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ide-plugins
148

multi-language-project-analysis-with-pmat

Analyzes polyglot codebases with multiple programming languages using PMAT (Pragmatic AI Labs MCP Agent Toolkit). Use this skill when: - Working with projects containing multiple programming languages - Assessing cross-language integration patterns and quality - Understanding language distribution and architectural boundaries - Comparing quality metrics across language ecosystems - Identifying language-specific best practices violations Supports 25+ languages including Rust, Python, TypeScript, JavaScript, Go, C++, Java, Ruby, PHP, Swift, Kotlin, C, C#, Scala, Haskell, Elixir, Clojure, Dart, Lua, R, and more. Provides unified quality assessment across heterogeneous codebases.

paiml
paiml
tools
open
health-fitness
148

technical-debt-tracking-with-pmat

Tracks and manages technical debt using PMAT (Pragmatic AI Labs MCP Agent Toolkit). Use this skill when: - User asks about technical debt, TODO comments, or code quality issues - Planning sprint work and need to prioritize debt repayment - Conducting code audits or technical debt assessments - Tracking debt accumulation trends over time - Creating technical debt reports for stakeholders Detects SATD (Self-Admitted Technical Debt) annotations: TODO, FIXME, HACK, XXX, NOTE comments. Provides debt quantification in hours, prioritization by severity, and repayment tracking.

paiml
paiml
business
open
ide-plugins
148

code-quality-analysis-with-pmat

Analyzes code quality, complexity, and technical debt using PMAT (Pragmatic AI Labs MCP Agent Toolkit). Use this skill when: - User mentions "code quality", "complexity", "technical debt", or "maintainability" - Reviewing code or conducting code review - Modifying or refactoring existing code files - Creating pull requests or preparing commits - Investigating performance or quality issues Supports 25+ languages including Rust, Python, TypeScript, JavaScript, Go, C++, Java, Ruby, PHP, Swift, and more. Provides cyclomatic complexity, cognitive complexity, maintainability index, dead code detection, and technical debt annotations (SATD: TODO, FIXME, HACK comments).

paiml
paiml
tools
open
framework-internals
148

mcp-refactoring

Refactoring MCP Tools for Better LLM Integration and Usability

adeze
adeze
development
open
framework-internals
148

prefetch-data-load

Apply prefetch optimization to FlyDSL kernel loops: pre-load the first iteration's data before the loop, issue async loads for the next iteration inside the loop body, and swap buffers at the loop tail via scf.for loop-carried values. This overlaps data load latency with compute instructions. Use when a kernel has a loop where buffer_load feeds into MFMA/compute and load latency is exposed. Usage: /prefetch-data-load

ROCm
ROCm
development
open
framework-internals
148

gemm-optimization

Comprehensive guide to optimizing GEMM (General Matrix Multiply) kernels in FlyDSL on AMD CDNA GPUs. Covers tiling strategy, LDS ping-pong double-buffer, XOR bank-conflict swizzle, A/B data prefetch pipeline, 2-stage software pipelining, MFMA instruction scheduling (hot_loop_scheduler), epilogue strategies (direct store vs CShuffle), TFLOPS/bandwidth calculation, main-loop instruction count analysis, and bottleneck identification from ATT traces. Based on the production preshuffle_gemm kernel. Usage: /gemm-optimization

ROCm
ROCm
development
open
full-stack
148

build-rocm-image

Connect to a remote host via SSH and build a Docker image with rocprofv3, vllm, aiter, FlyDSL, and custom triton (rocm-maxnreg-support-v35 branch). Use when user wants to build/rebuild the ROCm development image on a remote host. Usage: /build-rocm-image <hostname>

ROCm
ROCm
development
open
package-distribution
148

build-flydsl

Build and install FlyDSL (Flexible Layout Python DSL) on a remote host or Docker container. FlyDSL is a Python DSL and MLIR-based compiler stack for authoring high-performance GPU kernels with explicit layouts and tiling on AMD GPUs. Requires building LLVM/MLIR from source (~30min) then FlyDSL C++ and Python bindings (~5min). Usage: /build-flydsl [container@host]

ROCm
ROCm
development
open
package-distribution
148

stata-c-plugins

Develop high-performance C/C++ plugins for Stata using the stplugin.h SDK. Use when the user asks to create a Stata plugin, write C/C++ code for Stata, accelerate a Stata command with C, build cross-platform Stata plugins, or translate/port a Python or R package into Stata. Covers the full lifecycle: SDK setup, data flow, memory safety, .ado wrappers with preserve/merge, cross-platform compilation, performance optimization (pthreads, pre-sorted indices, XorShift RNG), debugging, and distribution via net install. Also includes a translation workflow for porting Python/R packages to Stata — wrapping existing C++ backends when available, or writing C from scratch when not.

dylantmoore
dylantmoore
development
open
package-distribution
148

dxt-packaging

MCPB (Model Context Protocol Bundle) Packaging and Distribution

adeze
adeze
development
open
scripting
148

ai-co-scientist

Transform Claude Code into an AI Scientist that orchestrates research workflows using tree-based hypothesis exploration. Triggers on "research project", "scientific experiment", "run experiments", "AI scientist", "tree search experimentation", "systematic study".

sundial-org
sundial-org
development
open
academic
148

project-referee

Critiques ML conference papers with reviewer-style feedback. Use when users want to anticipate reviewer concerns, identify weaknesses, check claim-evidence gaps, or find missing citations.

sundial-org
sundial-org
research
open
academic
148

icml-reviewer

Paper reviewer that evaluates machine learning research projects following official ICML reviewer guidelines. Provides comprehensive reviews with actionable feedback across all key dimensions: claims/evidence, relation to prior work, originality, significance, clarity, and reproducibility. Also provides formative feedback on incomplete drafts, proposals, and research code repositories. MANDATORY TRIGGERS: review paper, ICML review, paper review, evaluate paper, research paper feedback, ML paper review, conference review, academic review, paper critique, NeurIPS review, ICLR review, project proposal, research proposal, paper draft, early feedback, incomplete paper, work in progress, WIP review, review repo, review codebase, research project review

sundial-org
sundial-org
research
open
cli-tools
148

agentcore-browser

Browse web pages using a headless Chromium browser running inside the AgentCore container. Navigate to URLs, take screenshots, and interact with page elements (click, type, wait, scroll). Requires enable_browser=true in CDK config. Use when the user asks to visit a website, take a screenshot, fill in a form, or interact with a web page.

aws-samples
aws-samples
tools
open
productivity-tools
147

documentation-implementation

Technical documentation, API references, user guides, maintaining documentation quality. Use for documentation, docs, user-docs, api-docs, guide, readme tags. Provides documentation patterns, validation, clarity standards.

jpicklyk
jpicklyk
tools
open
project-management
147

dependency-analysis

Analyze task dependencies including finding blocked tasks, checking dependency chains, and identifying bottlenecks. Use when investigating why tasks are blocked or planning parallel work.

jpicklyk
jpicklyk
business
open
productivity-tools
147

gemini-cli

Wield Google's Gemini CLI as a powerful auxiliary tool for code generation, review, analysis, and web research. Use when tasks benefit from a second AI perspective, current web information via Google Search, codebase architecture analysis, or parallel code generation. Also use when user explicitly requests Gemini operations.

forayconsulting
forayconsulting
tools
open
full-stack
147

net-web-api

Scaffold and configure ASP.NET Core Web API with best practices

mitkox
mitkox
development
open
containers
147

net-kubernetes

Generate Kubernetes manifests and Helm charts for .NET applications

mitkox
mitkox
devops
open
containers
147

net-docker

Create Docker configuration for ASP.NET Core applications

mitkox
mitkox
devops
open
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