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majiayu000

@majiayu000 source repo

75,112 published skills · page 510 of 752

  1. ▌
    Cube Semantic Layer · majiayu000 bundle
    ALWAYS 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.
    567 repo stars
  2. ▌
    Curriculum Research · majiayu000 bundle
    Research 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".
    567 repo stars
  3. ▌
    Curriculum Reviewer · majiayu000 bundle
    Comprehensively 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.
    567 repo stars
  4. ▌
    Cursor Explorer MCP · majiayu000 bundle
    Use 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.
    567 repo stars
  5. ▌
    Cursor Install Auth · majiayu000 bundle
    Install 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".
    567 repo stars
  6. ▌
    Cursor Rules Config · majiayu000 bundle
    Configure .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".
    567 repo stars
  7. ▌
    Custom Agent Design · majiayu000 bundle
    Design 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.
    567 repo stars
  8. ▌
    Cwicr Subcontractor · majiayu000 bundle
    Analyze and compare subcontractor bids against CWICR benchmarks. Evaluate pricing, identify outliers, and support negotiation.
    567 repo stars
  9. ▌
    D3js Visualizations · majiayu000 bundle
    Create interactive data visualizations using D3.js for charts, graphs, maps, and custom visual analytics
    567 repo stars
  10. ▌
    Dag Context Bridger · majiayu000 bundle
    Manages 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).
    567 repo stars
  11. ▌
    Dag Pattern Learner · majiayu000 bundle
    Learns 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).
    567 repo stars
  12. ▌
    Dagster Development · majiayu000 bundle
    Expert 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.
    567 repo stars
  13. ▌
    Dara Dataset Expert · majiayu000 bundle
    Warehouse-Prozess-Analyse mit 207 Labels, 47 Prozessen, 8 Szenarien, 10 Triggern. Vollständige Expertise für DaRa Datensatz + REFA-Methodik + Validierungslogik + Szenarioerkennung. 100% faktenbasiert ohne Halluzinationen.
    567 repo stars
  14. ▌
    Dart Create Project · majiayu000 bundle
    To scaffold a new Dart or Flutter project, create a fresh project structure and starter files.
    567 repo stars
  15. ▌
    Dart Signature Help · majiayu000 bundle
    To see function or method signatures at a cursor position, get signature help for the API being called.
    567 repo stars
  16. ▌
    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。
    567 repo stars
  17. ▌
    Data Analysis Agent · majiayu000 bundle
    Analyzes data with rich metadata recommendations
    567 repo stars
  18. ▌
    Data Analyst Export · majiayu000 bundle
    Export 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"
    567 repo stars
  19. ▌
    Data Backup Manager · majiayu000 bundle
    Backup 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.
    567 repo stars
  20. ▌
    Data Classification · majiayu000 bundle
    Data classification framework including sensitivity levels, handling requirements, labeling, and data lifecycle management
    567 repo stars
  21. ▌
    Data Engineer · majiayu000 bundle
    Use when user needs scalable data pipeline development, ETL/ELT implementation, or data infrastructure design.
    567 repo stars
  22. ▌
    Data Export Formats · majiayu000 bundle
    Use 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.
    567 repo stars
  23. ▌
    Data Fetch Analysis · majiayu000 bundle
    Connect 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'.
    567 repo stars
  24. ▌
    Data Manager System · majiayu000 bundle
    Service-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.
    567 repo stars
  25. ▌
    Data Model Designer · majiayu000 bundle
    Design data models for construction projects. Create entity-relationship diagrams, define schemas, and generate database structures.
    567 repo stars
  26. ▌
    Data Model Reporter · majiayu000 bundle
    Standards for generating Model Cards from data analysis notebooks. Aligned with Hugging Face and ISO transparency standards.
    567 repo stars
  27. ▌
    Data Quality Checks · majiayu000 bundle
    Comprehensive guide to data quality validation, testing frameworks, anomaly detection, and data observability for production data pipelines
    567 repo stars
  28. ▌
    Data Science Expert · majiayu000 bundle
    Expert-level data science, analytics, visualization, and statistical modeling
    567 repo stars
  29. ▌
    Data Source Connect · majiayu000 bundle
    Connect 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.
    567 repo stars
  30. ▌
    Data Stats Analysis · majiayu000 bundle
    Perform statistical tests, hypothesis testing, correlation analysis, and multiple testing corrections using scipy and statsmodels. Works with ANY LLM provider (GPT, Gemini, Claude, etc.).
    567 repo stars
  31. ▌
    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
    567 repo stars
  32. ▌
    Data Type Converter · majiayu000 bundle
    Convert between data formats (JSON, CSV, XML, YAML, TOML). Handles nested structures, arrays, and preserves data types where possible.
    567 repo stars
  33. ▌
    Database Monitoring · majiayu000 bundle
    Monitor database performance and health. Use when setting up monitoring, analyzing metrics, or troubleshooting database issues.
    567 repo stars
  34. ▌
    Database Operations · majiayu000 bundle
    A 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.
    567 repo stars
  35. ▌
    Database Versioning · majiayu000 bundle
    Database version control and change management patterns. Use when managing schema history, coordinating database changes across environments, implementing audit trails, or versioning database objects.
    567 repo stars
  36. ▌
    Dataset Engineering · majiayu000 bundle
    Create, 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.
    567 repo stars
  37. ▌
    Ddd Bounded Context Generator · majiayu000 bundle
    Génère 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".
    567 repo stars
  38. ▌
    Deb Package Builder · majiayu000 bundle
    Build Debian packages with proper control files, dependencies, and maintainer scripts
    567 repo stars
  39. ▌
    Debate Orchestrator · majiayu000 bundle
    Orchestrates 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.
    567 repo stars
  40. ▌
    Debug With Valgrind · majiayu000 bundle
    Debug crashes, segfaults, and memory errors using valgrind integration with nextest through pre-configured profiles
    567 repo stars
  41. ▌
    Debugging Assistant · majiayu000 bundle
    Diagnose bugs, analyze stack traces, provide fixes
    567 repo stars
  42. ▌
    Debugging Capacitor · majiayu000 bundle
    Comprehensive 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.
    567 repo stars
  43. ▌
    Debugging Workflows · majiayu000 bundle
    Guide for debugging GitHub Agentic Workflows - analyzing logs, auditing runs, and troubleshooting issues
    567 repo stars
  44. ▌
    Decision Frameworks · majiayu000 bundle
    Decision-making methodologies, scoring frameworks, and planning strategies for Group 2 agents in four-tier architecture
    567 repo stars
  45. ▌
    Deepwork Jobs Learn · majiayu000 bundle
    Analyzes conversation history to improve job instructions and capture learnings. Use after running a job to refine it.
    567 repo stars
  46. ▌
    Defender For Devops · majiayu000 bundle
    Microsoft Defender for DevOps integration with Azure Pipelines (2025)
    567 repo stars
  47. ▌
    Reranking Patterns · majiayu000 bundle
    Reranking patterns for improving search precision. Use when implementing cross-encoder reranking, LLM-based relevance scoring, or improving retrieval quality in RAG pipelines.
    567 repo stars
  48. ▌
    Tensorflow Trainer · majiayu000 bundle
    TensorFlow/Keras model training skill with callbacks, distributed strategies, and TensorBoard integration.
    567 repo stars
  49. ▌
    Topexpressinggenesofallcells · majiayu000 bundle
    Identifies 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.
    567 repo stars
  50. ▌
    Training Pipelines · majiayu000 bundle
    Master training pipelines - orchestration, distributed training, hyperparameter tuning
    567 repo stars
  51. ▌
    Vector DB Patterns · majiayu000 bundle
    Embedding strategies, ANN algorithms, hybrid search, RAG chunking strategies, and reranking for semantic search and retrieval.
    567 repo stars
  52. ▌
    Vector Store Skill · majiayu000 bundle
    PROTECTED: Vector store schema management. Changes require pre-modification checklist validation.
    567 repo stars
  53. ▌
    Agent Analytics · majiayu000 bundle
    Analytics 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.
    567 repo stars
  54. ▌
    Alphaear Search · majiayu000 bundle
    Perform 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).
    567 repo stars
  55. ▌
    Analyze Article · majiayu000 bundle
    Analyze news articles using LLM to extract insights, categorize content, identify key entities, and assess importance. Stores analysis in memory with links to source articles.
    567 repo stars
  56. ▌
    Analyze Metrics · majiayu000 bundle
    Analyze product metrics and identify trends when the user asks to review metrics, analyze KPIs, or assess product health
    567 repo stars
  57. ▌
    Analyze Session · majiayu000 bundle
    Analyze 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.
    567 repo stars
  58. ▌
    App Deep Review · majiayu000 bundle
    Deep 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.
    567 repo stars
  59. ▌
    Audio Direction · majiayu000 bundle
    Extract audio entities from narrative text. Use when analyzing music themes, sound effects, ambient audio, motifs, dynamic scoring, and silence as narrative device.
    567 repo stars
  60. ▌
    Climate Science · majiayu000 bundle
    Climate 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.
    567 repo stars
  61. ▌
    Code Researcher · majiayu000 bundle
    Expertise in conducting technical research on codebase tasks and documentation. Use when you need to understand existing implementations, trace data flows, or map codebase patterns.
    567 repo stars
  62. ▌
    Community Pulse · majiayu000 bundle
    Monitor 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.
    567 repo stars
  63. ▌
    Crisis Detector · majiayu000 bundle
    Identify early warning signals of potential PR crises through pattern recognition, escalation triggers, and risk assessment
    567 repo stars
  64. ▌
    Data Flow Audit · majiayu000 bundle
    Detect 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.
    567 repo stars
  65. ▌
    Data Journalism · majiayu000 bundle
    Data 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.
    567 repo stars
  66. ▌
    Database Lookup · majiayu000 bundle
    Search 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
    567 repo stars
  67. ▌
    Decision Making · majiayu000 bundle
    Structured 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.
    567 repo stars
  68. ▌
    Deeper Research · majiayu000 bundle
    Comprehensive 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
    567 repo stars
  69. ▌
    Design Practice · majiayu000 bundle
    Rich Hickey-inspired design methodology workflow
    567 repo stars
  70. ▌
    Detect Nodeinfo · majiayu000 bundle
    Detects 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.
    567 repo stars
  71. ▌
    Detecting Drift · majiayu000 bundle
    Show what changed since last validation for a specific artifact. Computes confidence without writing to frontmatter.
    567 repo stars
  72. ▌
    Df Map Codebase · majiayu000 bundle
    Analyze 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"
    567 repo stars
  73. ▌
    Feature Results · majiayu000 bundle
    Post-launch analysis and results documentation. Document what shipped and what we learned.
    567 repo stars
  74. ▌
    Feedback Digest · majiayu000 bundle
    Aggregate 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)
    567 repo stars
  75. ▌
    Feedback Review · majiayu000 bundle
    Aggregate feedback signals across all active loops. Reports health, trajectory, overdue checks, regression warnings, and Goodhart's Law violations.
    567 repo stars
  76. ▌
    Fetch Rss Feeds · majiayu000 bundle
    Fetch 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.
    567 repo stars
  77. ▌
    Flight Recorder · majiayu000 bundle
    Analyze flight recorder dumps to diagnose bugs from event traces
    567 repo stars
  78. ▌
    Forecast Demand · majiayu000 bundle
    View demand forecast for a product over a specified time horizon
    567 repo stars
  79. ▌
    Gauntlet Curate · majiayu000 bundle
    Audits the DSA problem bank for coverage gaps and proposes new YAML entries. Use when refreshing the problem bank during update-plugins runs.
    567 repo stars
  80. ▌
    Github Trending · majiayu000 bundle
    GitHub Trending 探索与分析。用于发现热门开源项目、技术趋势、开发者偏好,帮助理解技术社区的兴趣走向。
    567 repo stars
  81. ▌
    Grill With Docs · majiayu000 bundle
    Grilling 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.
    567 repo stars
  82. ▌
    Instinct Status · majiayu000 bundle
    Display learned instincts with confidence bars grouped by domain. Shows personal and inherited instincts, observation count, and auto-applied threshold status.
    567 repo stars
  83. ▌
    Lit Synthesizer · majiayu000 bundle
    Senior scientific author for literature review synthesis with authority to restructure, rewrite, and add analysis across outline creation, introduction framing, and final synthesis
    567 repo stars
  84. ▌
    Logistics Lanes · majiayu000 bundle
    Analyze carrier performance and shipping lane efficiency
    567 repo stars
  85. ▌
    Longbridge News · majiayu000 bundle
    Aggregated 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".
    567 repo stars
  86. ▌
    Lp Do Fact Find · majiayu000 bundle
    Thin 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.
    567 repo stars
  87. ▌
    Novel Evaluator · majiayu000 bundle
    Rigorously 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
    567 repo stars
  88. ▌
    Patent Reviewer · majiayu000 bundle
    Expert system for reviewing utility patent applications against USPTO MPEP guidelines.
    567 repo stars
  89. ▌
    Reddit Insights · majiayu000 bundle
    Search 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.
    567 repo stars
  90. ▌
    Research Engine · majiayu000 bundle
    Autonomous research pipeline — topic to structured documents with HTML/PDF output. Proven at HEL (28 docs, 91K words) and OOPS (9 docs, 20K words) scale.
    567 repo stars
  91. ▌
    Research Refine · majiayu000 bundle
    Turn 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.
    567 repo stars
  92. ▌
    Research Review · majiayu000 bundle
    Get 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.
    567 repo stars
  93. ▌
    Result To Claim · majiayu000 bundle
    Use 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.
    567 repo stars
  94. ▌
    Review Approach · majiayu000 bundle
    Research 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.
    567 repo stars
  95. ▌
    Sentiment Check · majiayu000 bundle
    Analyze customer message text for sentiment, urgency, and emotional tone.
    567 repo stars
  96. ▌
    Shipflow Status · majiayu000 bundle
    Quick cross-project git dashboard — branches, uncommitted changes, sync status, last commits
    567 repo stars
  97. ▌
    Shipping Margin · majiayu000 bundle
    Analyze shipping cost margins by channel and carrier
    567 repo stars
  98. ▌
    Spec Driven Rca · majiayu000 bundle
    Unified 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.
    567 repo stars
  99. ▌
    Talk Stage1 Extract · majiayu000 bundle
    Stage 1 — Extract and structure source material into a talk summary. Auto-detects REX vs Concept type.
    567 repo stars
  100. ▌
    Survey Patterns · majiayu000 bundle
    Survey 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.
    567 repo stars