Use this skill to reduce token consumption by 70-80% when using the Chrome DevTools MCP. Applies a snapshot-first strategy (text over images) with decision trees and pattern…
Use to choose and read the objects a Critical Inquiry (CI) essay analyzes — texts, images, artworks, films, performances, events, or cases.
Build, debug, and optimize Claude API / Anthropic SDK apps. Apps built with this skill should include prompt caching.
Use whenever editing the Scala cluster-tuning module under `src/main/scala/com/db/serna/orchestration/cluster_tuning/` — `single/` (the per-date tuner), `auto/` (multi-date…
Use this skill to enable ADK 2.0 context caching and compression so long- running agent sessions don't blow the model's context window or burn tokens on repeated prefixes.
Build, debug, and optimize Claude API / Anthropic SDK apps. Apps built with this skill should include prompt caching.
Analyze and optimize a Cowork task or project to make it run faster, use fewer tokens, reduce unnecessary steps, and improve overall structure.
This skill enables Claude to implement multi-tier database caching solutions. It is triggered when the user requests database caching, performance improvements, or reduced…
Guides debugging and optimizing Largest Contentful Paint (LCP) using Chrome DevTools MCP tools. Use this skill whenever the user asks about LCP performance, slow page loads, Core…
Implement caching strategies using @delon/cache. Use this skill when adding memory cache, LocalStorage cache, SessionStorage cache, or cache interceptors for HTTP requests.
Interactive debugger for Deno/TypeScript applications using the V8 Inspector Protocol. This skill should be used when investigating issues in Deno applications, including memory…
Expert guide for adding, optimizing, or debugging DISCO convolution kernels in torch-harmonics. Use this skill whenever the user mentions: adding a new kernel variant or GPU arch…
Dash Mantine Components (DMC) best practices and performance optimization guidelines. Use this skill when writing, reviewing, or refactoring Dash apps with DMC to ensure optimal…
Use this skill when the user is measuring GPU-kernel-initiated RDMA WRITE latency through doca-gpunetio — building and running the `gpunetio_ib_write_lat` client + server pair…
Use this skill to extract and analyze large Word documents (1MB-50MB+) with minimal token usage. Losslessly extracts text, tables, formatting, and structure while achieving 10-50x…
Use this skill when reviewing .NET performance posture, Native AOT, and trimming readiness — reflection and serialization hazards, hot-path allocations, async overhead, caching,…
This skill should be used when the user is writing, reviewing, debugging, or architecting C++ firmware for ESP32 and variants (ESP32-S2, S3, C3, C6, H2, P4) using ESP-IDF — from…
Improve AI application with evaluation-driven development. Define eval criteria, instrument the application, build golden datasets, observe and evaluate application runs, analyze…
Generate and manage AI media (images, video, audio) via fal.ai. Use this skill whenever the user wants to generate, edit, upscale, or compose media, or asks about fal.ai or…
This skill should be used when debugging Fastify issues, identifying Fastify anti-patterns, diagnosing common Fastify mistakes, performing Fastify error troubleshooting,…
Use this skill when writing or refactoring Go code to ensure adherence to project standards regarding code organization, error handling, concurrency, performance, and style.
Activates senior software engineer behavior for any coding task — feature development, bug fixing, refactoring, code review, API design, performance optimization, or architectural…
Trigger this skill when the user asks to /rate-limit, pace provider requests, handle quota headers, usage tiers, or resilient retries for LLM APIs such as OpenAI or Groq.
This skill enables Claude to analyze logs for performance insights and issue detection. It is triggered when the user requests log analysis, performance troubleshooting, or…
Enforce low Cognitive Complexity (SonarSource) and low Cyclomatic Complexity in ALL code written or modified, in any programming language, framework, or platform.
Use this skill whenever you change existing code WITHOUT changing its behaviour — refactor, optimize, simplify, deduplicate, rename, restructure, extract, or pay down tech debt.
You MUST use this skill before changing, enhancing, or refactoring any existing functionality. Use when the code already exists and you are altering its behavior, performance, or…
Use this skill when the task involves Entity Framework Core models, DbContext, migrations, LINQ queries, change tracking, database providers, performance tuning, or data access…
Nx monorepo management skill for AI-native development. This skill should be used when working with Nx workspaces, project graphs, affected detection, code generation, and…
Fetch, compute, and format religious observance calendars for the three in-scope Abrahamic traditions of the Abrahamic Reference Engine: Judaism, Christianity, and Islam.
This skill should be used when the user asks to "enable semantic caching", "cache LLM responses", "reduce API costs", "speed up AI responses", "configure LangCache", "search the…
Analyze Cloudflare architecture and predict monthly costs with optimization recommendations. Use this skill when the user asks about costs, billing, pricing, or wants to…
This skill should be used when the user asks to "set up Optimizely CMS SDK", "initialize the SDK from scratch", "configure the CMS client", "add content delivery", "integrate…
Analyze and improve existing Ozor.ai video prompts for better output quality. Use this skill whenever the user has an Ozor prompt that produced mediocre results, wants to improve…
Use this skill when the user has attached a PDF, paper, report, or other document and the answer needs content from more than one place in it: summarize the methods or any other…
Guide for analyzing and improving application performance including identifying bottlenecks, implementing caching, and optimizing queries.
Build, debug, and optimize Claude API / Anthropic SDK apps. Apps built with this skill should include prompt caching.
Analyze build times and failure patterns to optimize developer velocity and DORA metrics. Use this skill whenever the user mentions dora metrics, deployment frequency, lead time…
Analyzes code quality, complexity, and technical debt using PMAT (Pragmatic AI Labs MCP Agent Toolkit).
Polars is an extremely fast DataFrame library written in Rust with Python, Node.js, and R bindings. This skill enables agents to leverage Polars for high-performance data…
Use this skill when crafting LLM prompts, implementing chain-of-thought reasoning, designing few-shot examples, building RAG pipelines, or optimizing prompt performance.
Use this skill when writing regular expressions, debugging pattern matching, optimizing regex performance, or implementing text validation.
This skill should be used when the user asks about "collection route", "static caching", "Stache", "deployment", "statamic routes", "cache clear", "static:warm", "stache:refresh",…
Self-improvement loop for skill-code-review: benchmark vs competitors on the open Greptile/Martian set (real bar = full-50 Cubic F1 0.62) and apply proven optimizations until it…
Index + cookbooks for skill-code-review/scripts/ (durable dev tooling for the reviewer corpus + benchmark harness; not part of the code_review package).
Use when encountering any bug, test failure, unexpected behavior, or error message — before proposing any fixes.
Analyze code review and ticket history to quantify technical debt incurred during a development cycle.
Guide for building search on turbopuffer, the object-storage-native vector and full-text search engine.
Use when a UFT build fails on any platform/compiler/Qt-version combination, when the CI matrix goes red, or when adding code that touches platform- specific APIs.
Targeted refactoring workflow for tangled business logic in code. Use when working on code where business rules, UI/presentation, API/IO, persistence, platform quirks,…
Query and analyze kotlinx-rpc build scans, test results, and failure patterns from the Develocity server (ge.jetbrains.com) using MCP tools.
Use this skill whenever you're implementing a non-trivial change -- a feature, a multi-file bug fix, a refactor, a migration, a framework or dependency upgrade, a schema or API…
Always use this skill when writing, editing, or debugging Pigment formulas — including conditional logic, blank handling, date-range logic, aggregation, prior-period lookups, and…
Use this skill to extract and analyze large Excel workbooks (1MB-50MB+) with minimal token usage. Losslessly extracts formulas, cell formatting, and complex tables while achieving…
Answer Engine Optimization (AEO) skill — optimize content to be cited by AI language models (ChatGPT, Perplexity, Claude, Gemini, Mistral) as authoritative sources.
Implement caching strategies for HTTP, service workers, and memoization
HTTP caching, service workers, cache invalidation, and CDN configuration.
Optimize context loading order for prompt caching efficiency
Audit developer experience and generate a DX health score. Evaluates devcontainer, git hooks, linting, build caching, environment setup, and release pipeline.
Process use when you need to implement multi-tier caching to improve