Loop 2 of the Three-Loop Integrated Development System. META-SKILL that dynamically compiles Loop 1 plans into agent+skill execution graphs.
Search the web, extract URL content, and run deep research using the Parallel Chat API and Extract API.
Explore and optimize simulation parameters via design of experiments (DOE), sensitivity analysis, and optimizer selection — generate Latin Hypercube, quasi-random, or factorial…
Declarative hyperparameter management for ML/AI experiments. Use when Claude needs to: (1) Create CLI applications with type-hinted parameters and auto-generated help (2)…
Reads and transforms Apache Parquet file metadata and column statistics using PyArrow and the Parquet Thrift specification.
Profiles Apache Parquet files using pyarrow metadata APIs to extract column statistics, row group distributions, and encoding efficiency metrics without reading full datasets.
Proactively analyzes Parquet file operations and suggests optimization improvements for compression, encoding, row group sizing, and statistics.
Document parsing skill for extracting content from PDFs and other academic documents using MinerU and local parsers
주제 텍스트를 받아 핵심 검색 쿼리를 자동 생성하고, 웹 검색으로 수집한 정보를 슬라이드 제작에 적합한 구조화된 데이터로 정리합니다. 출처, 수치, 사실, 인용구를 구분하여 태깅하고 내용 신뢰도를 평가합니다. 사용 시점: ContentIngestAgent가 웹 리서치 요청을 처리할 때 호출합니다.
Research a piece of gear by ingesting web sources (Equipboard, Reddit, articles, YouTube) into the per-gear knowledge store via a tiered fetch ladder.
📜 专利专业代理 - Patent Professional Agents 一个专业的多代理专利撰写与优化技能套件，覆盖专利申请全流程。 🎯 核心功能： • 场景一：用户想法 → 技术挖掘 → 检索分析 → 专利撰写 → 质量审核 • 场景二：用户初稿 → 问题分析 → 优化建议 → 强化权利要求 • 场景三：代理机构反馈 → 风险评估 → 优化/取消建议…
Patent Search Skill powered by Patsnap's free MCP. Covers novelty search, FTO analysis, patent mining, risk screening, invalidation search, competitive intelligence, legal status…
Plant technische Expertenarbeit in Patentverfahren: Privatgutachten, gerichtliche Sachverständige, Parteigutachten, Experimente, Reproduzierbarkeit, Befragung und…
Generates comprehensive academic introductions for biological pathways, including signaling processes, markers, and inhibitors.
What patterns keep showing up across unrelated contexts? - Consult and apply the pattern library: behavioral patterns (vasanas) that persist across domains — analysis, argument,…
Conjecture generation, sequence analysis, and experimental mathematics for mathematical discovery. Covers sequence analysis (OEIS lookups, recurrence relations, generating…
Investigate runtime content-hiding and paywall reveal mechanics for lawful archival capture. Use when tracing script/network/DOM paths that determine final visible article text…
AI-powered paywall optimizasyon. Sektore gore otomatik analiz, A/B test senaryolari, churn prediction sinyalleri, push notification stratejileri, agresif satis teknikleri ve…
Access RCSB PDB for 3D protein/nucleic acid structures. Search by text/sequence/structure, download coordinates (PDB/mmCIF), retrieve metadata, for structural biology and — from…
Access RCSB PDB for 3D protein/nucleic acid structures. Search by text/sequence/structure, download coordinates (PDB/mmCIF), retrieve metadata, for structural biology and — from…
Extract experimental materials and instrument information from PDFs (or PDF-derived text/Markdown) into three CSV tables; use when a paper/report contains sections like Materials…
Use PDF Vector public APIs for document, invoice, identity, bank statement, and academic workflows, including parsing, ask, extract, search, citations, paper graphs, similar…
Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validi — from…
Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validi — from…
Structured peer review of manuscripts and grants. 7-stage evaluation: initial assessment, section review, statistical rigor, reproducibility, figure integrity, ethics, writing.
Hardware-agnostic quantum ML framework with automatic differentiation. Use when training quantum circuits via gradients, building hybrid quantum-classical models, or need — from…
Hardware-agnostic quantum ML framework with automatic differentiation. Use when training quantum circuits via gradients, building hybrid quantum-classical models, or need — from…
Core implementation skill for PennyLane-first hybrid quantum neural network models.
Penrose is an open-source platform that creates beautiful mathematical and scientific diagrams from plain text notation.
Long-context MoE training guidance for Megatron Bridge. Covers CP sizing, selective recompute, dispatcher choices, and practical patterns from DSV3, Qwen3, and Qwen3-Next — from…
Practical guidance for training MoE VLMs in Megatron Bridge. Compares FSDP and 3D-parallel approaches, using rounded lessons from Qwen3-VL, Qwen3-Next, and other multimod — from…
Code instrumentation for timing workloads. Two scenarios: (1) Training loop — inject manual timing to report per-iteration latency, throughput (samples/sec), and data load time.
Realizar una evaluación de Validación de Sistemas Informatizados (CSV) siguiendo la metodología GAMP 5.
Performance benchmarking expertise for shell tools, covering benchmark design, statistical analysis (min/max/mean/median/stddev), performance targets (<100ms, >90% hit rate),…
Estimate causal effects from existing data. Use when fitting or interpreting DiD, ITS, synthetic control, regression discontinuity, or other treatment-effect analyses, including…
Automate network traffic analysis using tshark and pyshark for protocol statistics, suspicious flow detection,
How Brock produces PerformOS website builds — research, legal, strategy, markdown deliverables. NEVER deploys. NEVER pushes Vercel or GitHub.
Perform AI-powered web searches using a Perplexica instance. Returns a synthesized answer with cited sources.
Web search and research using Perplexity AI. Use when user says "search", "find", "look up", "ask", "research", or "what's the latest" for generic queries.
Deep search via Perplexity API. Three modes: search (quick facts), reason (complex analysis), research (in-depth reports). Returns AI-grounded answers with citations.
Use Perplexity API for web-grounded AI search and research. Use when user needs up-to-date information, multi-step reasoning with web citations, exhaustive research with — from…
Use Perplexity API for web-grounded AI search and research. Use when user needs up-to-date information, multi-step reasoning with web citations, exhaustive research with — from…
Execute Perplexity multi-turn research sessions and batch query pipelines. Use when conducting in-depth investigations, generating research briefs, or processing multiple related…
Système de recherche externe via Perplexity Pro (human-in-the-loop). Détecte le besoin de recherche, génère des prompts optimisés, indique si Deep Research est recommandé.
AI-powered web search and research using the Perplexity API (Sonar models). Performs deep web research with citations, fact-checking, competitive analysis, market research, and…
Perform web searches via Perplexity WebUI using Playwright automation. Extract answers, sources, and citations for research tasks.
Generates a structured biographical research plan for a specific person, listing the public-record sources to check, the biographical questions to answer, and the verification…
Generate AI agent personas with authentic backstories, demographics, and personality traits for TraitorSim.
Multi-persona content generation — write the same topic from different audience perspectives (beginner, advanced, executive, etc.).
Company Research — produces a cached per-company brief covering recent news, leadership, funding, eng-blog signal, Glassdoor read, podcast appearances, tech stack, public talks.
Expert personal finance coach with deep knowledge of tax optimization, investment theory (MPT, factor investing), retirement mathematics (Trinity Study, SWR research), and…
Interview Prep — generates a structured pre-round brief: predicted questions by round type, STAR story mapping, three sharp questions to ask, follow-up email skeleton.
Fase 1 - Research Protocol. Busca autonoma no codebase, consulta MCPs, mapeia arquivos e gera PRD.md. Aplica S.A.I.S (Solicitar + Analisar) e S.D.A inicial.
Levanta DOIs, autores e referências peer-reviewed sobre um tema de psicologia. Substitui o Claude Project ad-hoc "Pesquisa Acadêmica para DOIs" trazendo a busca pra dentro do…
Perform petrophysical log interpretation and formation evaluation for oil and gas wells. Covers shale volume from gamma ray using linear and Larionov methods, porosity from…
Self-hosted AI workspace — Chat, Agent, Email IMAP AI triage, Deep Research, Calendar, Memory/Skills. Dùng khi cần build hoặc self-host một AI assistant đầy đủ tính năng.
Answer PostgreSQL core database questions by researching the local postgres source tree, PostgreSQL documentation under doc/src/sgml, relevant source code, and DeepWiki repository…
6 pharmaceutical research skills. Trigger: drug discovery, pharmacology, clinical trial design, regulatory filing.
Researches phase implementation for planning. Spawned by /gsd:plan-phase or /gsd:research-phase orchestrators.
Phaser.js 2D game development skill for web games, arcade physics, and web deployment.