GitHub
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作者提供的说明(英文原文)
iOS leak/perf debugging via MCP: memgraph cycles, .trace analysis, SourceKit-LSP bridging.
这三项永远不会合并成一个分数:意见、测量和人气是不同的东西。
我们还没有为它写通俗的介绍。下面是我们从注册中心读取到的事实。
选择你使用的 AI 应用,然后复制设置。
你需要
你用的是哪个应用?
在上方选择你的应用。我们会记住它,下次按钮会显示“安装到 …”。
打开 Claude Desktop → Settings → Developer → Edit Config,把下面的内容粘贴到 claude_desktop_config.json
{
"mcpServers": {
"memorydetective": {
"command": "npx",
"args": [
"-y",
"memorydetective"
]
}
}
}在终端中运行这条命令
claude mcp add memorydetective -- npx -y memorydetective粘贴到项目中的 .cursor/mcp.json,或 ~/.cursor/mcp.json
{
"mcpServers": {
"memorydetective": {
"command": "npx",
"args": [
"-y",
"memorydetective"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
粘贴到项目中的 .vscode/mcp.json
{
"servers": {
"memorydetective": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"memorydetective"
]
}
}
}浏览器会先询问是否打开应用,然后应用会显示设置并请你确认。密钥的值会留空,由你自己填写。
这个服务器在你的电脑上运行,而 ChatGPT 只能连接互联网上的服务器。请选择其他应用。
你的选择通过 Cookie 保存在这台设备上,无需账户。
这些设置是根据作者在注册中心的条目生成的。如果 README 的写法不同,请以 README 为准。
它在你的电脑上运行;安装后,工具列表会显示在你的 AI 应用中。
我们检查的是任何人都能看到的信息;我们没有阅读代码。不适用的检查项不计入总数。 · 检查于 2026年11月7日
注册名称已通过 GitHub 账户 carloshpdoc 验证,该账户拥有此仓库
我们还没有从 GitHub 读取这个仓库
我们还没有从 GitHub 读取这个仓库
它在你的电脑上运行,没有互联网端点
在你的电脑上运行,改用本地设置
它在你的电脑上运行;我们只能读取互联网端点的工具列表
与注册中心里这个分类中所有活跃的服务器比较。只有当发布者拥有该仓库时,星标数才计入。
它在 1 项适用的基础检查中通过了 1 项。我们没有阅读代码。在添加密钥或令牌之前,请先看看这个服务器要求哪些权限,并使用只具备所需权限的密钥。
注册中心没有列出必需的密钥,不过有些服务器会在首次使用时要求你登录。
它在你的电脑上运行。你的 AI 应用会在需要时启动它,数据不会经过作者的服务器(除非它自己调用在线服务)。
GitHub 仓库最后更新于–,最新版本(1.18.1)于6个月前进入注册中心。
支持 MCP 的应用,例如 Claude Desktop、Claude Code、Cursor 和 VS Code。你的电脑上还需要有 Node.js。
同一分类中有:GitHub, Desktop Commander, Cloudflare MCP
同一分类中其他作者的服务器,按星标数排序。
如何看卡片:★ GitHub 星标i三大支柱:评价 · 检查 · 使用情况i更新 = 最新版本发布到注册中心的时间i
Connect AI assistants to GitHub - manage repos, issues, PRs, and workflows through natural language.
MCP server for terminal commands, file operations, and process management
Cloudflare MCP servers
按原文从作者的仓库复制。PopNx MCP 没有审查或背书其内容。HTML、图片和脚本已被移除。链接会离开本站。
English · Português brasileiro
Diagnose iOS retain cycles and performance regressions from your chat window. No Xcode required.
.memgraph files captured by Xcode (or by memorydetective itself on simulators), find ROOT CYCLEs, classify them against known SwiftUI/Combine patterns, and get a one-liner fix hint. All from a script or a chat.xctrace; sample-level Time Profile is parsed when xctrace symbolicates the trace and returns a structured workaround notice when it can't (the underlying xctrace SIGSEGV on heavy unsymbolicated traces is an Apple-side limitation we surface explicitly). Memory Graph capture works on Mac apps and iOS simulator; physical iOS devices still need Xcode.What's new in v1.18 (2026-05-17): MetricKit + audit-close. `analyzeMetricKitPayload` is the 42nd MCP tool: ingests Apple MetricKit
.mxdiagnosticJSON payloads from real-device TestFlight / App Store builds (post-mortem production diagnostics, no MCP competitor covers this lane today). Three actionable outputs: crash clusters by exception type / binary / top frame, hang hotspots with localized-duration parsing ("5.4 sec"/"20秒"), CPU + disk exceptions. Cross-tool chain hints (e.g.objc_release-style top frame surfaces afindCyclessuggestion). Plus three audit-close items: open-enumSupportStatusKind(downstream consumers add kinds without a breaking type bump), invocation-scopedschemaDiscoverycache (summarizeTraceend-to-end shaved from ~28s to ~15s on real Apple traces via single up-front TOC fetch), and local-only integration tests against real Apple.tracebundles (closes the v1.14 P+O drift class for good). 701 → 757 tests. 41 → 42 MCP tools.
Also recent (v1.17): reliability pass. 14 bug fixes across three tiers. Headlines: strtobool env truthy parsing,
verifyFixwhitelist match modes (exact / substring / regex),recordViaInstrumentsAppcatches traces saved outsidewatchDir,inspectTracefault-tolerant fallback, configurablecountAliveframework-noise filter, variable-size class min/max/median.
And v1.16: macOS 26.x recording-unblock release. New
recordViaInstrumentsAppMCP tool wraps the Instruments.app GUI flow: opens the app, surfaces step-by-step instructions, watches a directory for the saved.trace, and chains intoinspectTraceon success. Until Apple fixes thexcrun xctrace recordregression on macOS 26.x sims, this is the automated path.
And v1.15: schema coverage + verify-fix UX. Three new MCP trace tools filled the remaining schema gap:
analyzeMemoryFootprint(38th, VM resident / dirty / virtual + jetsam diagnosis),analyzeEnergyImpact(39th, battery drain investigation),analyzeLeakTimeline(40th, xctrace's leaks instrument as a time series).summarizeTracenow chainsanalyzeNetworkActivity.replayScenariocaptures simulator screenshots per step.
Earlier: v1.14 trace-side reliability,
analyzeNetworkActivity, unifiedsupportStatus[], FLEX-inspiredcountAlivesize view, MLeaksFinder + DebugSwift-inspiredverifyFixwhitelist. v1.13 shippedsummarizeTrace+/summarize-traceMCP prompt. v1.12 completed reference-tree propagation. v1.11 added inspectTrace, diffMemgraphs reference-tree. v1.9 shipped analyzeAbandonedMemory, detectLeaksInXCTest, cleanupTraces, mainThreadViolations. Full notes in CHANGELOG.
Heads up for macOS 26.x users: Apple shipped a
task_for_pidkernel regression on macOS 26.x that blocksleaks --outputGraph,heap, ANDxctrace --template Allocationsagainst iOS simulator processes regardless ofMallocStackLogging. Even Xcode's "View Memory Graph Hierarchy" hits it unlessMalloc Stack Loggingis enabled in the scheme's Diagnostics tab. memorydetective surfaces this as a proactiveplatformAdvisoryon the first capture-class tool call, plus aworkaroundNoticewithissue: "macos-26-task-for-pid-broken"ifleaksis invoked. The most reliable workaround today is to target an iOS 18 simulator runtime (install via Xcode > Settings > Platforms > +iOS 18.x). Empirically validated in the notelet investigation 2026-05-12 where three independent CLI memory-introspection paths all failed before iOS 18 was identified as the working escape hatch. SetMEMORYDETECTIVE_SUPPRESS_PLATFORM_ADVISORY=1to silence the notice once you have settled on a workaround.
Also on macOS 26.x: `xctrace record` is broken for simulator targets. Independent from the
task_for_pidregression above,xcrun xctrace record --time-limit Nsagainst iOS simulator processes wedges past the time limit, eventually exits when killed, and the resulting.tracebundle is missing template metadata.xctrace export --tocthen fails withDocument Missing Template Error. Re-validated against Xcode 26.5 (build 17F42, xctrace 16.0) 2026-05-15: regression survives the update. This hits the entirexctrace-based ecosystem the same way (memorydetective.recordTimeProfile, XcodeTraceMCP, and nakedxcrun xctrace recordcalls all fail identically). Workarounds: (1) use `recordViaInstrumentsApp` (v1.16, hardened in v1.17), which opens Instruments.app for you, prompts you to record + save the.trace, then chains intoinspectTraceautomatically once the bundle appears. v1.17 also catches saves outside the watch directory via an Instruments.app AppleScript document query, returningsavedOutsideWatchDir: trueplus the actual path; (2) record from an older macOS host with Xcode 26.0 if you have one; (3) record against a physical device (the regression appears to be simulator-specific). v1.17 added a viability probe onrecordTimeProfile(bundleStatus: "wedged"when the on-disk bundle is the 52K stub) and oninspectTrace(returnsok: truewith diagnosis text instead of throwing). USAGE.md > Troubleshooting has a step-by-step.
npm install -g memorydetective
Add to your MCP client config (Claude Code shown):
// ~/.claude/settings.json
{ "mcpServers": { "memorydetective": { "command": "memorydetective" } } }
Or use it directly from the command line:
memorydetective analyze ~/Desktop/myapp.memgraph
memorydetective classify ~/Desktop/myapp.memgraph
→ See Examples for chat-driven flows · API for the full tool reference · Configure for Claude Desktop / Cursor / Cline · USAGE.md for the full walkthrough including how fixes flow from diagnosis to your codebase.
Realistic chat snippets. The agent calls the MCP tools listed in API.
You: I just exported a memory graph at
~/Desktop/example.memgraph. Something's leaking after I close a detail screen. What is it?
Claude: *(calls
analyzeMemgraph→classifyCycle)*
Found 4 ROOT CYCLE blocks across 60,436 leaks. The dominant one matches swiftui.tag-index-projection with high confidence. A closure attached via
.tag()on a photo carouselForEachis capturingselfstrongly through_viewModel.wrappedValue, which keepsDetailViewModeland the navigation coordinator alive after dismissal.
Suggested fix: replace
[weak self]capture in the tap handler with a static helper, or weak-capture the view-model via[weak coord = self.coordinator]. Want me to find the exact file?
You: I shipped the fix. Compare
~/Desktop/before.memgraphto~/Desktop/after.memgraphand tell me whetherDetailViewModelcount dropped.
Claude: *(calls
diffMemgraphs→countAlive)*
DetailViewModel: 12 → 0 (delta-12). Theswiftui.tag-index-projectioncycle is gone. Total leak count fell from 60,436 to 55,576 (−4,860). Three other ROOT CYCLEs persist. They're SwiftUI internals, not your code.
When leaks --outputGraph fails on macOS 26.x (Failed to get DYLD info for task), the cause is usually that the app was not launched with MallocStackLogging=1. The new orchestration tools handle this end to end without you wiring up xcodebuild + simctl + axe yourself.
You: Reproduce the leak in
MyAppfor me. Build, launch with the right env vars, repeat the photo carousel flow 5 times to amplify it, capture before, then I'll ship the fix and you capture after.
Claude: *(calls
bootAndLaunchForLeakInvestigation)*
Built + booted iPhone 15 (UDID
ABCD-...). LaunchedMyApp(PID49581) withMallocStackLogging=1. Bundle idcom.example.MyApp.
*(calls
replayScenariowith 5 taps on the carousel + back-button cycle, repeat 5)*
Executed 25 actions in 12.3s. No failures.
*(calls
captureScenarioState({label:"before"}))*
Wrote
before.memgraph(63,201 leaks),before.png,before.ui.json.MallocStackLoggingactive, no workaroundNotice.
*(you ship the fix and rebuild)*
*(calls
bootAndLaunchForLeakInvestigation+ replay +captureScenarioState({label:"after"}))*
*(calls
diffMemgraphs→verifyFix)*
DetailViewModel: 15 → 0.swiftui.tag-index-projectionPASS. Bytes freed: 28.4 MB.
You: Profile DemoApp on my iPhone for 90 seconds and tell me where the hangs are.
Claude: *(calls
listTraceDevices→recordTimeProfile→analyzeHangs)*
Recorded
~/Desktop/run.trace(90s, attached to DemoApp on iPhone 17 Pro Max). Found 23 user-visible hangs (>500 ms each), longest 1.16 s, average 769 ms. Severe load. All on the main thread. Sample-level hotspots aren't symbolicated yet; open the trace in Instruments for that step (analyzeTimeProfilereturns a structured workaround notice whenxctracecan't symbolicate. See CHANGELOG known limits).
You: I have a folder of
.mxdiagnosticfiles from the last 30 days of TestFlight at~/Downloads/metrickit-may/. What's catching real users?
Claude: *(calls
analyzeMetricKitPayload({ payloadDir: "~/Downloads/metrickit-may/" }))*
47 payloads, 2026-04-15 → 2026-05-15. Top: 18 crashes EXC_BAD_ACCESS clustered on the same top frame, all in builds 456 and 457 (clean on 458 + earlier). Pattern matches retain-cycle release; chain hint surfaces
findCyclesnext.
Second: 5.4s hang on
libsqlite3.dylib(3 samples). Patterndb-lock. If you reproduce locally, chain intoanalyzeHangswithincludeStackClassification: truefor themainThreadViolations[]classifier.
No symbolicated frames in v1.18 (raw
binaryUUID + offsetshipped; dSYM lookup is a separate tool, future release). Localized hang strings handled: input was"5.4 sec", normalized to 5400ms; one diagnostic carrie
只显示了开头部分;其余内容请在仓库中阅读