diff --git a/packages/mcp/mcp-client/src/connection.ts b/packages/mcp/mcp-client/src/connection.ts
index a4d17c6ff1..976e686a8c 100644
--- a/packages/mcp/mcp-client/src/connection.ts
+++ b/packages/mcp/mcp-client/src/connection.ts
@@ -19,6 +19,7 @@ import { Client } from '@modelcontextprotocol/sdk/client/index.js'
 import { ToolListChangedNotificationSchema } from '@modelcontextprotocol/sdk/types.js'
 import type { Context } from '@deepseek-ai/cordis'
 import { MAX_TIMER_DELAY_MS } from '@deepseek-ai/dsh-timeout'
+import { describeError } from './diagnostic.ts'
 import { withDeadline } from './deadline.ts'
 import type { McpStatusCell } from './status.ts'
 import { createTransport } from './transport.ts'
@@ -219,8 +220,8 @@ export function startConnection(ctx: Context, config: Config, policy: ResolvedRe
         () => { if (isCurrent(generation)) armHealthPing(generation) },
         (error: unknown) => {
           if (!isCurrent(generation)) return
-          pendingDownReason = String(error)
-          ctx.logger.warn(`${label}: health ping failed: ${String(error)} — closing the connection to reconnect`)
+          pendingDownReason = describeError(error)
+          ctx.logger.warn(`${label}: health ping failed: ${describeError(error)} — closing the connection to reconnect`)
           // A close that completes reaches generationDown through onclose; a
           // transport too broken to close still must not strand the supervisor.
           generation.close().catch(() => { generationDown(generation) })
@@ -368,10 +369,10 @@ export function startConnection(ctx: Context, config: Config, policy: ResolvedRe
       )
     } catch (error) {
       if (firstAttemptError === undefined) firstAttemptError = error
-      lastErrorText = String(error)
+      lastErrorText = describeError(error)
       // Disposal clears current ownership before it closes the generation, so
       // only a live supervisor reports an attempt failure.
-      if (isCurrent(generation)) ctx.logger.warn(`${label}: connection attempt failed: ${String(error)}`)
+      if (isCurrent(generation)) ctx.logger.warn(`${label}: connection attempt failed: ${describeError(error)}`)
       try { await generation.close() } catch { /* transport already gone */ }
       const quiesced = hasClosed() || await waitForClose(closed.promise)
       attemptSettled = true
@@ -380,7 +381,7 @@ export function startConnection(ctx: Context, config: Config, policy: ResolvedRe
         client = undefined
         clientClosed = undefined
         ctx.logger.error(`${label}: failed generation did not close within ${GENERATION_CLOSE_TIMEOUT_MS}ms — reconnect stopped to avoid overlapping server processes; reload the plugin or restart the Host to retry`)
-        status.update({ state: 'failed', reason: 'unclosed-generation', lastError: String(error) })
+        status.update({ state: 'failed', reason: 'unclosed-generation', lastError: describeError(error) })
         return
       }
       generationDown(generation)
diff --git a/packages/mcp/mcp-client/src/diagnostic.ts b/packages/mcp/mcp-client/src/diagnostic.ts
new file mode 100644
index 0000000000..c9e915160d
--- /dev/null
+++ b/packages/mcp/mcp-client/src/diagnostic.ts
@@ -0,0 +1,40 @@
+/**
+ * One-line diagnostic for a connection-layer failure, keeping the cause chain
+ * that `String(error)` drops. Node's fetch wraps the actionable failure —
+ * `connect ECONNREFUSED 127.0.0.1:8932`, a TLS code, a DNS code — inside
+ * `error.cause`, so the outer `TypeError: fetch failed` alone diagnoses
+ * nothing. The raw identifiers are kept verbatim: they are what a person
+ * pastes into a search or hands to a model.
+ */
+
+/** One readable segment of the chain; generic `Error` names are noise and dropped. */
+function segmentOf(value: unknown): string {
+  if (!(value instanceof Error)) return String(value)
+  const base = value.name === 'Error' || value.message === ''
+    ? (value.message === '' ? value.name : value.message)
+    : `${value.name}: ${value.message}`
+  if (base !== '' && base !== 'Error') return base
+  // Some aggregate connect failures carry an empty message but a syscall code.
+  const code = (value as { code?: unknown }).code
+  return typeof code === 'string' ? code : value.name
+}
+
+/**
+ * Flatten an error and its `cause` chain into `outer, cause: inner, …`.
+ * @param error - the caught value; non-Errors stringify as-is.
+ * @returns the joined diagnostic line.
+ */
+export function describeError(error: unknown): string {
+  const seen = new Set<unknown>()
+  const segments: string[] = []
+  let current: unknown = error
+  while (current !== undefined && current !== null && !seen.has(current)) {
+    seen.add(current)
+    // The outer segment keeps its error name (`TypeError: fetch failed`).
+    segments.push(segments.length === 0 && current instanceof Error ? String(current) : segmentOf(current))
+    current = current instanceof Error ? current.cause : undefined
+  }
+  const head = segments[0]
+  if (head === undefined) return String(error)
+  return head + segments.slice(1).map(segment => `, cause: ${segment}`).join('')
+}
diff --git a/packages/mcp/mcp-client/src/probe.ts b/packages/mcp/mcp-client/src/probe.ts
index e16d3af8e9..d3072c2ccb 100644
--- a/packages/mcp/mcp-client/src/probe.ts
+++ b/packages/mcp/mcp-client/src/probe.ts
@@ -11,6 +11,7 @@
 
 import { Client } from '@modelcontextprotocol/sdk/client/index.js'
 import { ListToolsResultSchema } from '@modelcontextprotocol/sdk/types.js'
+import { describeError } from './diagnostic.ts'
 import { withDeadline } from './deadline.ts'
 import { createTransport } from './transport.ts'
 import type { Config } from './index.ts'
@@ -117,7 +118,7 @@ export async function probeServer(config: Config, options: McpProbeOptions = {})
       durationMs: Date.now() - startedAt,
     }
   } catch (error) {
-    return { ok: false, stage, message: String(error), durationMs: Date.now() - startedAt }
+    return { ok: false, stage, message: describeError(error), durationMs: Date.now() - startedAt }
   } finally {
     try {
       await client.close()
diff --git a/packages/mcp/mcp-client/tests/diagnostic.spec.ts b/packages/mcp/mcp-client/tests/diagnostic.spec.ts
new file mode 100644
index 0000000000..9b2adc0355
--- /dev/null
+++ b/packages/mcp/mcp-client/tests/diagnostic.spec.ts
@@ -0,0 +1,56 @@
+// The connection-diagnostic line: cause chains survive, raw identifiers stay
+// verbatim, and hostile shapes (cycles, empty messages, bare values) cannot
+// break the status text they feed.
+import { describe, expect, it } from 'vitest'
+import { describeError } from '@deepseek-ai/dsh-mcp-client/src/diagnostic.ts'
+
+describe('describeError', () => {
+  it('keeps a plain error as its own string', () => {
+    expect(describeError(new Error('boom'))).toBe('Error: boom')
+    expect(describeError(new TypeError('fetch failed'))).toBe('TypeError: fetch failed')
+  })
+
+  it('appends the cause chain the way fetch failures carry it', () => {
+    const cause = new Error('connect ECONNREFUSED 127.0.0.1:8932')
+    const outer = new TypeError('fetch failed', { cause })
+    expect(describeError(outer)).toBe('TypeError: fetch failed, cause: connect ECONNREFUSED 127.0.0.1:8932')
+  })
+
+  it('walks nested causes and keeps a non-generic name on an inner segment', () => {
+    const inner = new RangeError('depth')
+    const middle = new Error('middle', { cause: inner })
+    const outer = new Error('outer', { cause: middle })
+    expect(describeError(outer)).toBe('Error: outer, cause: middle, cause: RangeError: depth')
+  })
+
+  it('falls back to the syscall code when an aggregate cause has no message', () => {
+    const aggregate = new Error('')
+    ;(aggregate as { code?: string }).code = 'ECONNREFUSED'
+    const outer = new TypeError('fetch failed', { cause: aggregate })
+    expect(describeError(outer)).toBe('TypeError: fetch failed, cause: ECONNREFUSED')
+  })
+
+  it('names an empty codeless cause by its error name', () => {
+    const blank = new Error('')
+    const outer = new Error('outer', { cause: blank })
+    expect(describeError(outer)).toBe('Error: outer, cause: Error')
+  })
+
+  it('stringifies non-error values at both positions', () => {
+    expect(describeError('wire literal')).toBe('wire literal')
+    const outer = new Error('outer', { cause: 'raw detail' })
+    expect(describeError(outer)).toBe('Error: outer, cause: raw detail')
+  })
+
+  it('stringifies a nullish thrown value', () => {
+    expect(describeError(undefined)).toBe('undefined')
+    expect(describeError(null)).toBe('null')
+  })
+
+  it('stops on a circular cause chain', () => {
+    const a = new Error('a')
+    const b = new Error('b', { cause: a })
+    a.cause = b
+    expect(describeError(a)).toBe('Error: a, cause: b')
+  })
+})