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Deep dive into framework internals.

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framework-internals
3.9K

devtools-imports

Conventions for importing code in Devtools to avoid build errors. Covers cross-module imports, internal imports, and the "import * as" requirement.

ChromeDevTools
ChromeDevTools
development
open
framework-internals
3.7K

convex-optimization

Problem-solving strategies for convex optimization in optimization

parcadei
parcadei
development
open
framework-internals
3.7K

meojson

Guide for using the meojson C++ JSON library in MaaFramework. Use when writing code that involves JSON parsing, serialization, struct jsonization (MEO_JSONIZATION), json::value manipulation, ext::jsonization custom type support, or logging with json values.

MaaXYZ
MaaXYZ
development
open
framework-internals
3.2K

rtk-optimizer

Wrap high-verbosity shell commands with RTK to reduce token consumption. Use when running git log, git diff, cargo test, pytest, or other verbose CLI output that wastes context window tokens.

FlorianBruniaux
FlorianBruniaux
development
open
framework-internals
3.2K

fabll

How FabLL (faebryk.core.node) maps Python node/trait declarations into the TypeGraph + instance graph, including field/trait invariants and instantiation patterns. Use when defining new components or traits, working with the Node API, or understanding type registration.

atopile
atopile
development
open
framework-internals
3.2K

library

How the Faebryk component library is structured, how `_F.py` is generated, and the conventions/invariants for adding new library modules. Use when adding or modifying library components, traits, or module definitions.

atopile
atopile
development
open
framework-internals
3.2K

pyzig

How the Zig↔Python binding layer works (pyzig), including build-on-import, wrapper generation patterns, ownership rules, and where to add new exported APIs. Use when adding Zig-Python bindings, modifying native extensions, or debugging C-API interactions.

atopile
atopile
development
open
framework-internals
3.2K

solver

How the Faebryk parameter solver works (Sets/Literals, Parameters, Expressions), the core invariants enforced during mutation, and practical workflows for debugging and extending the solver. Use when implementing or modifying constraint solving, parameter bounds, or debugging expression simplification.

atopile
atopile
development
open
framework-internals
3K

unitbench-openzl-scenarios

Use when creating benchmark scenarios for new openzl codec nodes in unitBench - adding kernel-level encode/decode benchmarks or graph-level compress/decompress benchmarks for codecs like bitsplit, delta, transpose, entropy, etc.

facebook
facebook
development
open
framework-internals
2.9K

ispc-builtins

Best practices for creating and modifying ISPC builtin files. Use when adding target-specific optimizations, implementing new builtin functions, or working with the hierarchical target system.

ispc
ispc
development
open
framework-internals
2.8K

macios-binding-creator

Create C# bindings for Apple frameworks in dotnet/macios. USE FOR: binding new APIs, implementing .todo file entries, creating Xcode SDK bindings, binding AVFoundation/UIKit/AppKit or any Apple framework, "bind this framework", "implement these APIs". DO NOT USE FOR: Xcode beta version bumps (use macios-xcode-beta-update skill), CI failure investigation (use macios-ci-failure-inspector skill).

dotnet
dotnet
development
open
framework-internals
2.7K

aiox-master

AIOX Master Orchestrator & Framework Developer (Orion). Use when you need comprehensive expertise across all domains, framework component creation/modification, workflow orchest...

SynkraAI
SynkraAI
development
open
framework-internals
2.7K

freya

Freya Rust GUI framework best practices, patterns, and conventions. Use when writing Freya components, hooks, elements, or working on a Freya project.

marc2332
marc2332
development
open
framework-internals
2.7K

depth-estimation

Real-time depth map privacy transforms using Depth Anything v2 (CoreML + PyTorch)

SharpAI
SharpAI
development
open
framework-internals
2.5K

26-pipeline-variable-extension

流水线变量字段扩展指南,涵盖变量字段定义、类型扩展、变量作用域、变量继承、自定义变量处理。当用户扩展流水线变量、添加新变量字段、处理变量作用域或实现变量继承时使用。

TencentBlueKing
TencentBlueKing
development
open
framework-internals
2.4K

jinja2

Best practices for template rendering with Jinja2 including environments, filters, autoescaping, and security.

microsoft
microsoft
development
open
framework-internals
2.2K

binary-merkle-trie

Help users work with EIP-7864 Binary Merkle Tries for stateless Ethereum execution using Nethereum.Merkle.Binary (.NET). Use this skill whenever the user mentions binary trie, EIP-7864, stateless execution, stem nodes, binary Merkle, BasicDataLeaf, code chunking, BLAKE3, or Verkle-style trie structures in a C#/.NET context.

Nethereum
Nethereum
development
open
framework-internals
2.1K

e2e-develop-guide

LoongCollector E2E Testing Framework Development Guide. Use this rule when you need to understand E2E testing framework architecture, develop new test behavior functions, or extend testing capabilities. Contains detailed BDD testing framework usage, test behavior function development and registration workflows, and comprehensive reference of existing testing capabilities. Example: When adding custom test behaviors for new plugins, use this rule to understand how to write and register new test functions. Example: When developing E2E tests, use this rule to understand the e2e framework.

alibaba
alibaba
development
open
framework-internals
2.1K

legacy-migration-planner

Use when planning legacy system migrations, codebase modernization, monolith decomposition, microservices consolidation, cross-language rewrites, or framework upgrades. Invoke for strangler fig pattern, incremental migration strategy, or refactoring roadmaps. Do NOT use for domain analysis (use domain-analysis), component sizing (use component-identification-sizing), or step-by-step decomposition plans (use decomposition-planning-roadmap).

tech-leads-club
tech-leads-club
development
open
framework-internals
2K

mcc-version-adaptation

Adapt MCC palettes and protocol handling for a new Minecraft version. Use when the user wants to add support for a new MC version, compare version registries, update item/entity/block/metadata palettes, or fix protocol mismatches between MC versions.

MCCTeam
MCCTeam
development
open
framework-internals
2K

mflux-debugging

Debug MLX ports by comparing against a PyTorch/diffusers reference via exported tensors/images (export-then-compare).

filipstrand
filipstrand
development
open
framework-internals
1.9K

add-descriptor

Guides through adding a new descriptor type to deepmd-kit. Covers implementing in dpmodel (array-API-compatible), wrapping for JAX/pt_expt backends, hard-coding for PT/PD, registering arguments, and writing all required tests.

deepmodeling
deepmodeling
development
open
framework-internals
1.9K

cursor-advanced-composer

Advanced Cursor Composer techniques: agent mode, parallel agents, complex refactoring, and multi-step orchestration. Triggers on "advanced composer", "composer patterns", "multi-file generation", "composer refactoring", "agent mode", "parallel agents".

jeremylongshore
jeremylongshore
development
open
framework-internals
1.9K

firecrawl-deploy-integration

Deploy Firecrawl integrations to Vercel, Cloud Run, and Docker platforms. Use when deploying Firecrawl-powered applications to production, configuring platform-specific secrets, or setting up self-hosted Firecrawl. Trigger with phrases like "deploy firecrawl", "firecrawl Vercel", "firecrawl production deploy", "firecrawl Cloud Run", "firecrawl Docker".

jeremylongshore
jeremylongshore
development
open
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