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Plan and, after explicit approval, run controlled checks of software behavior. Compare baseline and failure cases, repeat sensitive measurements, and report observed results with execution context, comparison conditions, and the status of temporary evidence files.

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• Investigating a suspected runtime regression
• Checking retries, interruptions, and concurrent operations
• Comparing latency or cost under matched conditions

Investigate difficult bugs by adding temporary logs to the actual execution path and reproducing the reported behavior. Analyze JSONL logs, which store one structured event per line, then fix the cause, verify regression tests, and remove debugging artifacts.

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• Investigating bugs that occur only during manual use
• Tracing event order in streaming or concurrent operations
• Checking whether passing tests cover the reported bug

Build a Table v9 plugin when built-in settings and typed metadata are insufficient. Guides custom state, options, and methods, with initialization hooks and runtime checks to ensure declared APIs actually exist and reset correctly.

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• Add reusable custom table behavior
• Design plugin state and reset behavior
• Keep declared APIs consistent with runtime behavior

Investigate cmux interface and runtime problems using debug logs, profiling, and the Debug menu. It guides changes to terminal rendering and tab lists, with checks for typing latency, SwiftUI state handling, and differences between macOS versions.

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• Investigating focus and tab switching problems
• Checking typing latency after rendering changes
• Tuning layout and colors through Debug windows

Prepare a local NemoClaw development environment, repair setup problems, or check readiness. It also handles explicitly requested command-line access, runtime onboarding, and launching the coding agent pinned by the project.

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• Setting up a local NemoClaw development environment
• Checking readiness before starting development
• Repairing local dependency, build, or hook problems

Investigate 403 and 500 errors in Google Cloud Gemini Enterprise Agent Platform. Examine logs, registered destinations, agent identities, and authorization policies to produce a diagnostic report with evidence, recommended fixes, and verification steps.

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• Investigating 403 errors when an agent calls an external API
• Diagnosing Agent Runtime 500 errors involving Model Armor
• Checking registration and permissions for failing MCP connections

Diagnose unreachable or unhealthy OpenShell gateways and sandbox startup failures. Identify the underlying execution platform, then examine logs, authentication, certificates, and configuration with the matching tools to narrow down the cause.

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• Investigate gateway connection and health check failures
• Find why a sandbox remains pending or fails to start
• Check Docker or Podman runtime and image problems

Reviews Rust applications and libraries for security issues involving unsafe code, memory safety, concurrency, calls across language boundaries, panics, and async runtimes. Coordinates specialized reviewers and produces Markdown and SARIF reports, a format for analysis tools.

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• Auditing unsafe Rust code
• Reviewing calls across language boundaries
• Checking concurrency and async runtime hazards

Review Substrate and Polkadot runtime modules, called pallets, for seven security patterns, including unsafe arithmetic, crashes, incorrect processing costs, and weak permission checks. Produce a complete coverage table, findings with code references, and proposed fixes.

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• Auditing custom Substrate pallets
• Reviewing processing costs and fees
• Checking permissions for privileged operations

Build and run iOS apps in Simulator using XcodeBuildMCP, then inspect screens, interact with controls, and capture logs to investigate runtime problems. It also supports launching an already built app and checking that the expected app opened.

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• Build and launch an iOS app in Simulator
• Inspect screens and test taps or text entry
• Capture logs to investigate runtime problems

Guides migration of historical SWE-Marathon agent configurations to the shared Codex runtime. It preserves native tasks, verification rules, and scoring while outlining environment checks and restrictions on retired execution methods.

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• Migrating historical SWE-Marathon agent configurations
• Preserving task and scoring rules during migration
• Checking the native environment before a full run

Use DeepChat's bundled command-line interface to compare models, generate media, transcribe audio, and extract text from images. Also inspect runtime status, artifact metadata, public settings, installed Skills, and MCP connections to external tools.

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• Comparing models and collecting benchmark results
• Generating images, video, or speech
• Transcribing audio and extracting text from images

Set up Ouroboros inside Claude Code with a guided wizard. Check runtime requirements, configure the Claude runtime, optionally add project instructions to CLAUDE.md, and register existing repositories as context for future interviews.

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• Setting up Ouroboros in Claude Code
• Checking Python and runtime requirements
• Adding Ouroboros instructions to CLAUDE.md

Clarify responsibilities in a TeamHarness team, including planning, task execution, result acceptance, and runtime administration. Use the role boundaries to identify who owns each action and how participants should handle sensitive information.

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• Assigning responsibilities across team roles
• Checking ownership of task review and acceptance
• Defining work boundaries for remote members

Look up current AgentTeams membership, Worker runtime state, and identity details when the conversation lacks them. The skill uses the agt command-line tool to confirm coordinator identities, team context, and room information without relying on old records.

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• Confirm a coordinator's Matrix ID
• Check team membership or standalone Worker context
• Look up room IDs for message routing

Upgrade an existing .NET 10 project to .NET 11 by updating framework targets and packages, fixing compatibility issues, reviewing runtime behavior changes, and verifying builds, tests, and deployment configuration.

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• Upgrading a project from net10.0 to net11.0
• Fixing build errors after an SDK upgrade
• Reviewing changes in runtime and EF Core behavior

Adjust how AI agents generate workflows in cc-wf-studio by reviewing node descriptions, examples, and misleading constraints. The skill guides minimal schema edits, format regeneration, and testing to address biased node choices.

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• Investigating repeated selection of the wrong node type
• Revising node descriptions and workflow examples
• Checking for constraints the runtime does not enforce

Add a language or regional variant to all-api-hub, covering language selection, saved preferences, translations, browser extension resources, and date formatting. It guides integration and testing so language support works across the extension’s different runtimes.

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• Adding a new application language
• Supporting a regional language variant
• Checking language support across extension runtimes

通过区分过期配置与源码缺陷，并执行真实打包 Runtime 路径，诊断 Comet Hook、安装、路由、平台、生成 Runtime 或生命周期行为。Hook 或安装报告可能涉及配置、生成资产漂移、不支持的平台或跨项目归属问题时使用。

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Use when creating Codex, Claude Code, Gemini CLI, Cursor, or AGENTS.md runtime adapters from one canonical agent core. Use whenever a generated repo needs multiple AI runtimes without duplicating instructions.

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Use when creating Codex, Claude Code, Antigravity, Cursor, or AGENTS.md runtime adapters from one canonical agent core. Use whenever a generated repo needs multiple AI runtimes without duplicating instructions.

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Symbolicate .NET runtime frames in Apple platform .ips crash logs (iOS, tvOS, Mac Catalyst, macOS). Extracts UUIDs and addresses from the native backtrace, locates dSYM debug symbols, and runs atos to produce function names with source file and line numbers. Automatically downloads .dwarf symbols from the Microsoft symbol server using Mach-O UUIDs. USE FOR triaging a .NET MAUI or Mono app crash from an .ips file on any Apple platform, resolving native backtrace frames in libcoreclr or libmonosgen-2.0 to .NET runtime source code, retrieving .ips crash logs from a connected iOS device or iPhone, or investigating EXC_CRASH, EXC_BAD_ACCESS, SIGABRT, or SIGSEGV originating from the .NET runtime. DO NOT USE FOR pure Swift/Objective-C crashes with no .NET components, or Android tombstone files. INVOKES Symbolicate-Crash.ps1 script, atos, dwarfdump, idevicecrashreport.

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Symbolicate the .NET runtime frames in an Android tombstone file. Extracts BuildIds and PC offsets from the native backtrace, downloads debug symbols from the Microsoft symbol server, and runs llvm-symbolizer to produce function names with source file and line numbers. USE FOR triaging a .NET MAUI or Mono Android app crash from a tombstone, resolving native backtrace frames in libmonosgen-2.0.so or libcoreclr.so to .NET runtime source code, or investigating SIGABRT, SIGSEGV, or other native signals originating from the .NET runtime on Android. DO NOT USE FOR pure Java/Kotlin crashes, managed .NET exceptions that are already captured in logcat, or iOS crash logs. INVOKES Symbolicate-Tombstone.ps1 script, llvm-symbolizer, Microsoft symbol server.

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Use when you need framework-agnostic Docker and container image guidance for Java projects - Dockerfile design, multi-stage Maven builds, jlink custom runtimes, micro runtime distributions such as Alpaquita, JVM container ergonomics, non-root execution, image metadata, .dockerignore, reproducible builds, vulnerability scanning, SBOM awareness, and production-safe container defaults. This should trigger for requests such as Review Java Dockerfile; Improve Docker image security; Add jlink runtime to a Java container; Add containerization to a Java project; Optimize Java container image size; Review Docker build reproducibility. Part of Plinth Toolkit

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