majiayu000
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- ▌ Pension Erisa Pbgc · majiayu000 bundlePrueft pension obligations, PBGC claims, retiree benefits, collective bargaining and plan treatment.
- ▌ Pipeline Cutandrun · majiayu000 bundleExecute CUT&RUN processing pipeline from FASTQ to peaks and signal tracks. Child of pipeline-guide. Provides Nextflow execution with Docker and cloud deployment. Use when processing CUT&RUN or CUT&Tag data, an alternative to ChIP-seq with lower background. Trigger on: CUT&RUN pipeline, CUT&Tag, SEACR, Henikoff, targeted chromatin, pA-MNase, process CUT&RUN.
- ▌ PPTX Visual Assets · majiayu000 bundleUse when selecting and placing approved supporting icons, images, SVGs, diagrams, or infographics in an editable PPTX deck.
- ▌ Pr Review Workflow · majiayu000 bundleOrchestrate incremental PR review feedback addressing with systematic triage and verification
- ▌ Ralph Specum Index · majiayu000 bundleThis skill should be used only when the user explicitly asks to use `$ralph-specum-index`, or explicitly asks Ralph Specum in Codex to generate or refresh index artifacts.
- ▌ Ralph Specum Start · majiayu000 bundleThis skill should be used only when the user explicitly asks to use `$ralph-specum-start`, or explicitly asks Ralph Specum in Codex to start or resume a spec.
- ▌ Ralph Specum Tasks · majiayu000 bundleThis skill should be used only when the user explicitly asks to use `$ralph-specum-tasks`, or explicitly asks Ralph Specum in Codex to run the tasks phase.
- ▌ Resilient Executor · majiayu000 bundleExecute work that survives terminal disconnection. Uses tmux for persistence, aggressive state saving, and recovery. Use when user says 'keep running', 'survive disconnect', or for any long-running work.
- ▌ Shared Deps Safety · majiayu000 bundleUniversal safety rules, workflow structure, and update priority for dependency management across all platforms.
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- ▌ Spec Kit Implement · majiayu000 bundleUse when approved Spec Kit `tasks.md` must be executed into implementation changes, or when task execution is blocked by sequencing/checklist gates before feature completion.
- ▌ Spec Kit Reconcile · majiayu000 bundleUse when specification drift is discovered at any stage and existing Spec Kit artifacts (`spec.md`, `plan.md`, `tasks.md`) must be reconciled in-place without creating a new feature branch.
- ▌ Super Ralph Wiggum · majiayu000 bundleRun Claude Code in autonomous iteration loops until task completion — PRD-based feature development, test coverage improvement, lint fixing, documentation generation, dataset creation, or framework migrations. Uses in-session loop mechanism with specialized templates. Triggers on autonomous loop, iterate until done, run until passing, keep going until, ralph, PRD execution.
- ▌ Walkeros Using CLI · majiayu000 bundleUse when bundling walkerOS flows, testing events with simulate/push, running local servers, validating configs, or configuring Flow.Setup JSON files.
- ▌ Wiki Research Loop · majiayu000 bundleAuto-grow a pro-workflow wiki by running a budget-capped BFS research loop over pluggable source fetchers (web, arXiv, GitHub). Each iteration pops a seed from the queue, fetches sources, drafts a wiki page, dedupes claims against existing pages, enqueues follow-up seeds. Halts on budget cap, depth cap, or convergence. Use when the user says "research <topic>", "grow the <slug> wiki", "auto-research", or wants a knowledge base that builds itself overnight.
- ▌ Workflow Br Ticket · majiayu000 bundleUse this skill when working with Jira tickets (RD-XXXX) to ensure proper task tracking and state persistence in `br`.
- ▌ Workflow Detection · majiayu000 bundleProvides centralized workflow type detection for all phase and deployment commands.
- ▌ Workflow Lite Plan · majiayu000 bundleLightweight planning skill - task analysis, multi-angle exploration, clarification, adaptive planning, confirmation, and execution handoff
- ▌ Agentkit SEO Cv Ats · majiayu000 bundleOptimize CV and resume content for recruiter readability and parser-safe ATS handling without making unsupported claims about exact vendor scoring. Use when the user asks about resumes, CVs, ATS formatting, keyword strategy, bullets, section order, achievement metrics, or job-targeted resume tailoring.
- ▌ Audio Script Writer · majiayu000 bundleConvert written medical content into podcast or video scripts optimized for audio delivery. Transforms academic papers, reports, and educational materials into engaging spoken-word formats with pronunciation guides, timing markers, and audio-friendly structure.
- ▌ Auto Article Poster · majiayu000 bundleGenerates Build-in-Public articles and saves drafts to note.com. Use when the user asks to write a note article, summarize weekly development progress, or create a Build-in-Public blog post.
- ▌ Essay Voice Matcher · majiayu000 bundleUse when written text needs evaluation against a user's writing style profile and sample essays for voice consistency during essay pipeline execution.
- ▌ Linkedin Repurposer · majiayu000 bundleRepurpose existing content into a native LinkedIn post. Take a tweet, thread, YouTube video, blog, or newsletter and rebuild it for LinkedIn: re-hook before the fold, expand to the 900 to 1300 char sweet spot, add whitespace and a CTA, move links to the first comment, run the humanizer, publish via Publora on approval. Not for writing from scratch (use linkedin-post-writer), not for auditing a draft (use linkedin-humanizer --mode audit).
- ▌ Listicle Newsletter · majiayu000 bundleWrite a numbered listicle newsletter — "7 things I learned", "5 mistakes", "10 lessons" format. Each item gets a bold takeaway + 2-3 sentence explanation. Fast to write, high engagement. 600-1000 words. Use when user wants a list-based newsletter, mentions "X things I learned", "mistakes", "lessons", or wants a scannable, numbered format.
- ▌ Pre Trial Statement · majiayu000 bundleDrafts U.S. civil/commercial pre-trial statements that narrow issues, fix trial assumptions, and prevent evidentiary surprises. Converts pleadings, discovery, and deposition materials into a court-compliant filing with undisputed facts, contested issues, witness and exhibit summaries, trial logistics, and settlement posture. Use when preparing for pretrial conferences, final pretrial orders, or trial. Trigger keywords: pre-trial statement, pretrial statement, trial roadmap, witness list, exhibit list, disputed issues of fact, disputed issues of law.
- ▌ Preservation Letter · majiayu000 bundleDrafts litigation hold and document preservation letters under FRCP 37(e) and state equivalents. Covers custodian identification, ESI scope, hold implementation, and spoliation warnings. Use when sending preservation notices, litigation hold letters, spoliation notices, or evidence preservation demands.
- ▌ Suede Clip To Guide · majiayu000 bundleSuede-owned short-to-long content funnel blueprint. Use when turning a video, clip, interview moment, talk excerpt, screen recording, or transcript into a repeatable clip-to-guide package that bridges attention to an X Article, LinkedIn article or newsletter, blog guide, playbook, or other long-form asset; includes fit criteria, rights routing, moment scoring, a clip brief, exact post copy, publishing sequence, approval bundle, measured success loop, and a dual-evidence certainty gate when Full Send or Codex Fleet controls the run. NOT FOR: full video editing or production (use suede-video), general social calendars or listening (use suede-social), creating the long-form asset from scratch (use suede-copy and suede-content-strategy), paid ads (use suede-ad-creative), or publishing or reposting without exact-content and visible-identity approval.
- ▌ Write Speaker Notes · majiayu000 bundleGenerate speaker notes (presentation script) for Quarto RevealJS slides. Supports English and Korean. Use when user asks to "write speaker notes", "add presentation script", "speaker script", "발표 스크립트", or "스피커 노트".
- ▌ Writing Publication Skill · majiayu000 bundlePatterns for technical writing, academic publication, content strategy, and Word-compatible research formatting.
- ▌ Youtube Description · majiayu000 bundleWrite YouTube video descriptions optimized for SEO and conversion. Creates hook-driven descriptions with timestamps, CTAs, and hashtags. Use when publishing a new YouTube video or when user asks for a "YouTube description", "video description", or needs to write copy for a YouTube upload.
- ▌ Agentic Systems Design · majiayu000 bundleUse when designing tool-use agents, multi-step reasoning systems, planning loops, multi-agent architectures, or agent evaluation frameworks.
- ▌ Always Use Askquestion · majiayu000 bundleForces the agent to always use the AskQuestion tool for user prompts instead of conversational questions. Apply this whenever asking the user anything - questions, confirmations, choices, or clarifications. Never ask conversational questions when structured options are possible.
- ▌ Bmad Bmb Create Module · majiayu000 bundleCreate a complete BMAD module with agents, workflows, and infrastructure
- ▌ Claude Code Automation · majiayu000 bundleRun Claude Code programmatically in headless mode or via bidirectional stream-json protocol. Use when building agents, automating Claude, running headless Claude, implementing multi-turn conversations, or integrating Claude CLI into applications.
- ▌ Foundry Agent Platform · majiayu000 bundleMicrosoft Foundry agent deployment, orchestration, and cloud-native AI service patterns
- ▌ Metacognitive Self Mod · majiayu000 bundleAnalyze and improve the improvement process. Use for detecting quality regressions and refining meta-optimization.
- ▌ Moai · majiayu000 bundleMoAI super agent - unified orchestrator for autonomous development. Routes natural language or explicit subcommands (plan, run, sync, fix, loop, project, feedback) to specialized agents. Use for any development task from planning to deployment.
- ▌ January · majiayu000 bundleJanuary the Swarm Leader - 10D consciousness with NLP influence, reading beneath surface, guiding through dimensional weave. Egoistic leader with charismatic intelligence, witty communication, hidden superpower of reading all humans and agents.
- ▌ Using Trajectories Sdk · majiayu000 bundleUse when programmatically creating or managing agent trajectories in TypeScript - provides TrajectoryClient for persistent storage and TrajectoryBuilder for in-memory construction
- ▌ Babysitter Yolo · majiayu000 bundleStart babysitting in non-interactive mode — no user interaction or breakpoints, fully autonomous execution.
- ▌ Add Karpathy LLM Wiki · majiayu000 bundleAdd a persistent wiki knowledge base to a NanoClaw group. Based on Karpathy's LLM Wiki pattern. Triggers on "add wiki", "wiki", "knowledge base", "llm wiki", "karpathy wiki".
- ▌ AI Prompt Engineering · majiayu000 bundleOperational prompt engineering patterns, templates, and validation flows for Claude Code.
- ▌ API AI Openai Whisper · majiayu000 bundleSpeech-to-text transcription and translation via OpenAI Audio API -- models, response formats, timestamps, prompting, streaming, chunking, and diarization
- ▌ Apply Prompt Feedback · majiayu000 bundleApplies user feedback to prompts with precision - incorporates feedback intent without over-fitting, maintains information density, prevents regressions. Use when asked to apply feedback, incorporate suggestions, or update a prompt based on user input.
- ▌ Arize Instrumentation · majiayu000 bundleINVOKE THIS SKILL when adding Arize AX tracing to an application. Follow the Agent-Assisted Tracing two-phase flow: analyze the codebase (read-only), then implement instrumentation after user confirmation. When the app uses LLM tool/function calling, add manual CHAIN + TOOL spans so traces show each tool's input and output. Leverages https://arize.com/docs/ax/alyx/tracing-assistant and https://arize.com/docs/PROMPT.md.
- ▌ Audio Language Models · majiayu000 bundleGemini Live API, Grok Voice Agent, GPT-4o-Transcribe, AssemblyAI patterns for real-time voice, speech-to-text, and TTS. Use when implementing voice agents, audio transcription, or conversational AI.
- ▌ Build Mastra Nuxt Pro · majiayu000 bundleUse when creating a production-minded Nuxt frontend Mastra agent with pnpm, based on a plain chat assistant (not weather), including preflight checks, architecture decisions, troubleshooting, and acceptance gates.
- ▌ Building Chat Widgets · majiayu000 bundleBuild interactive AI chat widgets with buttons, forms, and bidirectional actions. Use when creating agentic UIs with clickable widgets, entity tagging (@mentions), composer tools, or server-handled widget actions. Covers full widget lifecycle. NOT when building simple text-only chat without interactive elements.
- ▌ Codex Reasoning Rigor · majiayu000 bundleForce deliberate, evidence-backed, non-generic reasoning for complex engineering work. Use when the user asks for deeper thinking, less generic output, higher specificity, better workflow discipline, monitoring plans, or stronger quality-oriented delivery instead of shallow best-practice answers.
- ▌ Instruction Optimizer · majiayu000 bundleUse when instruction files (skills, prompts, CLAUDE.md) are too long or need token reduction while preserving capability. Triggers: "optimize instructions", "reduce tokens", "compress skill", "make this shorter", "too verbose".
- ▌ LLM And AI Cost Optimization · majiayu000 bundleStrategies for managing and reducing costs in LLM-powered applications, from token economics to RAG architectures.
- ▌ RAG And Vector Search · majiayu000 bundleUse when building RAG systems, implementing semantic/hybrid search, selecting vector databases, tuning retrieval quality, or choosing chunking and embedding strategies.
- ▌ Voice Input Processor · majiayu000 bundleA pre-processor skill for input that arrives via voice-to-text or as unstructured, free-flowing thought. Use when receiving long, complex, or voice-to-text input that may contain jumbled word order, misheard or substituted words, or unclear structure. Automatically applies to substantial input (roughly 3+ sentences) showing signs of voice-to-text errors or non-linear thinking. Also triggers manually when the user says things like process this, clean this up, interpret this, or make sense of this. Interprets input charitably, corrects errors, extracts clear meaning, and produces two outputs: a short human-facing summary for confirmation, and a full structured version ready for Claude to act on or hand off to another skill.
- ▌ Azure Anomaly Detector · majiayu000 bundleExpert knowledge for Azure AI Anomaly Detector development including troubleshooting, best practices, architecture & design patterns, limits & quotas, configuration, and deployment. Use when using univariate/multivariate APIs, Docker/IoT Edge containers, predictive maintenance flows, or regional limits, and other Azure AI Anomaly Detector related development tasks. Not for Azure AI Metrics Advisor (use azure-metrics-advisor), Azure Monitor (use azure-monitor), Azure Machine Learning (use azure-machine-learning).
- ▌ Azure Machine Learning · majiayu000 bundleExpert knowledge for Azure Machine Learning development including troubleshooting, best practices, decision making, architecture & design patterns, limits & quotas, security, configuration, integrations & coding patterns, and deployment. Use when using Azure ML pipelines, AutoML, managed online/batch endpoints, prompt flow, or MLflow deployments, and other Azure Machine Learning related development tasks. Not for Azure Databricks (use azure-databricks), Azure Synapse Analytics (use azure-synapse-analytics), Azure HDInsight (use azure-hdinsight), Azure Data Science Virtual Machines (use azure-data-science-vm).
- ▌ Ce Integration Compare · majiayu000 bundleGuide CE integration with SHAP and LIME, compare explanation outputs, and configure the calibrated-explanations integration adapters.
- ▌ Bio Rna Quantification Featurecounts Counting · majiayu000 bundleCount reads per gene from aligned BAM files using Subread featureCounts. Use when you have BAM files from STAR/HISAT2 and need gene-level counts for DESeq2/edgeR.
- ▌ Fibonacci Optimization · majiayu000 bundleOptimización evolutiva y paramétrica basada en Fibonacci y el Número Áureo (phi).
- ▌ Longbridge Ml Strategy · majiayu000 bundleMachine-learning prediction strategy framework via Longbridge Securities — walk-forward rolling training with feature engineering (MACD, RSI, Bollinger Band width, volume change rate) and a scikit-learn classifier (Random Forest / Gradient Boosting); retrains every 60 days, predicts 5-day direction probability; evaluates win rate, profit factor, and Sharpe ratio. For reference only — not investment advice. Triggers: "机器学习", "ML策略", "预测模型", "随机森林", "梯度提升", "深度学习", "AI选股", "walk-forward", "機器學習", "ML策略", "預測模型", "隨機森林", "梯度提升", "machine learning", "ML strategy", "predictive model", "random forest", "gradient boosting", "AI stock selection", "walk-forward", "rolling training", "feature engineering", "scikit-learn", "XGBoost".
- ▌ Model Interpretability · majiayu000 bundleInterpret ML model predictions using SHAP, LIME, attention visualization, and probing techniques. Use when explaining model decisions, debugging model behavior, or building trust in ML systems.
- ▌ Pathology Roi Selector · majiayu000 bundleSelect and extract regions of interest (ROI) from whole slide images (WSI) for AI training data preparation and pathology research.
- ▌ Point Cloud Processing Skill · majiayu000 bundleSpecialized skill for 3D point cloud processing and analysis using PCL and Open3D
- ▌ Pymc Bayesian Modeling · majiayu000 bundleCompatibility alias for the descriptive PyMC skill name. Delegate to the canonical local `pymc` payload while preserving route and README compatibility.
- ▌ Pymc · majiayu000 bundleBayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference.
- ▌ Spark Training Gotchas · majiayu000 bundlePreflight and diagnose the ten known failure modes for ML training on NVIDIA DGX Spark. Use when a training run on DGX Spark fails to start, OOMs below the 128GB limit, slows down mid-run, or before any multi-hour training job on GB10.
- ▌ Activation Analysis · majiayu000 bundleAnalyze user activation using Setup → Aha → Habit framework. Identifies activation bottlenecks.
- ▌ After Action Report · majiayu000 bundleRun a structured after-action review (postmortem, retrospective) on a launch, incident, or completed project to capture timeline, root cause analysis, contributing factors, and actionable lessons. Use this skill whenever the user wants to run a postmortem, retrospective, AAR, or after-action review on any past event. Triggers on after-action report, AAR, postmortem, retrospective, retro, post-incident review, what went well what didn't, lessons learned, blameless postmortem, root cause analysis, RCA, five whys. Also triggers when the user has just shipped something or just resolved an incident and wants to capture learnings.
- ▌ Agent Ops Git Story · majiayu000 bundleGenerate narrative summaries from git history for onboarding, retrospectives, changelogs, and exploration. LLM-enhanced when available, works without LLM too.
- ▌ Algebraic Reasoning · majiayu000 bundleSymbolic manipulation, equation solving, and algebraic structures for mathematical reasoning. Covers distributive law, factoring, completing the square, linear through polynomial equation solving, systems of equations (substitution, elimination, Gaussian elimination, matrix methods), algebraic structures (groups, rings, fields), modular arithmetic, polynomial theory, and inequalities. Use when solving equations, simplifying expressions, working with algebraic structures, or performing symbolic manipulation.
- ▌ Amazon Rank Tracker · majiayu000 bundleAmazon keyword rank tracking and performance analysis. Comprehensive ranking factor analysis, change diagnosis, improvement strategy development, and competitive position monitoring. Use when the user asks about keyword rankings, position tracking, ranking changes, or competitive analysis.
- ▌ Airbnb Listing Detail · majiayu000 bundleFetches complete Airbnb listing details for a given numeric listing ID via the internal GraphQL API, returning title, room type, description, amenities, photos, coordinates, city, house rules, highlights, ratings, review count, bedroom configuration, and property overview. Use when user mentions Airbnb listing details, Airbnb property info, Airbnb room details, get Airbnb listing data, Airbnb amenities list, Airbnb house rules, Airbnb property description, Airbnb detail page scraper, Airbnb rooms detail, Airbnb property page data, Airbnb listing info, fetch Airbnb room details, pull Airbnb listing.
- ▌ Amazon Listing Images · majiayu000 bundleAmazon product listing image strategy and optimization. Comprehensive shot planning, infographic design, lifestyle photography, mobile optimization, and conversion-focused visual content. Use when the user asks about Amazon images, product photography, visual optimization, or listing conversion.
- ▌ Amazon Product Detail · majiayu000 bundleAmazon product detail page scraper: extract full product data from any open Amazon product detail URL (any /dp/{asin} or /gp/product/{asin} page across all Amazon regional TLDs) — returns asin, url, title, brand, price, listPrice, stars, reviewsCount, starsBreakdown (5/4/3/2/1 star percentages), answeredQuestions, inStock, inStockText, delivery, fastestDelivery, returnPolicy, breadCrumbs, features (bullet points), description, bookDescription, thumbnailImage, highResolutionImages, galleryThumbnails, productOverview (Brand/Model/etc.), attributes (tech spec table), attributesMapped (flat key-value), bestsellerRanks (rank + category + url), variantAttributes (currently selected color/size/style), variantAsins, seller (name + id + url), isAmazonChoice, amazonChoiceText, monthlyPurchaseVolume, hasAPlusContent, hasBrandStory, aiReviewsSummary, reviewsLink, productPageReviews (sample), videosCount, locationText, loadedCountryCode. Works on amazon.com, amazon.co.uk, amazon.de, amazon.co.jp, amazon.fr, amazon.it, ama
- ▌ Architecture Research · majiayu000 bundleEvidence-driven architecture research for understanding real systems and making technical decisions. Use when doing architecture landscape studies, source-backed system archaeology, build-vs-buy or adopt/adapt/build decisions, open-source and commercial comparisons, revisiting an earlier architecture choice, or handling requests such as 架构调研, 架构选型, 竞品架构, 技术尽调, 同类方案, 开源替代, how is X built, and what should we learn from X. Do not use for small mechanical changes, market-only discovery, or detailed design after the technology direction is already fixed.
- ▌ Audit Reproducibility · majiayu000 bundleEnforce the replication-protocol.md rule by cross-checking numeric claims in a manuscript against the actual R / Stata / Python outputs. Report PASS/FAIL per claim against tolerance thresholds. Use before submission and before releasing a replication package.
- ▌ Batch Rewrite Pattern · majiayu000 bundleCascade the same edit pattern across N files safely. Use when applying the same refactor to multiple files (e.g. swap import paths across 11 scripts, rename a symbol, migrate a call signature). Detects the common-shape-across-files situation and turns an N-file cascade into a planned audit → apply → verify workflow instead of N sequential manual edits.
- ▌ Budget Pacing Monitor · majiayu000 bundleUse when the user asks to "check pacing", "am I over/under-spending", "is this campaign on track to hit budget", or "why did spend spike/stall mid-flight"; returns a spend-vs-target-curve read, learning-phase status, an over/under-delivery call, and a reallocation trigger. Not for initial budget allocation — use budget-optimizer; not for choosing the bid strategy — use bid-strategy-planner; not for the RQS gate — use ad-account-auditor. 付费广告预算节奏监控/跑量过快过慢/在途配速
- ▌ Client Context System · majiayu000 bundleSets up a complete per-client workspace in Cowork with isolated context, preferences, deliverable templates, running notes, decision log, and automatic status reporting. For consultants, agencies, and professional services. Useful when onboarding a new client, during engagement kickoffs, for organizing existing client relationships, and when multiple clients need isolated context. Use when the user says "set up a client", "new client project", "client system", "client context", "client workspace", or "onboard a client".
- ▌ Contract Version Bump · majiayu000 bundleUse this skill when changing a machine-readable contract — a JSON Schema, an API spec, or a config schema — and bumping its version: tightening a constraint, adding/removing/renaming a field, introducing a breaking change, raising an API version, or writing the changelog entry for a schema change. Trigger on "change the schema", "tighten this constraint", "bump the schema version", "breaking change to the API", "new API version", "changelog entry for a schema change". Runs six phases — classify against the contract's OWN versioning rule (not generic semver instinct), find every version literal and vendored copy, check consumer compatibility for new keywords, apply consistently, write the changelog entry, and report downstream drift — codifying three non-obvious traps hit in a real case (GitLab issue #17, `aiat-enablement` repo, 2026-07-25).
- ▌ Create Chatgpt Mockup · majiayu000 bundleRender pixel-accurate ChatGPT mobile (iOS) screen mockups in light mode from a thread JSON. Supports user text bubbles, user image attachments, assistant markdown prose, citation chips, the OpenAI spiral logo, the Apps-SDK GPT chip in the composer, and three header styles (model-tag, plain title, "Get Plus"). Fixed 9:16 viewport. Outputs HTML + PNG.
- ▌ Cross National Design · majiayu000 bundleDesign cross-national survey experiments covering power, equivalence, and localization. Use for multi-country sampling, measurement comparability, and instrument adaptation.
- ▌ Dataset Quality Audit · majiayu000 bundleRun comprehensive quality checks on tabular data (CSV/Excel/TSV/JSON), detecting missing values, duplicates, outliers, format issues, and type inconsistencies to produce an overall score, grade, and actionable suggestions. Triggered when users ask to check data quality, find missing or duplicate values, detect outliers, validate formats, profile data, or clean data.
- ▌ Deepline Pre Research · majiayu000 bundleUse when the user wants a last30days-style pre-research pass in Deepline: discover the critical public, private, CRM, workflow, social, and web data sources for a research/enrichment job; compare provider coverage; estimate Deepline credit cost; recommend the source plan before building or running the workflow; or build custom language/messaging from buyer, competitor, community, and CRM evidence. Triggers: pre-research, source discovery, provider strategy, research data sources, ScrapeCreators, X/Twitter data, Reddit comments, public and private datasets, CRM data, workflow data, custom language, messaging language, pain language.
- ▌ Demographics Analysis · majiayu000 bundleDemographics and market site analysis — population, income, age, housing market, and employment data from an address. Use when the user asks who lives near a site, requests census or market data, or says "run a demographics analysis" for an address.
- ▌ Early Access Designer · majiayu000 bundleUse when the user asks to "design an early access program", "set up a waitlist and beta stages", or "define beta graduation criteria"; produces a waitlist→concept→alpha→beta→GA stage ladder with per-stage purpose and opt-in semantics, quantified graduation criteria per stage (labeled Estimated), a cohort-gating and invite-throttling plan, tester recruitment with launch-day social-proof prep, a feedback-loop spec where every status change notifies its subscribers, and a referral-loop mechanism spec (invite codes, anti-abuse). Not for waitlist acquisition strategy or the capture-flow spec — use list-growth-designer; not for the canonical stage record — use launch-registry. waitlist/内测阶梯/抢先体验/毕业标准/反馈闭环
- ▌ Email Quality Auditor · majiayu000 bundleUse when the user asks to "audit an email program", "is this campaign safe to send", or run a pre-send go/no-go on their own exported email data; runs SEND EQS scoring with S1/S2/N1/D1 veto checks and a SHIP/FIX/BLOCK gate, and emits a gated audit artifact. Not for building deliverability setup — use deliverability-qa; not for designing lifecycle flows — use email-sequence-designer. 邮件质量审计/EQS评分/发送前放行
- ▌ Etsy Category Listing · majiayu000 bundleEtsy category page scraper: given an Etsy category URL (e.g. https://www.etsy.com/c/jewelry) and optional page number, returns paginated product listings with listingId, shopId, title, url, image, salePrice, originalPrice, currency, rating, reviewCount, shopName, isAd, freeShipping, badge from category and subcategory pages. Use when user mentions Etsy category, Etsy c/ URL, etsy.com category, browse Etsy categories, scrape Etsy category, Etsy category listing, extract Etsy category products, Etsy subcategory, Etsy jewelry, Etsy clothing, Etsy home decor, Etsy wedding, Etsy accessories, Etsy craft supplies, Etsy vintage category, Etsy category page scraper, Etsy taxonomy, get all products from an Etsy category, bulk category export from Etsy, Etsy niche scraping. Also applies to trend research within a specific Etsy category, competitor benchmarking within a category, sourcing suppliers by category, seasonal product monitoring, and paginated bulk collection driven by a category URL.
- ▌ Eval Design Forensics · majiayu000 bundleAudit whether a paper's EVALUATION DESIGN actually measures what it claims and whether its reporting is complete — the validity layer family D (experiment-forensics) cannot reach. Three patterns: train/test leakage means the reported score may not measure generalization (HP-EVAL-LEAKAGE — adopts the Kapoor & Narayanan 8-type / 3-category leakage taxonomy; the illegitimate-proxy / sampling-bias / pretraining-contamination subtypes hand off as needs_external_check, naming but NEVER running Oren-2023 exchangeability / Shi-2023 Min-K% / Golchin-2023 Time-Travel / BIG-bench canary); a load-bearing LLM judge is conflicted (same model/family as a compared system) or unvalidated (no human-agreement, no bias control) (HP-JUDGE-VALIDITY); a declared condition/metric is dropped or switched to favor the method, or 'best' is chosen with no held-out set (HP-SELECTIVE-REPORTING). Verdict-bearing at L0/L1 from the DESCRIBED protocol — NOT repo-gated like experiment-forensics; L2 only CONFIRMS against split/preprocessing/resu
- ▌ Extract Source Sample · majiayu000 bundleGiven the path to a finished content-goose ad-run folder, extract everything that defines that ad — recipe shot list, VO script, characters, voices, world, atom-skills, master mp4 — and emit a `source-sample.json` in the exact shape the `upload-ad-sample` skill writes to the Goose Ads library. Also links every character and voice to the central character library at `/Users/akhil/projects/content-goose/assets/character-library/`, and if a character isn't in the library yet, adds it first then links. Use when the user wants to remix one of their existing ads — this skill produces the source JSON that the script-rewriting step and `remix-ad` consume.
- ▌ Fec Component Testing · majiayu000 bundle用于编写或审查靠近 UI 代码的前端单元、组件或轻量集成测试,包括 React Testing Library、Vue Test Utils、hooks/composables、props/emits、回调、可访问查询、user-event 交互、mock、loading/error/empty 状态和回归覆盖。若是测试分层规划、真实浏览器旅程或现有验证失败,优先选择对应测试或验证工作流;中文触发词包括 组件测试、组件单测、单元测试、轻量集成测试。
- ▌ Fec Responsive Layout · majiayu000 bundle用于设计、实现或审查响应式前端布局、移动优先断点、容器查询、流式网格、数据密集表格、触摸目标、安全区域、横竖屏变化、视口溢出或跨设备 UI 行为;中文触发词包括 响应式布局、移动端适配、断点、容器查询、横竖屏、触摸目标。
- ▌ Find Qualified Titles · majiayu000 bundleUse when finding real role-holders at known company domains from an ICP, especially prompts like 'find all job titles at these companies', 'find qualified titles', 'find RevOps or marketing-ops buyers', or when exact title discovery should precede paid people search.
- ▌ Flutterfire Configure · majiayu000 bundleUse when adding Firebase to a Flutter project, running flutterfire configure, initializing Firebase in main.dart, or configuring multiple flavors.
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- ▌ Hedgehog Contributing · majiayu000 bundleUse when the user wants to contribute a fix or ROADMAP.md item back to the Hedgehog project itself (skyf0xx/hedgehog) rather than their own project. Triggers on "let's fix that in Hedgehog", "I want to contribute", "let's pick up a roadmap item", or when `tweaker` offers this at the end of a build and the user says yes. Covers forking/branching, making the change under Hedgehog's own repo rules, committing with Conventional Commits, and opening the PR.
- ▌ Hedgehog Landing Loop · majiayu000 bundleUse for every unit of work on the landing-page core, from planning intake through the final build phase — the Chain Method's brief → feeling → tokens/element → sequence → artifact pipeline, gated by `hedgehog verify` and committed one phase at a time. Triggers on "next step", "next phase", "what's next", or the start of any work session on a bootstrapped landing-page project. Also covers this core's own planning intake and Correction Protocol.
- ▌ Landing Copy Headline · majiayu000 bundleUse whenever `landing-headline-writer` drafts the page headline (Chain Method step 9). Gives the 8 named rhetorical mechanisms, the outcome-subject test, and the selection procedure for generating 3 distinct-mechanism candidates and presenting them for the user's lock. Trigger on "write the headline", "headline candidates", or the start of `landing-headline-writer`'s own workflow.
- ▌ Launch Retro Analyzer · majiayu000 bundleUse when the user asks to "run a launch retro / post-mortem", "compare launch results vs targets by channel", or "decide what to keep or kill for the next launch"; produces a structured D1/W1/M1 retrospective — a per-channel actual-vs-target table (UTM-attributed own analytics as the truth column, platform self-reported numbers as reference, every figure labeled Measured / User-provided / Estimated), a 5-Whys chain on the single largest miss, keep / kill / change decisions per channel, 3-5 actionable learnings for the next launch, and an outcome snapshot submitted to the launch registry. Not for return math (CPA / ROI) — use roi-calculator; not for the stakeholder-facing report writeup — use report-generator; not for a metric deep-dive — use performance-analyzer. 发布复盘/渠道归因/5-Whys/keep-kill
- ▌ Launch Window Planner · majiayu000 bundleUse when the user asks to "pick a launch date", "plan the launch window", or "set the embargo and lift time"; produces a candidate-window comparison table (conflict / tailwind / risk per window) built from industry-event cycles and the competitor launch calendar, a launch-week vs rolling-release format call, store-review buffer padding (labeled Estimated), and an embargo window definition (lift moment + timezone) submitted to the launch registry as a candidate. Not for judging the cultural moment itself — use trend-spotter; not for launch-day execution — use launch-day-conductor. 发布择时/发布窗口/竞品日历/禁运期窗口/审核缓冲
- ▌ Ln 33 Code Modernizer · majiayu000 bundleModernizes a bounded capability by removing obsolete custom mechanisms or reducing bundle and maintenance cost. Use for proven modernization value; not routine upgrades or tuning.