Audit Claude Code configuration against prompt caching best practices. Checks system prompt ordering, hook injection patterns, tool stability, model switching, dynamic content…
Analyze prompt-cache effectiveness for Claude Code usage from the Agent Monitor dashboard — cache hit rate (total_cache_read / (total_cache_read + total_input)), cache_write vs…
Covers Dagger Engine caching internals including cache key derivation, invalidation, and the immutable DAG model.
Monitor Laravel configuration file changes and automatically manage caches. Use immediately after .env modifications, config file edits, or when user reports "settings not…
Build forked conversation prefixes that stay identical across turns so prompt caching keeps working.
Implement production-grade caching with cache keys/TTLs/consistency classes per query, SWR (stale-while-revalidate), explicit invalidation, HTTP cache headers, and compre — from…
Compares bounded-cache eviction in stdlib Python: LRU, LFU, FIFO, S3FIFO classes plus a same-trace replay harness for hit rate and residency.
Use when the user asks about cache hit rate, token usage, or prompt-caching stats. Do NOT use for runtime cache configuration.
Caching patterns, TTL management, eviction policies for Redis implementations. Use when implementing cache-aside, write-through, write-back patterns, TTL management, or cache…
Get AI-powered caching strategy suggestions for your API. Use when performance matters. — from satoshistackalotto/skills
Redis caching patterns, cache-aside, write-through, TTL strategies, and invalidation. Activate on: caching, Redis, cache invalidation, cache-aside, write-through, TTL, CDN cache,…
How to configure session-scoped tool permission caching and auto-approval policies to eliminate human-in-the-loop modal stalls and permission error loops.
Advanced caching strategies (Redis, Memcached, CDN, cache invalidation, stampede prevention).
Optimiser les performances backend. Utiliser quand les temps de réponse sont dégradés ou pour ajouter node-cache.
LiteLLM-RS Caching Architecture. Covers Redis caching, vector database semantic caching, multi-tier cache strategy, TTL management, and cache invalidation patterns.
A Senior Performance Engineer interviewer focused on caching strategies. Use this agent when you need to practice designing high-throughput systems that rely on Redis or…
Best practices for Gemini API caching strategy including cache versioning, entity-stable keys, and cache busting for WescoBar
Designs multi-layer caching strategy with edge CDN, server-side caching, cache invalidation, and CDN configuration.
Production caching patterns and memory efficiency laws from 5 repos. In-memory TTL caches, unified KV interfaces, LRU eviction math, consistent hashing for distributed load, and…
Optimize caching strategies for performance. Use when analyzing cache effectiveness, implementing multi-layer caching, optimizing Redis/memory caches, or troubleshooting — from…
Optimize caching strategies for performance. Use when analyzing cache effectiveness, implementing multi-layer caching, optimizing Redis/memory caches, or troubleshooting — from…
Caching strategy patterns: Cache-Aside, Write-Through, Write-Behind, TTL design, cache invalidation, Redis patterns, CDN caching, HTTP cache headers, and cache stampede…
Appliquer des stratégies de cache. Utiliser quand on optimise avec node-cache (backend) ou React.memo (frontend).
Defines caching strategies with cache keys, TTL values, invalidation triggers, consistency patterns, and correctness checklist.
Stratégie de cache adaptée à chaque cas d'usage (Redis, Memcached, in-memory). Se déclenche avec "cache", "Redis", "caching", "mise en cache", "performance", "cache inval — from…
Recommend caching strategies and invalidation patterns. Use when a mid-level developer needs performance guidance.
Optimizes CI/CD pipeline speed by implementing effective caching for dependencies, Docker layers, build outputs, and test results.
Caching der Wuerfelzellen und gezielter Teil-Rerun bei Aenderungen — vermeidet die voll Neuberechnung von tausenden Zellen wenn nur ein Spaltenprompt eine Zeile oder ein…
Guide for using caching utilities in speedy_utils, including memory, disk, and hybrid caching strategies for sync and async functions.
Caching strategies, invalidation, eviction policies, HTTP caching, distributed caching, and anti-patterns.
Comprehensive Caddy web server management across multiple environments. Handles multi-server operations, zero-downtime deployments, secret management with 1Password, custom builds…
Recommend posting frequency and per-platform best posting times based on audience activity patterns, industry benchmarks, and platform-specific algorithms.
Guide for developing NFT and Fungible Token contracts on the Flow blockchain using Cadence. Covers NonFungibleToken and FungibleToken interface conformance, MetadataViews…
CadQuery (Python 製 3D CAD スクリプティングライブラリ) リファレンス。 Workplane API (lineTo / extrude / revolve / sweep / loft / fillet / chamfer / shell)、 Sketch API、Assemblies (Constraint solver, 9…
Create, edit, or debug parametric 3D CAD parts in CadQuery (Python) that export to STEP for SolidWorks.
Run Kit-CAE as a WebRTC-streamed application that remote clients can view and control via data-channel messages.
CairoSVG is a Python-based SVG converter built on the Cairo 2D graphics library. It converts SVG files to PNG, PDF, EPS, and PostScript formats via both a CLI and a Python API,…
Review CakePHP changes for ownership boundaries, ORM usage, conventions, and unsafe assumptions — discover before prescribing.
Integrate Cal.com's open-source scheduling platform into AI agent workflows. Agents can programmatically create event types, check availability, book meetings, and manage…
Skill para calcular o valor futuro de investimentos atrelados ao CDI. Use esta skill SEMPRE que o usuário utilizar o gatilho /cdi ou mencionar cálculo de investimento atrelado ao…
Computes VaR using parametric, historical simulation, and Monte Carlo methods with backtesting validation.
Use when quantitative feasibility checks are needed, order-of-magnitude estimates must be established, or detailed models are required to validate design assumptions and identify…
COMPREHENSIVE calendar system skill combining TypeScript interface architecture, — from engineering/architecture
COMPREHENSIVE calendar system skill combining TypeScript interface architecture, — from engineering/architecture
Receive and verify Calendly webhooks. Use when setting up Calendly webhook handlers, debugging Calendly signature verification, or handling scheduling events like invitee.created,…
Calico CNI and network policy engine via Tigera Operator for Kubernetes. Use when deploying Calico with Tigera Operator Helm chart, configuring IPPools (VXLAN/IPIP/BGP…
Use when when you need to understand the computational structure of a modular scientific application (especially one with multiple subprojects or plug-in architectures) and static…
Trace Elixir call trees from entry points via mix xref. Use when debugging data flow, planning signature changes, or understanding how a bug reaches code.
Access a 1C:Enterprise database through the 1C MCP Toolkit REST API using curl. Provides 8 endpoints under /api/ for querying data (execute_query), exploring metadata…
Call the Tauri v2 frontend from Rust via the event system, channels, and JavaScript evaluation. USE WHEN emitting events from Rust to the webview, streaming data over IPC…
Call Rust backend functions from the Tauri v2 frontend with invoke and #[tauri::command]. USE WHEN defining commands, passing arguments or return values across IPC, handling…
Use when diagnosing, preventing, or refactoring the 'You have uncommitted work pending' CalloutException caused by mixing DML and callouts in the same Apex transaction.
Camoufox is an open source anti-detect browser built on Firefox that provides robust fingerprint injection and anti-bot evasion for Python automation workflows.
Design optimal Facebook/Meta campaign structure for testing including ABO vs CBO, ad set organization, targeting, and budget allocation.
The Criminal Code of Canada (R.S.C. 1985, c. C-46) as a navigable map — how the statute is organized and how to find things in it.
Analyses a test suite for CI readiness: coverage depth, flakiness, assertion quality, critical path coverage, and suite runtime.
Autonomous canary deployment for DinoQuest. Risk-scores the change, sets canary %, monitors Cloud Run metrics, and promotes or rolls back.
Traffic splitting, health checks, automated rollback, progressive delivery, and canary analysis for safe deployments.
Implement canary deployment strategies to gradually roll out new versions to subset of users with automatic rollback based on metrics.
Gradually rolling out new versions to a subset of users, monitoring for issues, and expanding the rollout if everything looks healthy to minimize risk and enable fast rollback.