Processing
Data transformation and parsing
bayesian-reasoning-calibration
by lyndonkl
Use when making predictions or judgments under uncertainty and need to explicitly update beliefs with new evidence. Invoke when forecasting outcomes, evaluating probabilities, testing hypotheses, calibrating confidence, assessing risks with uncertain data, or avoiding overconfidence bias. Use when user mentions priors, likelihoods, Bayes theorem, probability updates, forecasting, calibration, or belief revision.
contacts
by vellum-ai
Manage contacts, communication channels, access control, and invite links
media-processing
by vellum-ai
"Ingest and process media files (video, audio, image)"
legal-text-format
by cat-xierluo
将法律文本(法律条文或法律案例)转换为规范的 Markdown 格式,删除推广冗余信息。本技能应在用户需要处理法律条文(如民法典、刑法等)、整理法律案例(如最高法典型案例、裁判文书等)、或从粘贴文本中格式化法律文档时使用。注意:本技能只负责格式化和内容清理,不包含内容抓取能力。内容获取应由其他 skill(如 wechat-article-fetch)完成,AI 会自动判断技能协作顺序。
azure-openai-to-responses
by microsoft
azure-openai-to-responses
by microsoft
azure-openai-to-responses
by microsoft
azure-openai-to-responses
by microsoft
azure-openai-to-responses
by microsoft
azure-openai-to-responses
by microsoft
Migrate Python apps from Azure OpenAI Chat Completions to the Responses API. Covers AzureOpenAI/AsyncAzureOpenAI client migration to the v1 endpoint, streaming, tools, structured output, multi-turn, EntraID auth, and model compatibility checks. Python-focused, Azure OpenAI-specific. USE FOR: migrate to responses API, switch from chat completions, openai responses, upgrade openai SDK, responses API migration, move from completions to responses, gpt-5 migration, azure openai python migration, chat completions to responses, AzureOpenAI to OpenAI client, python azure openai upgrade. DO NOT USE FOR: building new apps from scratch (start with responses directly), Node/TypeScript/C#/Java/Go migrations (this skill is Python-only), Azure infrastructure setup (use azure-prepare), deploying models (use microsoft-foundry).
azure-openai-to-responses
by microsoft
azure-openai-to-responses
by microsoft
azure-openai-to-responses
by microsoft
azure-openai-to-responses
by microsoft
azure-openai-to-responses
by microsoft
azure-openai-to-responses
by microsoft
azure-openai-to-responses
by microsoft
think
by tw93
"Turns rough ideas into approved, decision-complete plans with validated structure before coding. Use when users ask in any language for planning, architecture, design direction, feasibility, value judgment, or whether a feature is worth doing before implementation. Not for bug fixes or small edits."
serial
by zhinkgit
嵌入式串口调试工具,用于扫描串口、实时监控、发送数据、记录日志和 Hex 查看。 当用户提到串口、COM 口、UART、AT 命令调试、波特率、Hex 串流、串口抓日志、 串口监控、查看 MCU 输出、二进制协议联调时自动触发,也兼容 /serial 显式调用。 即使用户只是说"看看串口输出"、"发个 AT 命令"或"抓一下日志",只要上下文涉及 串口通信就应触发此 skill。
msbuild-modernization
by dotnet
"Guide for modernizing and migrating MSBuild project files to SDK-style format. USE FOR: converting legacy .csproj/.vbproj with verbose XML to SDK-style, migrating packages.config to PackageReference, removing Properties/AssemblyInfo.cs in favor of auto-generation, eliminating explicit <Compile Include> lists via implicit globbing, consolidating shared settings into Directory.Build.props. Indicators of legacy projects: ToolsVersion attribute, <Import Project=\"$(MSBuildToolsPath)\">, .csproj files > 50 lines for simple projects. DO NOT USE FOR: projects already in SDK-style format, non-.NET build systems (npm, Maven, CMake), .NET Framework projects that cannot move to SDK-style."
coverage-analysis
by dotnet
Project-wide code coverage and CRAP (Change Risk Anti-Patterns) score analysis for .NET projects. Calculates CRAP scores per method and surfaces risk hotspots — complex code with low coverage that is dangerous to modify. Use to diagnose why coverage is stuck or plateaued, identify what methods block improvement, or get project-wide coverage analysis with risk ranking. USE FOR: coverage stuck, coverage plateau, can't increase coverage, what's blocking coverage, coverage gap, CRAP scores, risk hotspots, where to add tests, coverage analysis, coverage report. DO NOT USE FOR: targeted single-method CRAP analysis (use crap-score); auditing test code for coverage-touching or other anti-patterns (use test-anti-patterns); writing tests; running tests (use run-tests). Requires or produces coverage (Cobertura) and CRAP metrics.
migrate-xunit-to-mstest
by dotnet
Convert .NET test projects from xUnit.net v2 or v3 to MSTest v4. Use for replacing xunit packages, [Fact]/[Theory], xUnit assertions, fixtures, ITestOutputHelper, traits, skips, and xUnit parallelization with MSTest equivalents while preserving the current VSTest or MTP runner. DO NOT USE FOR: xUnit v2 to v3 upgrades, MSTest version upgrades, migrations from NUnit/TUnit, or runner-only VSTest to MTP migrations.
writing-mstest-tests
by dotnet
Fix, modernize, review, or explain supplied MSTest code and MSTest-specific configuration while honoring installed versions and project style. ALWAYS USE for direct corrections: expected/actual order; generic/manual assertions; exception, hard-cast, or object[] patterns; TestContext/lifecycle; timeout/cancellation; condition/retry/cleanup; parallelization; MSTest.Sdk setup; or MSTESTxxxx. Use for "review" only when corrected code or edits are wanted. DO NOT USE for new test-case design (code-testing-agent), report-only audits/metrics (test-anti-patterns or assertion-quality), creating/wiring a first test project (scaffold-dotnet-test-project), running tests, migration, non-MSTest frameworks, or non-.NET.
target-authoring
by dotnet
"Canonical patterns for writing custom MSBuild targets. USE FOR: diagnosing and fixing custom target authoring anti-patterns; broken SDK target chains across files (e.g., Directory.Build.targets silently redefining SDK targets); targets that replace CompileDependsOn instead of extending it with $(CompileDependsOn); query targets returning stale results from Outputs vs Returns misuse; missing Inputs/Outputs causing unnecessary rebuilds; missing FileWrites registration. Covers DependsOnTargets vs BeforeTargets vs AfterTargets, the Build→CoreBuild three-level pattern, and the $(XxxDependsOn) chain-extension pattern. DO NOT USE FOR: incremental build tuning (use incremental-build), parallelization (use build-parallelism), general anti-patterns (use msbuild-antipatterns), non-MSBuild build systems."