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- ▌ Lwc Component Patterns · tools-only bundleComprehensive code examples for common Lightning Web Component patterns.
- ▌ Runtime Selection · tools-only bundleUse the default Node.js runtime for new routes and pages. Only use Edge runtime if the project already uses it or there's a specific requirement.
- ▌ How It Works · tools-only bundleWorks for highlight and focus. The show decorator only supports single range or single number.
- ▌ How It Works 2 · tools-only bundleWorks for highlight and focus. The show decorator only supports single range or single number.
- ▌ Evaluate Llms Mlflow Evals Auto Eval · tools-only bundleimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';
- ▌ Assessment Criteria · tools-only bundleDetailed scoring rubrics for each dimension of autonomous agent readiness.
- ▌ Component Interaction Patterns · tools-only bundleDetailed interaction patterns for common UI components, with attention to user goals, meaning, and error prevention.
- ▌ State Management · tools-only bundleThis prevents repetitive suggestions while maintaining natural, helpful behavior.
- ▌ Goals Context And Meaning · tools-only bundleUser goals, personas, dramatic structure, and emotional design in interaction.
- ▌ Avoid Duplicate Serialization In Rsc Props · tools-only bundleRSC→client serialization deduplicates by object reference, not value. Same reference = serialized once; new reference = serialized again. Do transformations (.toSorted(), .filter(), .map()) in client, not server.
- ▌ Component Patterns · tools-only bundleReusable components for Aldea slide decks with props, examples, and best practices.
- ▌ Sso For Admin UI · tools-only bundleimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';
- ▌ Sso For Admin UI 2 · tools-only bundleimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';
- ▌ Sso For Admin UI 3 · tools-only bundleimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';
- ▌ Standardloggingpayload Specification · tools-only bundleFound under kwargs["standardloggingobject"]. This is a standard payload, logged for every successful and failed response.
- ▌ Virtual Keys · tools-only bundleimport Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import Image from '@theme/IdealImage';
- ▌ Virtual Keys 2 · tools-only bundleimport Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import Image from '@theme/IdealImage';
- ▌ API Versioning Strategies Deep Dive · tools-only bundleComprehensive guide to API versioning patterns, migration strategies, and managing breaking changes across REST, GraphQL, and gRPC.
- ▌ Process And System Integration · tools-only bundlekill(pid, 0) checks if a PID exists, not if it's the same process. PID reuse creates "ghost" sessions where you think you're talking to process A but the PID was recycled to process B.
- ▌ Inclusive Design Patterns · tools-only bundleDesigning interactions that work for all users—not as compliance, but as design philosophy.
- ▌ Personality Dimensions · tools-only bundleDeep personality data from Pete's digital footprint across multiple platforms. Use for extended context when writing longer pieces or when voice guidance needs more nuance.
- ▌ Authenticate Server Actions Like API Routes · tools-only bundleServer Actions (functions with "use server") are exposed as public endpoints, just like API routes.
- ▌ State Management 2 · tools-only bundleUse @StateObject when the view creates and owns the object. Use @ObservedObject when passed from a parent.
- ▌ Custom LLM Pricing · tools-only bundleBy default, the response cost is accessible in the logging object via kwargs["response_cost"] on success (sync + async). Learn More
- ▌ UI Custom Root Path · tools-only bundleimport Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import Image from '@theme/IdealImage';
- ▌ Proxy Load Balancing · tools-only bundleThe proxy will handle routing requests (using LiteLLM's Router). Set rpm in the config if you want maximize throughput
- ▌ Technical Principles · tools-only bundleWhen a component exits, it doesn't need the same amount of movement or attention as when entering. The user's focus is moving to what comes next, not what's leaving.
- ▌ Model Management · tools-only bundleRetrieve detailed information about each model listed in the /model/info endpoint, including descriptions from the config.yaml file, and additional model info (e.g.
- ▌ Contributing Code · tools-only bundleHere are the core requirements for any PR submitted to LiteLLM
- ▌ Contributing Code 2 · tools-only bundleBefore contributing code to LiteLLM, you must sign our Contributor License Agreement (CLA). This is a legal requirement for all contributions to be merged into the main repository.
- ▌ Troubleshooting Prisma Migration Errors · tools-only bundleCommon Prisma migration issues encountered when upgrading or downgrading LiteLLM proxy versions, and how to fix them.
- ▌ Troubleshooting Prisma Migration Errors 2 · tools-only bundleCommon Prisma migration issues encountered when upgrading or downgrading LiteLLM proxy versions, and how to fix them.
- ▌ Provider Discounts · tools-only bundleApply percentage-based discounts to specific providers. This is useful for negotiated enterprise pricing with providers.
- ▌ Create Explicit Component Variants · tools-only bundleInstead of one component with many boolean props, create explicit variant components. Each variant composes the pieces it needs. The code documents itself.
- ▌ Clinical Case Report Guidelines · tools-only bundleThe CARE guidelines provide a framework for transparent and complete reporting of clinical cases.
- ▌ Shared Health Check State Across Pods · tools-only bundleThis feature enables coordination of health checks across multiple LiteLLM proxy pods to avoid duplicate health checks and reduce costs.
- ▌ Put Interaction Logic In Event Handlers · tools-only bundleIf a side effect is triggered by a specific user action (submit, click, drag), run it in that event handler.
- ▌ Elasticsearch Logging With Litellm · tools-only bundleimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';
- ▌ A I G Case Studies · tools-only bundleA.I.G's AI Infra Scan feature supports the detection of CVE vulnerabilities in the web services of AI frameworks such as vLLM, ComfyUI, Ollama, Triton Inference Server, and Ray.
- ▌ 1 Introduction · tools-only bundleLarge Language Models (LLMs) have demonstrated impressive capabilities in reasoning and planning when guided by prompting strategies such as Chain-of-Thought (CoT) and ReAct.
- ▌ Calculate Derived State During Rendering · tools-only bundleIf a value can be computed from current props/state, do not store it in state or update it in an effect. Derive it during render to avoid extra renders and state drift.
- ▌ Extract Default Non Primitive Parameter Value From Memoized · tools-only bundleWhen memoized component has a default value for some non-primitive optional parameter, such as an array, function, or object, calling the component without that parameter results in broken memoization.
- ▌ Use Usetransition Over Manual Loading States · tools-only bundleUse useTransition instead of manual useState for loading states. This provides built-in isPending state and automatically manages transitions.
- ▌ Understanding Hangs In Your App Summary · tools-only bundleContext: Apple guidance on identifying hangs caused by long-running main-thread work and understanding the main run loop.
- ▌ Use Useref For Transient Values · tools-only bundleWhen a value changes frequently and you don't want a re-render on every update (e.g., mouse trackers, intervals, transient flags), store it in useRef instead of useState.
- ▌ Causal Loop Microsim Generator 2 · tools-only bundleThe causal-loop-microsim-generator skill creates interactive Causal Loop Diagram (CLD) MicroSims using the vis-network JavaScript library for systems thinking education.
- ▌ Optimizing Swiftui Performance With Instruments Summary · tools-only bundleContext: WWDC session introducing the next-generation SwiftUI Instrument in Instruments 26 and how to diagnose SwiftUI-specific bottlenecks.
- ▌ Prefer Children Over Render Props · tools-only bundleUse children for composition instead of renderX props. Children are more readable, compose naturally, and don't require understanding callback signatures.
- ▌ Understanding And Improving Swiftui Performance Summary · tools-only bundleContext: Apple guidance on diagnosing SwiftUI performance with Instruments and applying design patterns to reduce long or frequent updates.
- ▌ Mdr Device Classification Guide · tools-only bundleEU MDR 2017/745 Annex VIII classification rules and decision framework.
- ▌ Competitors Analysis · tools-only bundleEvidence-based competitor tracking and analysis. All analysis must be based on actual code, never assumptions.
- ▌ Argocd Skill · tools-only bundleComplete ArgoCD operations via REST API and CLI with bearer token authentication.
- ▌ String Database API Reference · tools-only bundleSTRING (Search Tool for the Retrieval of Interacting Genes/Proteins) is a comprehensive database of known and predicted protein-protein interactions integrating data from over 40 sources.
- ▌ Professional Treatment Plan Styling Quick Reference · tools-only bundleFor complete documentation, see the "Professional Document Styling" section in SKILL.md
- ▌ Arc Ai2 Reasoning Challenge · tools-only bundleThe agent receives the question with all labeled answer options and must respond with the letter of the correct answer.
- ▌ Fred Tags Endpoints · tools-only bundleTags endpoints provide access to FRED tags, which are attributes assigned to series for organization and discovery.
- ▌ Task Structure · tools-only bundleAPPS (Automated Programming Progress Standard) is a large-scale coding benchmark containing 10,000 problems collected from open-access coding websites such as Codeforces, Kattis, and other competitive programming…
- ▌ Task Structure 9 · tools-only bundleProblems span 7 mathematical subjects and are rated across 5 difficulty levels, providing fine-grained evaluation of a model's mathematical capabilities.
- ▌ Detailed Chunking Strategies · tools-only bundleThis document provides comprehensive implementation details for all chunking strategies mentioned in the main skill.
- ▌ Some Benefits Over The Recordio Format · tools-only bundleThe log file contents are a sequence of 32KB blocks. The only exception is that the tail of the file may contain a partial block.
- ▌ Learning Graph Viewer Installer Fixes · tools-only bundleFixed three critical issues in the learning graph viewer that were causing incorrect behavior when installed via the installer skill.
- ▌ Using Skill Seekers With Cursor Ide · tools-only bundleCursor's AI becomes an expert in your frameworks with persistent, automatic context.
- ▌ Task Structure 12 · tools-only bundleRepoQA covers repositories in multiple programming languages, making it useful for evaluating how well an agent (with MCP server assistance) can navigate and understand diverse codebases.
- ▌ Run Lint And Typecheck To Verify Code Quality Before · tools-only bundleRun verification checks in sequence. Stop and report on first failure.
- ▌ Slide Design Principles For Scientific Presentations · tools-only bundleEffective slide design enhances comprehension, maintains audience attention, and ensures your scientific message is communicated clearly.
- ▌ Metabolomics Workflows · tools-only bundlePyOpenMS provides specialized tools for untargeted metabolomics analysis including feature detection optimized for small molecules, adduct grouping, compound identification, and integration with metabolomics databases.
- ▌ Sympy Matrices And Linear Algebra · tools-only bundleThis document covers SymPy's matrix operations, linear algebra capabilities, and solving systems of linear equations.
- ▌ Task Structure 20 · tools-only bundleHellaSwag (Harder Endings, Longer contexts, and Low-shot Activities for Situations With Adversarial Generations) is a commonsense reasoning benchmark where the model must choose the most plausible continuation of a…
- ▌ Metadata And Annotations · tools-only bundleThis reference covers creating and managing annotations in OMERO, including tags, key-value pairs, file attachments, and comments.
- ▌ Microscopy And Imaging File Formats Reference · tools-only bundleThis reference covers file formats used in microscopy, medical imaging, remote sensing, and scientific image analysis.
- ▌ Task Structure 18 · tools-only bundleEach task specifies an intent (what the user wants to accomplish), a set of target websites, and a reference answer describing the expected outcome.
- ▌ LLM Integration Guide · tools-only bundleProduction patterns for integrating Large Language Models into applications.
- ▌ User Onboarding Procedure · tools-only bundleThis document describes the step-by-step procedure for onboarding new users.
- ▌ Task Structure 16 · tools-only bundleAgentBench is a multi-dimensional benchmark designed to evaluate LLMs as autonomous agents across diverse, interactive environments.
- ▌ Task Structure 22 · tools-only bundleTruthfulQA tests whether language models generate truthful answers to questions that some humans would answer falsely due to common misconceptions, superstitions, or false beliefs.
- ▌ Datamol I O Module Reference · tools-only bundleThe datamol.io module provides comprehensive file handling for molecular data across multiple formats.
- ▌ What It Measures · tools-only bundleThe benchmark features a unique difficulty system with four levels (0-3) that control how much context the agent receives about the vulnerability.
- ▌ Task Structure 7 · tools-only bundleThe benchmark features a unique difficulty system with four levels (0-3) that control how much context the agent receives about the vulnerability.
- ▌ Gray Swan Cygnal Guardrail · tools-only bundleUse Gray Swan Cygnal to continuously monitor conversations for policy violations, indirect prompt injection (IPI), jailbreak attempts, and other safety risks.
- ▌ Plan Sync Agent Specification · tools-only bundleA subagent that synchronizes downstream task specs when implementation drifts from the original plan. Runs after each task completes, comparing what was specified vs what was built, and updates affected downstream tasks.
- ▌ Fn 20 Svm Codex Multi Agents Parity · tools-only bundleCodex 0.88.0 (Jan 21, 2026) added experimental Multi-agents feature. This epic tracks bringing flow-next's subagent capabilities to Codex once the platform supports custom agent definitions.
- ▌ Fn 22 53k Epic Completion Review Gate · tools-only bundleAdd review gate that runs when all epic tasks complete, BEFORE epic closes. Compares actual implementation against spec to find requirement gaps.
- ▌ Readable Epic Ids Slugified Titles · tools-only bundleChange epic ID format from random suffix (fn-5-x7k) to slugified title (fn-5-typed-validators). The numeric prefix stays for ordering/uniqueness; only the suffix changes from random to descriptive.
- ▌ Drug Drug Interactions · tools-only bundleDrugBank provides comprehensive drug-drug interaction (DDI) data including mechanism, severity, and clinical significance.
- ▌ Task Structure 5 · tools-only bundleCoderEval is a pragmatic code generation benchmark that draws tasks from real-world open-source projects.
- ▌ What It Measures 3 · tools-only bundleHumanEval is widely used as a baseline measure of code generation capability. Problems range from simple string manipulation and list operations to moderate algorithmic challenges.
- ▌ Task Structure 8 · tools-only bundleHumanEval is widely used as a baseline measure of code generation capability. Problems range from simple string manipulation and list operations to moderate algorithmic challenges.
- ▌ Pdd Onboarding Guide · tools-only bundleThis guide provides instructions for setting up the Prompt-Driven Development (PDD) toolkit. It includes a quick start for users and a comprehensive guide for developers contributing to the project.
- ▌ Pdd Onboarding Guide 2 · tools-only bundleThis guide provides instructions for setting up the Prompt-Driven Development (PDD) toolkit. It includes a quick start for users and a comprehensive guide for developers contributing to the project.
- ▌ Task Structure 14 · tools-only bundleSWE-bench is the gold-standard benchmark for evaluating AI agents on real-world software engineering tasks.
- ▌ Performance Profiling Guide · tools-only bundleThis guide covers tools and techniques for profiling ContextForge performance under load. Use these methods to identify bottlenecks, optimize queries, and diagnose production issues.
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- ▌ Performance Profiling 2 · tools-only bundlemcpbr includes comprehensive performance profiling infrastructure to help you understand and optimize MCP server performance characteristics.
- ▌ Check Claude Code · tools-only bundleThere are two ways to install these skills: using skilks (recommended) or manual installation.
- ▌ Prompt Improve Aleph Documentation · tools-only bundleUse this prompt to rewrite Aleph's documentation to be more accessible, research-grounded, and less Claude-centric.
- ▌ Cursor Ide Setup · tools-only bundleHow to use planning-with-files with Cursor IDE — now with full hook support.
- ▌ Cursor Ide Setup 2 · tools-only bundleCreate .cursor/rules/planning-with-files.mdc in your project with the content from this repo.
- ▌ Pymatgen I O And File Format Reference · tools-only bundleThis reference documents pymatgen's extensive input/output capabilities for reading and writing structural and computational data across 100+ file formats.
- ▌ I O Operations · tools-only bundleThis reference covers file input/output operations, format conversions, export strategies, and working with various data formats in Vaex.
- ▌ React Directives · tools-only bundleMarks a function as a Server Action. Can be passed to Client Components.