Machine Learning

Use this skill to inspect what a Rails page currently displays, extract HTML content, or verify rendering WITHOUT starting a dev server. Useful for understanding page output before making changes, debugging views, searching for content, or testing that pages work correctly. Provides scripts/render.rb for quick page inspection and HTML extraction.

Automatically discover machine learning and AI skills when working with machine learning. Activates for ml development tasks.

Analyze incoming user requests to detect intent, request type (design/validate/debug/document), complexity level, and identify vague requirements or buzzwords that need clarification. Use when cto-orchestrator receives new requests that need classification before routing to specialist agents.

Analyze Kubernetes resource lifecycle in Prow CI job artifacts by parsing audit logs and pod logs from GCS, generating interactive HTML reports with timelines

自动化数据探索和可视化工具，提供从数据加载到专业报告生成的完整EDA解决方案。支持多种图表类型、智能数据诊断、建模评估和HTML报告生成。适用于医疗、金融、电商等领域的数据分析项目。

Deep expertise in ML/CV model selection, training pipelines, and inference architecture. Use when designing machine learning systems, computer vision pipelines, or AI-powered features.

Development guide for the lemline-core module. Use when working with workflow execution (orchestrators,

Development guide for the lemline-runner module. Use when working with messaging (commands/events

Extract and decompress must-gather archives from Prow CI job artifacts, generating an interactive HTML file browser with filters

Fetch raw file content from GitHub URLs. Trigger when user shares a GitHub file link (https://github.com/user/repo/blob/main/file.go) and wants to view the source code. Avoids HTML/JS clutter from WebFetch.

Use when diagnosing crawl/index issues, performance regressions, or structured data gaps.

Systematic bugfix workflow with regression testing, auto-retry logic, and comprehensive validation. Auto-executes when user clearly wants to fix, debug, repair, resolve, broken, not working, doesn't work, not showing up, not appearing, not displaying, not rendering, doesn't show, won't show, isn't showing, doesn't appear, doesn't display, failing, errors, bugs, issues, not loading, doesn't load, crashed, crashes, problem with, trouble with.

Execute and analyze Unity Test Framework tests from the command line. This skill automates test execution for Unity projects by detecting the Unity Editor, configuring test parameters (EditMode/PlayMode), running tests via CLI, parsing XML results, and generating detailed failure reports. Use this when running Unity tests, validating game logic, or debugging test failures.

Assists with Unity UI Toolkit development - UXML structure, USS styling, C# VisualElement manipulation, data binding, and custom controls. Use when implementing UI Toolkit interfaces.

Expert knowledge for HTMX development. Use when building hypermedia-driven applications with Litestar templates and partial HTML responses.

Advanced file management tools. Includes batch folder creation, batch file moving, file listing, and HTML author extraction.

Create software releases with version bumping, changelog updates, git tags, and GitHub releases. Use when: "create a release", "bump version", "tag release", "publish version", "/release". Handles VERSION files, package.json, Cargo.toml, pyproject.toml, and go.mod projects.

Fetches web content with intelligent content extraction, converting HTML to clean markdown. Use for documentation, articles, and reference pages http/https URLs.

Verify Symfony project configuration including .env, services.yaml, doctrine settings, and framework requirements

Use when working with WP-CLI (wp) for WordPress operations: safe search-replace, db export/import, plugin/theme/user/content management, cron, cache flushing, multisite, and scripting/automation with wp-cli.yml.