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Deep dive into framework internals.

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framework-internals
266

es-toolkit

Use when implementing utility functions, array operations, object manipulation, or string operations. ALWAYS use es-toolkit instead of custom implementations or native methods.

pedronauck
pedronauck
development
open
framework-internals
262

add-op

How to add a new operation (op) to the tt-mlir compiler across all layers: TTIR/TTNN dialect definitions, StableHLO composite conversion, TTIR-to-TTNN conversion, EmitC/EmitPy conversions, flatbuffer schema and serialization, runtime implementation, OpModel, ttir_builder, golden functions, and all associated tests. Use this skill whenever the user asks to add an op, implement an op, create a new operation, add support for a TTNN op, or mentions adding an op to the compiler pipeline. Also trigger when the user wants to know what files to change for a new op, or asks about the op-adding workflow.

tenstorrent
tenstorrent
development
open
framework-internals
261

dotnet-pinvoke

Correctly call native (C/C++) libraries from .NET using P/Invoke and LibraryImport. Covers function signatures, string marshalling, memory lifetime, SafeHandle, and cross-platform patterns. USE FOR: writing new P/Invoke or LibraryImport declarations, reviewing or debugging existing native interop code, wrapping a C or C++ library for use in .NET, diagnosing crashes, memory leaks, or corruption at the managed/native boundary. DO NOT USE FOR: COM interop, C++/CLI mixed-mode assemblies, or pure managed code with no native dependencies.

managedcode
managedcode
development
open
framework-internals
261

dotnet-aot-compat

Make .NET projects compatible with Native AOT and trimming by systematically resolving IL trim/AOT analyzer warnings. USE FOR: making projects AOT-compatible, fixing trimming warnings, resolving IL warnings (IL2026, IL2070, IL2067, IL2072, IL3050), adding DynamicallyAccessedMembers annotations, enabling IsAotCompatible. DO NOT USE FOR: publishing native AOT binaries, optimizing binary size, replacing reflection-heavy libraries with alternatives. INVOKES: no tools — pure knowledge skill.

managedcode
managedcode
development
open
framework-internals
261

migrate-dotnet8-to-dotnet9

Migrate a .NET 8 project to .NET 9 and resolve all breaking changes. USE FOR: upgrading TargetFramework from net8.0 to net9.0, fixing build errors after updating the .NET 9 SDK, resolving behavioral changes in .NET 9 / C# 13 / ASP.NET Core 9 / EF Core 9, replacing BinaryFormatter (now always throws), resolving SYSLIB0054-SYSLIB0057, adapting to params span overload resolution, fixing C# 13 compiler changes, updating HttpClientFactory for SocketsHttpHandler, and resolving EF Core 9 migration/Cosmos DB changes. DO NOT USE FOR: .NET Framework migrations, upgrading from .NET 7 or earlier, greenfield .NET 9 projects, or cosmetic modernization unrelated to the upgrade.

managedcode
managedcode
development
open
framework-internals
261

migrate-dotnet9-to-dotnet10

Migrate a .NET 9 project or solution to .NET 10 and resolve all breaking changes. USE FOR: upgrading TargetFramework from net9.0 to net10.0, fixing build errors after updating the .NET 10 SDK, resolving source and behavioral changes in .NET 10 / C# 14 / ASP.NET Core 10 / EF Core 10, updating Dockerfiles for Debian-to-Ubuntu base images, resolving obsoletion warnings (SYSLIB0058-SYSLIB0062), adapting to SDK/NuGet changes (NU1510, PrunePackageReference), migrating System.Linq.Async to built-in AsyncEnumerable, fixing OpenApi v2 API changes, cryptography renames, and C# 14 compiler changes (field keyword, extension keyword, span overloads). DO NOT USE FOR: .NET Framework migrations, upgrading from .NET 8 or earlier (use migrate-dotnet8-to-dotnet9 first), greenfield .NET 10 projects, or cosmetic modernization. LOADS REFERENCES: csharp-compiler, core-libraries, sdk-msbuild (always); aspnet-core, efcore, cryptography, extensions-hosting, serialization-networking, winforms-wpf, containers-interop (selective).

managedcode
managedcode
development
open
framework-internals
261

dotnet-mcaf-devex

Apply MCAF developer-experience guidance for onboarding, F5 contract, cross-platform tasks, local inner loop, and reproducible setup. Use when the repo is hard to run, debug, test, or onboard into.

managedcode
managedcode
development
open
framework-internals
261

exp-simd-vectorization

Optimizes hot-path scalar loops in .NET 8+ with cross-platform Vector128/Vector256/Vector512 SIMD intrinsics, or replaces manual math loops with single TensorPrimitives API calls. Covers byte-range validation, character counting, bulk bitwise ops, cross-type conversion, fused multi-array computations, and float/double math operations.

managedcode
managedcode
development
open
framework-internals
261

dotnet-modern-csharp

Write modern, version-aware C# for .NET repositories. Use when choosing language features across C# versions, especially C# 13 and C# 14, while staying compatible with the repo's target framework and `LangVersion`.

managedcode
managedcode
development
open
framework-internals
261

thread-abort-migration

Guides migration of .NET Framework Thread.Abort usage to cooperative cancellation in modern .NET. USE FOR: modernizing code that calls Thread.Abort, catching ThreadAbortException, replacing Thread.ResetAbort, replacing Thread.Interrupt for thread termination, resolving PlatformNotSupportedException or SYSLIB0006 after retargeting to .NET 6+, migrating ASP.NET Response.End or Response.Redirect(url, true) which internally call Thread.Abort. DO NOT USE FOR: code that only uses Thread.Join, Thread.Sleep, or Thread.Start without any abort, interrupt, or ThreadAbortException usage — these APIs work identically in modern .NET and need no migration. Also not for projects staying on .NET Framework, or Thread.Abort usage inside third-party libraries you do not control.

managedcode
managedcode
development
open
framework-internals
258

cairo-coding

Use when writing or optimizing Cairo functions — fixing slow loops, expensive arithmetic, integer splitting or limb assembly, modular reduction, storage slot packing, or BoundedInt type bounds

keep-starknet-strange
keep-starknet-strange
development
open
framework-internals
257

ef-core

Entity Framework Core patterns for .NET 10. Covers DbContext configuration, migrations workflow, interceptors, compiled queries, ExecuteUpdateAsync, ExecuteDeleteAsync, value converters, and query optimization. Load this skill when working with databases, writing queries, managing schema changes, or when the user mentions "EF Core", "Entity Framework", "DbContext", "migration", "LINQ query", "database", "SQL", "N+1", "Include", "split query", "value converter", "interceptor", or "compiled query".

codewithmukesh
codewithmukesh
development
open
framework-internals
257

modern-csharp

Modern C# language features for .NET 10 and C# 14. Covers primary constructors, collection expressions, the field keyword, extension members, records, pattern matching, spans, and raw string literals. Load this skill when writing any new C# code, reviewing existing code for modernization, using "modern C#", "C# 14", "primary constructor", "collection expression", "records", "pattern matching", "span", "field keyword", or "extension members". Always loaded as the baseline for all agents.

codewithmukesh
codewithmukesh
development
open
framework-internals
256

domain-embedded

Use when developing embedded/no_std Rust. Keywords: embedded, no_std, microcontroller, MCU, ARM, RISC-V, bare metal, firmware, HAL, PAC, RTIC, embassy, interrupt, DMA, peripheral, GPIO, SPI, I2C, UART, embedded-hal, cortex-m, esp32, stm32, nrf, 嵌入式, 单片机, 固件, 裸机

ZhangHanDong
ZhangHanDong
development
open
framework-internals
256

idalib-rust-style

Best practices for contributing to IDALIB Rust bindings

idalib-rs
idalib-rs
development
open
framework-internals
253

simulation-dev

General simulation development best practices for correctness, stability, and debuggability. Use when implementing or modifying simulation systems, solvers, constraints, or GPU kernels, especially for index safety, NaN/Inf issues, and diagnostics.

spiriMirror
spiriMirror
development
open
framework-internals
252

yororen-ui-state-inputs

State management and input/form best practices for end users building Yororen UI apps with gpui. Use when implementing TextInput/TextArea/SearchInput/ComboBox/Form/Modal, when wiring on_change/on_submit handlers, or when diagnosing typing lag, cursor jumps, or render loops caused by controlled inputs. Not for developing yororen-ui itself.

MeowLynxSea
MeowLynxSea
development
open
framework-internals
252

kernel-workflow

AI Kernel 算子生成与优化工作流程。当用户需要生成、验证或优化 kernel 算子时使用此 Skill。支持 Triton、CUDA C、C++、TileLang等多种后端 DSL。

mindspore-ai
mindspore-ai
development
open
framework-internals
248

update-mcp-spec-version

Instructions for updating the supported Model Context Protocol (MCP) specification version in the `dart_mcp` package.

dart-lang
dart-lang
development
open
framework-internals
247

test-generator

Generate unit tests based on existing code patterns and testing frameworks.

aiskillstore
aiskillstore
development
open
framework-internals
247

context-optimization

This skill should be used when the user asks to "optimize context", "reduce token costs", "improve context efficiency", "implement KV-cache optimization", "partition context", or mentions context limits, observation masking, context budgeting, or extending effective context capacity.

aiskillstore
aiskillstore
development
open
framework-internals
247

pennylane

Hardware-agnostic quantum ML framework with automatic differentiation. Use when training quantum circuits via gradients, building hybrid quantum-classical models, or needing device portability across IBM/Google/Rigetti/IonQ. Best for variational algorithms (VQE, QAOA), quantum neural networks, and integration with PyTorch/JAX/TensorFlow. For hardware-specific optimizations use qiskit (IBM) or cirq (Google); for open quantum systems use qutip.

aiskillstore
aiskillstore
development
open
framework-internals
245

dpdata-minimizer

Minimize geometries with dpdata minimizer plugins via System.minimize(), including how minimizers relate to drivers (ASEMinimizer needs a dpdata Driver) and how to list supported minimizers (ase/sqm). Use when doing geometry optimization/minimization through dpdata Python API.

deepmodeling
deepmodeling
development
open
framework-internals
240

myco-implement-update-tool-fetch-merge-put

Use this skill whenever you are implementing or fixing an update_* tool in unifi-mcp. It covers the mandatory fetch-merge-put pattern, deep_merge semantics, V2 API response gotchas, the confirm double-fetch design, LLM UX requirements for dict params, and when flat params are appropriate instead. Applies even if the user only says "add an update tool for X" without specifying the implementation approach — the pattern is required for all update tools in this project.

sirkirby
sirkirby
development
open
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