer Native multimedia projection is deferred.
 - **Unsupported MCP output schemas are not enforced** — `structuredContent` falls back to `JsonValue` when the advertised schema uses vocabulary outside the harness subset.
diff --git a/packages/mcp/mcp-client/README.zh.md b/packages/mcp/mcp-client/README.zh.md
index e687c62015..eb9e0dbdb4 100644
--- a/packages/mcp/mcp-client/README.zh.md
+++ b/packages/mcp/mcp-client/README.zh.md
@@ -61,7 +61,7 @@ MCP 客户端桥接插件：连接外部 [Model Context Protocol](https://modelc
 - 工具执行：`client.callTool({ name: rawName, arguments }, { signal })`，支持超时 + 中止；公开名称绝不会发给服务器。
 - 规范成功值是 `{ content: JsonValue[], structuredContent? }`；完整的 JSON MCP 块会保留给编程调用方。受支持且已声明的 `outputSchema` 会验证 `structuredContent`；不受支持的 schema 词汇会回退为不受约束的 `JsonValue`。
 - Native／模型渲染保留现有文本投影：文本块以换行连接，图片、音频、资源和不受支持的块会变成占位符。
-- 断开／崩溃时：注销所有工具；不自动重新连接。
+- 断开／崩溃时：不自动重新连接。已注册工具会一直保留到插件完成资源释放或成功重新同步，针对已关闭传输的调用可能失败；请通过 HMR 重新加载或重启 Host 来重新连接。
 
 ## 消费的服务
 
@@ -103,6 +103,6 @@ MCP 客户端桥接插件：连接外部 [Model Context Protocol](https://modelc
 
 - **初始发现是异步的**：插件加载不会等待连接和 `listTools()`，因此在启动或 HMR 后立即开始的轮次可能在 MCP 工具注册前完成组装。
 - **只桥接 MCP 的工具能力**：资源和提示词没有 harness 消费接口，暂缓实现。
-- **崩溃恢复需要手动触发**：传输关闭会注销服务器工具，但重新连接需要 HMR 重载或重启 harness。
+- **崩溃恢复需要手动触发**：传输关闭后不会自动重新连接；已注册工具可能仍然可见，但会因传输已关闭而调用失败，直到 HMR 重载或重启 Host。
 - **Native 非文本渲染有损**：图片、音频与资源载荷在模型上下文中会变成占位符，即使执行局部的规范值保留了其 JSON 块。更丰富的 Native 多媒体投影暂缓实现。
 - **不强制执行不受支持的 MCP 输出 schema**：已声明 schema 使用 harness 子集之外的词汇时，`structuredContent` 会回退到 `JsonValue`。
diff --git a/pnpm-lock.yaml b/pnpm-lock.yaml
index c94f70a0ce..d75e8918dd 100644
--- a/pnpm-lock.yaml
+++ b/pnpm-lock.yaml
@@ -288,6 +288,9 @@ 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
diff --git a/scripts/verify-cordis-config.ts b/scripts/verify-cordis-config.ts
index 582da9dc65..bdb020a6a0 100644
--- a/scripts/verify-cordis-config.ts
+++ b/scripts/verify-cordis-config.ts
@@ -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). */