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- ▌ Web Analytics Patterns · tools-only bundleDashboard → Core Web Vitals → Click metric → Debug View shows top 5 problematic elements.
- ▌ Web Analytics Patterns 2 · tools-only bundleDashboard → Core Web Vitals → Click metric → Debug View shows top 5 problematic elements.
- ▌ Atac Seq And Chromatin Accessibility Models · tools-only bundleThis document covers models for analyzing single-cell ATAC-seq and chromatin accessibility data in scvi-tools.
- ▌ Spatial Transcriptomics Models · tools-only bundleThis document covers models for analyzing spatially-resolved transcriptomics data in scvi-tools.
- ▌ Specialized Modality Models · tools-only bundleThis document covers models for specialized single-cell data modalities in scvi-tools.
- ▌ Patterns And Best Practices · tools-only bundleUse one store for each domain (user, cart, ui). Split large stores with slices.
- ▌ Patterns And Best Practices 2 · tools-only bundleUse one store for each domain (user, cart, ui). Split large stores with slices.
- ▌ Merging And Joining · tools-only bundleCombining DataFrames is essential for working with relational data. This reference covers merge, join, concat, and advanced combination strategies with pandas 2.0+.
- ▌ Scientific Talk Types Guide · tools-only bundleDifferent presentation contexts require different approaches, structures, and emphasis.
- ▌ Philosophy And Approach · tools-only bundleUnderstanding the "why" behind these designers' techniques is as important as the techniques themselves. Their approaches differ significantly, and knowing when to apply each mindset is crucial.
- ▌ Hci Theory Reference · tools-only bundleThe theoretical foundations and predictive models behind why interfaces work—or don't.
- ▌ Mlops Production Patterns · tools-only bundleProduction ML infrastructure patterns for model deployment, monitoring, and lifecycle management.
- ▌ Learning Graph JSON Schema Diagram · tools-only bundle├─ "metadata" (blue rounded rectangle) │ ├─ title: string │ ├─ description: string │ ├─ creator: string │ ├─ date: string (ISO 8601) │ ├─ version: string │ ├─ format: string │ └─ license: string │ ├─ "groups" (green…
- ▌ Multi Tenant Patterns · tools-only bundleFor Cloudflare for SaaS: Store worker name in custom hostname custom_metadata, retrieve in dispatch worker to route requests. Requires custom hostnames as subdomains of your domain.
- ▌ Kargo Deployment Patterns Reference · tools-only bundleComprehensive guide to Kargo deployment patterns and architectural approaches.
- ▌ Stream Patterns · tools-only bundleFor >1k tokens/day. Prerequisites: Create signing key (see configuration.md).
- ▌ Stream Patterns 2 · tools-only bundleFor >1k tokens/day. Prerequisites: Create signing key (see configuration.md).
- ▌ Multi Tenant Patterns 2 · tools-only bundleFor Cloudflare for SaaS: Store worker name in custom hostname custom_metadata, retrieve in dispatch worker to route requests. Requires custom hostnames as subdomains of your domain.
- ▌ Secret Rotation · tools-only bundleAuth Worker signs JWT with Secrets Store; API Worker verifies via service binding.
- ▌ Workers Patterns · tools-only bundleMulti-step jobs with automatic retries, state persistence, resume from failure
- ▌ Patterns Next JS Supabase Typescript · tools-only bundleConsistent patterns across the codebase make code easier for future developers (and Claude) to navigate.
- ▌ Wildcard Pattern · tools-only bundleA pattern represents the structure of a single value or a composite value. For example, the structure of a tuple (1, 2) is a comma-separated list of two elements.
- ▌ Secret Rotation 2 · tools-only bundleAuth Worker signs JWT with Secrets Store; API Worker verifies via service binding.
- ▌ Go Patterns Reference · tools-only bundleInterfaces belong where they're USED, not where they're implemented.
- ▌ Workers Patterns 2 · tools-only bundleMulti-step jobs with automatic retries, state persistence, resume from failure
- ▌ Journal Specific Figure Requirements · tools-only bundleDifferent journals have specific technical requirements for figures. This reference compiles common requirements from major scientific publishers.
- ▌ Fn 18 Kwn 1 Update Flowctl Rp To Auto Open Rp Window Via Rp · tools-only bundlerp-cli open can now launch RepoPrompt windows programmatically. Update flowctl rp pick-window to use this when no existing window is found.
- ▌ Common Patterns · tools-only bundleCode examples for Google Apps Script patterns. Load when a specific pattern is needed.
- ▌ Google Ads Scripts Common Patterns · tools-only bundleAdjusts campaign budgets based on day of week - useful for businesses with different weekend/weekday performance.
- ▌ Google Apps Script Common Patterns · tools-only bundleReusable patterns for typical Google Apps Script automation scenarios.
- ▌ Fn 3 Async Mode CLI Control For External Agents · tools-only bundleAdd CLI commands and sentinel file mechanism. Any tool that can run shell commands (Clawdbot, cron, future TUI) can control Ralph.
- ▌ Flow Next Tui Mvp · tools-only bundleTerminal UI for flow-next Ralph mode. Real-time visibility into autonomous agent runs.
- ▌ AI Writing Patterns Catalog · tools-only bundleComplete reference of patterns to identify and remove. Each pattern includes signal words, the problem it creates, and before/after examples.
- ▌ High Traffic Read Heavy · tools-only bundleOperates in transaction mode: connection acquired per transaction, RESET on return.
- ▌ High Traffic Read Heavy 2 · tools-only bundleOperates in transaction mode: connection acquired per transaction, RESET on return.
- ▌ Menu Bar · tools-only bundleUse this when adding or customizing the macOS/iPadOS menu bar with SwiftUI commands.
- ▌ R2 SQL Patterns · tools-only bundleCommon patterns, use cases, and integration examples for R2 SQL.
- ▌ R2 SQL Patterns 2 · tools-only bundleCommon patterns, use cases, and integration examples for R2 SQL.
- ▌ Success Patterns Context Efficiency In Practice · tools-only bundleThese patterns saved 92% of context tokens. Not theoretical—implemented, tested, verified.
- ▌ Context Degradation Patterns Technical Reference · tools-only bundleThis document provides technical details on diagnosing and measuring context degradation.
- ▌ React Tuning Panels With Leva · tools-only bundleComplete guide for building parameter tuning panels in React using Leva.
- ▌ Supply Chain Security Reference · tools-only bundleSupply chain vulnerabilities occur when attackers compromise dependencies, build systems, or distribution mechanisms.
- ▌ Volcengine Model Purchase Guide · tools-only bundleThis guide introduces how to purchase and configure the model services required by OpenViking on Volcengine.
- ▌ Workspaces API · tools-only bundleWorkspaces in protocols.io enable team collaboration by organizing protocols, managing members, and controlling access permissions.
- ▌ Fn 18 Kwn 1 Add Create Flag To Setup Review · tools-only bundleAdd --create flag to flowctl rp setup-review that auto-creates a RepoPrompt window via workspace create --new-window --folder-path when no existing window matches the repo root.
- ▌ Modern Swiftui Apis Reference · tools-only bundleThis reference covers modern SwiftUI API usage patterns and deprecated API replacements. Always use the latest APIs to ensure forward compatibility and access to new features.
- ▌ Mv Patterns Reference · tools-only bundleUse this as guidance when deciding whether to introduce a view model.
- ▌ Best Practices For Production · tools-only bundleimport Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import Image from '@theme/IdealImage';
- ▌ Best Practices For Production 2 · tools-only bundleimport Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import Image from '@theme/IdealImage';
- ▌ Best Practices For Production 3 · tools-only bundleimport Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import Image from '@theme/IdealImage';
- ▌ Cognitive Psychology Reference · tools-only bundleDeep dive into how minds work—perception, memory, attention, decision-making, and emotion.
- ▌ App Wiring And Dependency Graph · tools-only bundleShow how to wire the app shell (TabView + NavigationStack + sheets) and install a global dependency graph (environment objects, services, streaming clients, SwiftData ModelContainer) in one place.
- ▌ API Security Reference · tools-only bundleAPIs expose application functionality and data, making them prime targets for attackers. This reference covers security for REST APIs, GraphQL, and general API patterns.
- ▌ Event Library Reference · tools-only bundleComprehensive list of events to track by business type and context.
- ▌ REST API Patterns Deep Dive · tools-only bundleComprehensive REST API design patterns covering advanced resource modeling, filtering, field selection, HATEOAS, and optimization techniques.
- ▌ API Routes · tools-only bundleDashboard → Settings → Build → Root directory. Set to subproject (e.g., apps/web).
- ▌ API Routes 2 · tools-only bundleDashboard → Settings → Build → Root directory. Set to subproject (e.g., apps/web).
- ▌ Design Critique Principles · tools-only bundleDeep reference material for interface critique. See SKILL.md for the lean critique process and output contract.
- ▌ Business Logic Security Reference · tools-only bundleBusiness logic vulnerabilities occur when the application's logic can be manipulated to achieve unintended outcomes. Unlike technical vulnerabilities, these flaws exploit legitimate functionality in unexpected ways.
- ▌ AI Writing Patterns Catalog 2 · tools-only bundleComplete reference of patterns to identify and remove. Each pattern includes signal words, the problem it creates, and before/after examples.
- ▌ Voicemode Conversation Patterns · tools-only bundleWhen performing actions that don't require user confirmation, use waitforresponse=False to speak while simultaneously executing other tools. This creates natural, flowing conversations.
- ▌ Grpc Patterns Deep Dive · tools-only bundleComprehensive gRPC service design, streaming patterns, error handling, interceptors, and production deployment strategies.
- ▌ Authorization Security Reference · tools-only bundleAuthorization verifies that a requested action or service is approved for a specific entity—distinct from authentication, which verifies identity.
- ▌ Healthkit Authorization · tools-only bundleHealthKit uses per-data-type, separate read/write authorization. Users grant access individually for each health data type.
- ▌ Data Protection Reference · tools-only bundleData protection encompasses safeguarding sensitive information throughout its lifecycle: collection, processing, storage, transmission, and disposal. Security failures at any stage can lead to data breaches.
- ▌ Mlflow Oss LLM Observability And Evaluation · tools-only bundleMLflow’s integration with LiteLLM supports advanced observability compatible with OpenTelemetry.
- ▌ Docker Helm Terraform · tools-only bundleimport Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import Image from '@theme/IdealImage';
- ▌ Fn 12 Collision Resistant Epic Ids Fn N Xxx Format · tools-only bundleChange epic ID format from fn-N to fn-N-xxx where xxx is a 3-char alphanumeric suffix. Prevents merge conflicts when multiple team members create epics simultaneously (both getting fn-5 → collision).
- ▌ Jakub Krehel S Animation Principles · tools-only bundleJakub Krehel is a design engineer known for his work at jakub.kr. His approach emphasizes subtle production polish—animations that enhance the experience invisibly, designed for real client work where users will…
- ▌ Swiftui View Structure Reference · tools-only bundleSwiftUI's diffing algorithm compares view hierarchies to determine what needs updating. Proper view composition directly impacts performance.
- ▌ Quick Start 5 · tools-only bundleimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';
- ▌ Quick Start 6 · tools-only bundleimport Image from '@theme/IdealImage'; import Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem';
- ▌ Caveats For Redshift · tools-only bundleIn order to support this pattern in the future, dbt would need to "materialize" the input fixtures as tables, rather than interpolating them as CTEs. Adding this functionality is proposed in GitHub issue #8499.
- ▌ Emil Kowalski S Animation Principles · tools-only bundleEmil Kowalski is a Design Engineer at Linear (previously Vercel). Creator of Sonner, Vaul, and the "Animations on the Web" course. His approach emphasizes restraint, speed, and purposeful motion.
- ▌ Authentication Patterns · tools-only bundleLogin flows, session persistence, OAuth, 2FA, and authenticated browsing.
- ▌ Lwc State Management · tools-only bundleLWC state management has evolved beyond simple reactive properties. This guide covers modern patterns for managing complex state across components, including the @lwc/state library and Salesforce Platform State Managers.
- ▌ Context Engineering Principles · tools-only bundleThe principles behind file-based planning, distilled from Manus's context engineering approach.
- ▌ Azure AI Studio · tools-only bundleLiteLLM funnels Azure Claude deployments through the azureai/ provider so Claude Opus models on Azure Foundry keep working with Tool Search, Effort, streaming, and the rest of the advanced feature set.
- ▌ Rsc Boundaries · tools-only bundleDetect and prevent invalid patterns when crossing Server/Client component boundaries.
- ▌ Algorithm Decision Guide · tools-only bundleUse this flowchart to select the appropriate matching algorithm. Answer each question in order.
- ▌ GRAPHQL Patterns Deep Dive · tools-only bundleAdvanced GraphQL schema design, resolver optimization, subscriptions, federation, and production best practices.
- ▌ Text And Parsing · tools-only bundlePatterns for UTF-8 safety, path normalization, state machine parsing, and round-trip preservation.
- ▌ Fn 17 Wti Centralize Review Backend Detection · tools-only bundleMove detection to /flow-next:setup (one-time), persist to .flow/config.json, remove runtime detection from skills.
- ▌ Connect CLI Reference · tools-only bundleVoiceMode does not connect to external services without explicit opt-in.
- ▌ Model Context Protocol MCP Tools · tools-only bundleThe Model Context Protocol (MCP) is an open protocol that standardizes how applications provide context to Large Language Models.
- ▌ MCP Tools Prefer Over Manual Alternatives · tools-only bundleMCP server tools are available as direct tool calls — just like Read, Grep, or Bash. They are NOT CLI commands. Do NOT run them via claude mcp call or any shell command. Call them directly as tools.
- ▌ Langchain Openai Sdk Llamaindex Instructor Curl Examples · tools-only bundleThese are selected examples. LiteLLM Proxy is OpenAI-Compatible, it works with any project that calls OpenAI. Just change the baseurl, apikey and model.
- ▌ MCP And Tool Calling · tools-only bundlevllm-mlx supports the Model Context Protocol (MCP) for integrating external tools with LLMs.
- ▌ Fn 17 Wti 2 Add Review Backend Question To Flow Next Setup · tools-only bundleAdd a review backend question to the /flow-next:setup workflow.
- ▌ Fn 17 Wti 5 Remove Runtime Detection From Flow Next Work · tools-only bundleRemove runtime which rp-cli / which codex detection from flow-next-work skill.
- ▌ Fn 17 Wti 6 Remove Runtime Detection From Flow Next Plan · tools-only bundleRemove runtime which rp-cli / which codex detection from flow-next-plan skill.
- ▌ Animation Timing Reference · tools-only bundleEvery animation should answer: What purpose does this serve? If you cannot articulate the purpose, the animation may be excise—wasted time and attention.
- ▌ Ga4 Implementation Reference · tools-only bundleAdmin > Data streams > [Stream] > Configure tag settings > Define internal traffic
- ▌ Google Tag Manager Implementation Reference · tools-only bundleDetailed guide for implementing tracking via Google Tag Manager.
- ▌ Swiftui State Management Reference · tools-only bundleAlways mark @State properties as private. Use for internal view state that triggers UI updates.
- ▌ Prometheus Metrics · tools-only bundleimport Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import Image from '@theme/IdealImage';
- ▌ Prometheus Metrics 2 · tools-only bundleimport Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import Image from '@theme/IdealImage';
- ▌ Prometheus Metrics 3 · tools-only bundleimport Tabs from '@theme/Tabs'; import TabItem from '@theme/TabItem'; import Image from '@theme/IdealImage';
- ▌ Signal Detection Techniques · tools-only bundleComprehensive guide to identifying non-obvious patterns using techniques from data journalism, forensic accounting, and OSINT investigation.
- ▌ Platform Specific Tuning Libraries · tools-only bundleDetailed implementation guides for parameter tuning panels across platforms.