majiayu000
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- ▌ Cube Semantic Layer · majiayu000 bundleALWAYS USE when building semantic layer, working with metrics/dimensions, or integrating dbt with Cube consumption APIs. Use IMMEDIATELY when working with Cube REST API, GraphQL queries, or Postgres wire protocol (psycopg2 connections). Provides research steps for data modeling, dbt integration, MEASURE() syntax, and API validation.
- ▌ Curriculum Research · majiayu000 bundleResearch subject matter, align to educational standards, map prerequisites, and recommend learning theories for curriculum design. Use when starting curriculum development, exploring new topics, or needing standards alignment. Activates on "research this topic", "what standards apply", "curriculum research", or "prerequisite analysis".
- ▌ Curriculum Reviewer · majiayu000 bundleComprehensively reviews curriculum materials for quality, consistency, and effectiveness. Use when the user asks to review content, check quality, audit materials, or ensure curriculum meets standards. Provides detailed feedback and improvement recommendations.
- ▌ Cursor Explorer MCP · majiayu000 bundleUse for token-expensive operations requiring multi-file analysis - codebase exploration, broad searches, architecture understanding, tracing flows, finding implementations across files. Uses MCP cursor-agent server (company pays) with clean async interface. Do NOT use for single-file analysis, explaining code already in immediate context, or pure reasoning tasks.
- ▌ Cursor Install Auth · majiayu000 bundleInstall Cursor IDE and configure authentication. Triggers on "install cursor", "setup cursor", "cursor authentication", "cursor login", "cursor license". Use when working with cursor install auth functionality. Trigger with phrases like "cursor install auth", "cursor auth", "cursor".
- ▌ Cursor Rules Config · majiayu000 bundleConfigure .cursorrules for project-specific AI behavior. Triggers on "cursorrules", ".cursorrules", "cursor rules", "cursor config", "cursor project settings". Use when configuring systems or services. Trigger with phrases like "cursor rules config", "cursor config", "cursor".
- ▌ Custom Agent Design · majiayu000 bundleDesign custom agents from scratch using Claude Agent SDK patterns. Use when building domain-specific agents, designing agents with full SDK control, or creating specialized agents with custom tools and prompts.
- ▌ Cwicr Subcontractor · majiayu000 bundleAnalyze and compare subcontractor bids against CWICR benchmarks. Evaluate pricing, identify outliers, and support negotiation.
- ▌ D3js Visualizations · majiayu000 bundleCreate interactive data visualizations using D3.js for charts, graphs, maps, and custom visual analytics
- ▌ Dag Context Bridger · majiayu000 bundleManages context passing between DAG nodes and spawned agents. Handles context summarization, selective forwarding, and token budget optimization. Activate on 'bridge context', 'pass context', 'summarize context', 'context management', 'agent context'. NOT for execution (use dag-parallel-executor) or aggregation (use dag-result-aggregator).
- ▌ Dag Pattern Learner · majiayu000 bundleLearns from DAG execution history to improve future performance. Identifies successful patterns, detects anti-patterns, and provides recommendations. Activate on 'learn patterns', 'execution patterns', 'what worked', 'optimize based on history', 'pattern analysis'. NOT for failure analysis (use dag-failure-analyzer) or performance profiling (use dag-performance-profiler).
- ▌ Dagster Development · majiayu000 bundleExpert guidance for Dagster data orchestration including assets, resources, schedules, sensors, partitions, testing, and ETL patterns. Use when building or extending Dagster projects, writing assets, configuring automation, or integrating with dbt/dlt/Sling.
- ▌ Dara Dataset Expert · majiayu000 bundleWarehouse-Prozess-Analyse mit 207 Labels, 47 Prozessen, 8 Szenarien, 10 Triggern. Vollständige Expertise für DaRa Datensatz + REFA-Methodik + Validierungslogik + Szenarioerkennung. 100% faktenbasiert ohne Halluzinationen.
- ▌ Dart Create Project · majiayu000 bundleTo scaffold a new Dart or Flutter project, create a fresh project structure and starter files.
- ▌ Dart Signature Help · majiayu000 bundleTo see function or method signatures at a cursor position, get signature help for the API being called.
- ▌ Dartboard Rendering · majiayu000 bundleダーツボード描画の実装知識とベストプラクティス。p5.jsを使用した描画順序、レイヤリング、座標系の扱いに関する専門知識を提供します。実装・テスト・レビュー時に参照してください。
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- ▌ Data Analyst Export · majiayu000 bundleExport query results to various formats (CSV, JSON, Excel, Markdown tables) with proper formatting and headers. Use when saving analysis results to files. This skill provides data export utilities for multiple formats: - CSV: Comma-separated with headers, customizable delimiters - JSON: Structured data with pretty-print option - Excel: Multiple sheets, cell formatting, formulas - Markdown: Tables for documentation Triggers: "export data", "save results", "output CSV", "output JSON", "output Excel", "データ出力", "結果保存", "エクスポート"
- ▌ Data Backup Manager · majiayu000 bundleBackup and manage game data including maps, NPCs, and configurations. Use when the user wants to backup data, create snapshots, export data, or restore from backups.
- ▌ Data Classification · majiayu000 bundleData classification framework including sensitivity levels, handling requirements, labeling, and data lifecycle management
- ▌ Data Engineer · majiayu000 bundleUse when user needs scalable data pipeline development, ETL/ELT implementation, or data infrastructure design.
- ▌ Data Export Formats · majiayu000 bundleUse when exporting data for ad platforms (Google Ads, Meta) or working with project datasets. Documents exact CSV formats for Enhanced Conversions, Customer Match, and project data schemas.
- ▌ Data Fetch Analysis · majiayu000 bundleConnect to databases, monitoring systems, analytics platforms, and APIs to fetch, analyze, and report on data. Use when the user says 'query the database', 'check the metrics', 'fetch data from', 'analyze this data', 'pull logs', 'generate a report', 'check error rates', 'what does the data show', 'dashboard data', or 'investigate this trend'. Also triggers on 'data analysis', 'database query', 'monitoring data', 'log analysis', 'metrics investigation', 'data pipeline', 'data fetching', 'SQL query', or 'run a query'.
- ▌ Data Manager System · majiayu000 bundleService-scoped data orchestration for TMNL. Invoke when implementing search, data streams, kernel systems, or Effect-based DAQ. Covers hybrid dispatch (fibers + workers), Atom-as-State pattern, and progressive streaming.
- ▌ Data Model Designer · majiayu000 bundleDesign data models for construction projects. Create entity-relationship diagrams, define schemas, and generate database structures.
- ▌ Data Model Reporter · majiayu000 bundleStandards for generating Model Cards from data analysis notebooks. Aligned with Hugging Face and ISO transparency standards.
- ▌ Data Quality Checks · majiayu000 bundleComprehensive guide to data quality validation, testing frameworks, anomaly detection, and data observability for production data pipelines
- ▌ Data Science Expert · majiayu000 bundleExpert-level data science, analytics, visualization, and statistical modeling
- ▌ Data Source Connect · majiayu000 bundleConnect your own data source to replace the demo unicorns data. Use when the user wants to use their own database URL or CSV file instead of the sample data. Triggers on requests to connect database, import CSV, change data source, use own data, or switch from demo data.
- ▌ Data Stats Analysis · majiayu000 bundlePerform statistical tests, hypothesis testing, correlation analysis, and multiple testing corrections using scipy and statsmodels. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).
- ▌ Data Transformation · majiayu000 bundleデータ変換パイプラインの設計・実装・検証を整理するスキル。 スキーママッピング、ETL設計、品質確認までの実務フローを提供する。 Anchors: • Designing Data-Intensive Applications / 適用: データモデリング / 目的: 変換の整合性確保 • Designing Data-Intensive Applications / 適用: スキーマ設計 / 目的: マッピングの明確化 • Designing Data-Intensive Applications / 適用: パイプライン設計 / 目的: 伸縮性と監視性の確保 Trigger: Use when designing data transformation pipelines, defining schema mappings, implementing ETL processes, or optimizing data flows. data transformation, schema mapping, etl design, pipeline optimization, data modeling
- ▌ Data Type Converter · majiayu000 bundleConvert between data formats (JSON, CSV, XML, YAML, TOML). Handles nested structures, arrays, and preserves data types where possible.
- ▌ Database Monitoring · majiayu000 bundleMonitor database performance and health. Use when setting up monitoring, analyzing metrics, or troubleshooting database issues.
- ▌ Database Operations · majiayu000 bundleA skill for performing database CRUD operations following best practices. Includes guidance on session management, query building (filters, joins, aggregations), transaction handling, bulk operations, error handling, connection pooling, and query optimization. Provides reusable templates for database session dependencies, CRUD service classes, and transaction context managers.
- ▌ Database Versioning · majiayu000 bundleDatabase version control and change management patterns. Use when managing schema history, coordinating database changes across environments, implementing audit trails, or versioning database objects.
- ▌ Dataset Engineering · majiayu000 bundleCreate, clean, and optimize datasets for LLM fine-tuning. Covers formats (Alpaca, ShareGPT, ChatML), synthetic data generation, quality assessment, and augmentation. Use when preparing data for training.
- ▌ Ddd Bounded Context Generator · majiayu000 bundleGénère des bounded contexts DDD complets avec architecture en couches (Domain, Application, Infrastructure, Presentation). À utiliser lors de la création de nouvelles features backend, bounded contexts, domain entities, ou quand l'utilisateur mentionne "DDD", "bounded context", "domain model", "clean architecture", "layered architecture".
- ▌ Deb Package Builder · majiayu000 bundleBuild Debian packages with proper control files, dependencies, and maintainer scripts
- ▌ Debate Orchestrator · majiayu000 bundleOrchestrates formal debates with proposition and opposition sides, coordinating debaters and judges through structured exchanges. Use when running debate exchanges, managing debate rounds, or continuing interrupted debates.
- ▌ Debug With Valgrind · majiayu000 bundleDebug crashes, segfaults, and memory errors using valgrind integration with nextest through pre-configured profiles
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- ▌ Debugging Capacitor · majiayu000 bundleComprehensive debugging guide for Capacitor applications. Covers WebView debugging, native debugging, crash analysis, network inspection, and common issues. Use this skill when users report bugs, crashes, or need help diagnosing issues.
- ▌ Debugging Workflows · majiayu000 bundleGuide for debugging GitHub Agentic Workflows - analyzing logs, auditing runs, and troubleshooting issues
- ▌ Decision Frameworks · majiayu000 bundleDecision-making methodologies, scoring frameworks, and planning strategies for Group 2 agents in four-tier architecture
- ▌ Deepwork Jobs Learn · majiayu000 bundleAnalyzes conversation history to improve job instructions and capture learnings. Use after running a job to refine it.
- ▌ Defender For Devops · majiayu000 bundleMicrosoft Defender for DevOps integration with Azure Pipelines (2025)
- ▌ Reranking Patterns · majiayu000 bundleReranking patterns for improving search precision. Use when implementing cross-encoder reranking, LLM-based relevance scoring, or improving retrieval quality in RAG pipelines.
- ▌ Tensorflow Trainer · majiayu000 bundleTensorFlow/Keras model training skill with callbacks, distributed strategies, and TensorBoard integration.
- ▌ Topexpressinggenesofallcells · majiayu000 bundleIdentifies and visualizes the top expressing genes per cluster across ALL cells (before T/B cell selection), followed by pathway enrichment analysis. Provides initial overview of all cell populations by highlighting the most highly expressed genes and their biological functions.
- ▌ Training Pipelines · majiayu000 bundleMaster training pipelines - orchestration, distributed training, hyperparameter tuning
- ▌ Vector DB Patterns · majiayu000 bundleEmbedding strategies, ANN algorithms, hybrid search, RAG chunking strategies, and reranking for semantic search and retrieval.
- ▌ Vector Store Skill · majiayu000 bundlePROTECTED: Vector store schema management. Changes require pre-modification checklist validation.
- ▌ Agent Analytics · majiayu000 bundleAnalytics your AI agent can actually use. Track, analyze, run A/B experiments, and optimize across all your projects via CLI. Includes a growth playbook so your agent knows HOW to grow, not just what to track.
- ▌ Alphaear Search · majiayu000 bundlePerform web searches and local context searches. Use when the user needs general info from the web (Jina/DDG/Baidu) or needs to retrieve information from a local document store (RAG).
- ▌ Analyze Article · majiayu000 bundleAnalyze news articles using LLM to extract insights, categorize content, identify key entities, and assess importance. Stores analysis in memory with links to source articles.
- ▌ Analyze Metrics · majiayu000 bundleAnalyze product metrics and identify trends when the user asks to review metrics, analyze KPIs, or assess product health
- ▌ Analyze Session · majiayu000 bundleAnalyze a Figma MCP test session transcript. Reads raw session data (JSON or HTML) and produces a structured analysis document with metrics, efficiency issues, error patterns, and prioritized improvements. Updates the cross-session improvement tracker. Use after completing a Figma session or when reviewing past sessions. Accepts an optional file path argument; if omitted, analyzes the most recent transcript.
- ▌ App Deep Review · majiayu000 bundleDeep analysis of an AinexSuite app with 6 parallel review agents. Use when you want comprehensive modernization recommendations for backend, frontend, UX, UI, AI enhancement, and security/performance. Includes severity ratings, code examples, and auto-fix suggestions.
- ▌ Audio Direction · majiayu000 bundleExtract audio entities from narrative text. Use when analyzing music themes, sound effects, ambient audio, motifs, dynamic scoring, and silence as narrative device.
- ▌ Climate Science · majiayu000 bundleClimate physics, forcing, feedback, and attribution. Covers the greenhouse effect and radiative forcing, climate sensitivity, fast and slow feedbacks, the paleoclimate record, detection and attribution science, regional climate impacts, and the distinction between weather, climate variability, and forced climate change. Use when reasoning about global warming mechanisms, interpreting temperature or CO2 records, evaluating attribution claims for extreme events, or distinguishing signal from natural variability.
- ▌ Code Researcher · majiayu000 bundleExpertise in conducting technical research on codebase tasks and documentation. Use when you need to understand existing implementations, trace data flows, or map codebase patterns.
- ▌ Community Pulse · majiayu000 bundleMonitor community feedback on Claude Code via Exa search. Gathers sentiment, real-world usage patterns, bug reports, and feature requests from blogs, forums, and social media.
- ▌ Crisis Detector · majiayu000 bundleIdentify early warning signals of potential PR crises through pattern recognition, escalation triggers, and risk assessment
- ▌ Data Flow Audit · majiayu000 bundleDetect split data source anti-patterns and scattered business rule duplication where the same logic is reimplemented across multiple files and languages. Catches semantic duplication that syntactic tools like jscpd miss. Use at phase checkpoints or when investigating data consistency issues.
- ▌ Data Journalism · majiayu000 bundleData journalism workflows for analysis, visualization, and storytelling. Use when analyzing datasets, creating charts and maps, cleaning messy data, calculating statistics or building data-driven stories. Essential for reporters, newsrooms and researchers working with quantitative information.
- ▌ Database Lookup · majiayu000 bundleSearch 78 public scientific, biomedical, materials science, and economic databases via their REST APIs and return structured JSON results. Covers physics/astronomy (NASA, NIST, SDSS, SIMBAD, Exoplanet Archive), earth/environment (USGS, NOAA, EPA, OpenWeatherMap), chemistry/drugs (PubChem, ChEMBL, DrugBank, FDA, KEGG, DailyMed, ZINC, BindingDB), materials science (Materials Project, COD), biology/genomics (Reactome, BRENDA, UniProt, STRING, Ensembl, NCBI Gene, GEO, GTEx, PDB, AlphaFold, InterPro, ChEBI, BioGRID, Gene Ontology, QuickGO, NCBI Protein/Taxonomy, dbSNP, SRA, ENA, gnomAD, UCSC Genome, ENCODE, JASPAR, MouseMine, PRIDE, LINCS L1000, Human Protein Atlas, Human Cell Atlas, RummaGEO, Metabolomics Workbench, EMDB, Addgene), disease/clinical (COSMIC, Open Targets, ClinPGx, ClinicalTrials.gov, OMIM, ClinVar, GDC/TCGA, cBioPortal, DisGeNET, GWAS Catalog, Monarch, HPO), regulatory (FDA, USPTO, SEC EDGAR), economics/finance (FRED, BEA, BLS, Federal Reserve, World Bank, ECB, US Treasury, Alpha Vantage, Data Com
- ▌ Decision Making · majiayu000 bundleStructured approaches to decisions under uncertainty and complexity. Covers expected value, decision trees, multi-criteria decision analysis, System 1 vs System 2 allocation, pre-mortems, reversible vs irreversible decisions, and the distinction between good decisions and good outcomes. Use when choosing among alternatives with uncertain or multi-dimensional consequences, especially when the stakes justify a deliberate rather than intuitive process.
- ▌ Deeper Research · majiayu000 bundleComprehensive 6-phase research funnel — 8-10 parallel survey agents sweep wide, a synthesizer compiles evidence, deep-dive and adversarial agents run in parallel to elaborate and challenge findings, a final synthesizer reconciles everything, and an integrator maps verified findings to a concrete codebase plan with full traceability
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- ▌ Detect Nodeinfo · majiayu000 bundleDetects whether a codebase implements the NodeInfo protocol endpoint. NodeInfo is a standard used by Fediverse and federated social network servers to expose metadata about the instance (software name, version, protocols supported, user counts, etc.). Use this skill whenever the user asks whether a repo or codebase supports NodeInfo, has a /.well-known/nodeinfo endpoint, exposes instance metadata, or implements Fediverse server discovery. Also trigger when auditing a codebase for ActivityPub, Diaspora, or federated social networking support, since NodeInfo is a common companion to those protocols.
- ▌ Detecting Drift · majiayu000 bundleShow what changed since last validation for a specific artifact. Computes confidence without writing to frontmatter.
- ▌ Df Map Codebase · majiayu000 bundleAnalyze codebase with parallel mapper agents to produce .planning/codebase/ documents and CLAUDE.md. Use when the user wants to understand, analyze, or map an existing codebase. Triggers on: "understand this codebase", "map the code", "analyze architecture", "what does this codebase look like?", "explore the code structure"
- ▌ Feature Results · majiayu000 bundlePost-launch analysis and results documentation. Document what shipped and what we learned.
- ▌ Feedback Digest · majiayu000 bundleAggregate and analyze customer feedback from [Delighted](https://composio.dev/toolkits/delighted), [GatherUp](https://composio.dev/toolkits/gatherup), [Gleap](https://composio.dev/toolkits/gleap), or [Simplesat](https://composio.dev/toolkits/simplesat)
- ▌ Feedback Review · majiayu000 bundleAggregate feedback signals across all active loops. Reports health, trajectory, overdue checks, regression warnings, and Goodhart's Law violations.
- ▌ Fetch Rss Feeds · majiayu000 bundleFetch articles from RSS/Atom feeds and store them in memory for analysis. Uses the rss tool for fetching and memory MCP for storage and deduplication.
- ▌ Flight Recorder · majiayu000 bundleAnalyze flight recorder dumps to diagnose bugs from event traces
- ▌ Forecast Demand · majiayu000 bundleView demand forecast for a product over a specified time horizon
- ▌ Gauntlet Curate · majiayu000 bundleAudits the DSA problem bank for coverage gaps and proposes new YAML entries. Use when refreshing the problem bank during update-plugins runs.
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- ▌ Grill With Docs · majiayu000 bundleGrilling session that challenges your plan against the existing domain model, sharpens terminology, and updates documentation (CONTEXT.md, ADRs) inline as decisions crystallise. Use when user wants to stress-test a plan against their project's language and documented decisions.
- ▌ Instinct Status · majiayu000 bundleDisplay learned instincts with confidence bars grouped by domain. Shows personal and inherited instincts, observation count, and auto-applied threshold status.
- ▌ Lit Synthesizer · majiayu000 bundleSenior scientific author for literature review synthesis with authority to restructure, rewrite, and add analysis across outline creation, introduction framing, and final synthesis
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- ▌ Longbridge News · majiayu000 bundleAggregated news, regulatory filings, and Longbridge-community discussion for a single stock — classified into catalyst / regulatory / strategic / financial / opinion / other, with a fact-only key-takeaway summary and a sentiment skew. Falls back to WebSearch only when data is sparse or stale, and labels the source. Triggers: "X 最近新闻", "X 公告", "市场对 X 财报怎么看", "X 社区讨论", "X 公司动态", "市场情绪", "最近怎么了", "X 最近新聞", "X 公告", "市場對 X 財報怎麼看", "X 社區討論", "recent news", "company filings", "market reaction", "what is everyone saying about X", "community sentiment", "8-K", "港交所披露", "earnings reaction".
- ▌ Lp Do Fact Find · majiayu000 bundleThin orchestrator for discovery, intake routing, and evidence-first fact-finding. Routes to specialized modules and emits analysis-ready artifacts for /lp-do-analysis. For understanding-only briefings, use /lp-do-briefing.
- ▌ Novel Evaluator · majiayu000 bundleRigorously and meticulously evaluate and score story text, analyzing quality from market potential, innovation attributes, and content highlights dimensions. Suitable for novel initial screening, multi-dimensional evaluation scoring
- ▌ Patent Reviewer · majiayu000 bundleExpert system for reviewing utility patent applications against USPTO MPEP guidelines.
- ▌ Reddit Insights · majiayu000 bundleSearch and analyze Reddit content using semantic AI search via reddit-insights.com MCP server. Use when you need to: (1) Find user pain points and frustrations for product ideas, (2) Discover niche markets or underserved needs, (3) Research what people really think about products/topics, (4) Find content inspiration from real discussions, (5) Analyze sentiment and trends on Reddit, (6) Validate business ideas with real user feedback. Triggers: reddit search, find pain points, market research, user feedback, what do people think about, reddit trends, niche discovery, product validation.
- ▌ Research Engine · majiayu000 bundleAutonomous research pipeline — topic to structured documents with HTML/PDF output. Proven at HEL (28 docs, 91K words) and OOPS (9 docs, 20K words) scale.
- ▌ Research Refine · majiayu000 bundleTurn a vague research direction into a problem-anchored, elegant, frontier-aware, implementation-oriented method plan via iterative GPT-5.4 review. Use when the user says "refine my approach", "帮我细化方案", "decompose this problem", "打磨idea", "refine research plan", "细化研究方案", or wants a concrete research method that stays simple, focused, and top-venue ready instead of a vague or overbuilt idea.
- ▌ Research Review · majiayu000 bundleGet a deep critical review of research from an external reviewer backend (Codex or manual). Use when user says "review my research", "help me review", "get external review", or wants critical feedback on research ideas, papers, or experimental results.
- ▌ Result To Claim · majiayu000 bundleUse when experiments complete to judge what claims the results support, what they don't, and what evidence is still missing. Codex MCP evaluates results against intended claims and routes to next action (pivot, supplement, or confirm). Use after experiments finish — before writing the paper or running ablations.
- ▌ Review Approach · majiayu000 bundleResearch modern solutions and approaches for issues or features proposed in a report or plan. Use when user says "review approach", "review approaches", "research solutions", or wants external validation of a proposed direction.
- ▌ Sentiment Check · majiayu000 bundleAnalyze customer message text for sentiment, urgency, and emotional tone.
- ▌ Shipflow Status · majiayu000 bundleQuick cross-project git dashboard — branches, uncommitted changes, sync status, last commits
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- ▌ Spec Driven Rca · majiayu000 bundleUnified root cause analysis with 4-layer anti-skip enforcement for both tactical (dev workflow diagnosis) and strategic (5 Whys RCA documents) modes. Tactical mode auto-triggers after 2-3 failed fix attempts during TDD, returning fix prescriptions. Strategic mode invoked via /rca command, producing self-contained RCA documents with 5 Whys analysis, evidence collection, and actionable recommendations. Uses Execute-Verify-Record pattern at every step to prevent token optimization bias. Use this skill whenever root cause analysis is needed — after repeated test failures, integration failures, QA violations, framework breakdowns, workflow violations, or when the user runs /rca. Also use when the diagnosis-before-fix rule triggers after 3+ consecutive fix attempts on the same error.
- ▌ Talk Stage1 Extract · majiayu000 bundleStage 1 — Extract and structure source material into a talk summary. Auto-detects REX vs Concept type.
- ▌ Survey Patterns · majiayu000 bundleSurvey the codebase for analogous features, reusable utilities, and existing patterns relevant to a proposed change. Returns structured findings without writing code. Use when the user asks to "survey patterns", "find existing patterns", "look for analogous features", "check how similar things are done", "find prior art for this change", or needs pattern context before planning a change.