Analyze experiment results and generate discussion paragraphs for academic papers. Two-phase workflow: identify measurable findings (Phase 1), confirm with user, then generate…
Search academic literature via Semantic Scholar MCP, select papers interactively, and generate verified BibTeX entries. 文献检索与BibTeX生成，通过Semantic Scholar MCP。
Simulate peer review of academic papers with structured feedback. Produces bilingual review report with scoring and actionable suggestions.
Recommend appropriate chart types for experimental data with rationale and tool hints. Geography-aware: choropleth, spatial scatter, kernel density when spatial data detected.
Produce maintainer-facing statistics about open pull requests on the configured `
` repo (default: read from `/project.md → upstream_repo`).
Research an upstream repo before contributing: rules, patterns, and expectations.
Practitioner methodology for longitudinal case study research, evidence-based documentation, and publication-ready academic writing in AI-assisted development.
Practitioner methodology for longitudinal case study research, evidence-based documentation, and publication-ready academic writing in AI-assisted development.
在为《模式识别与人工智能》(Pattern Recognition and Artificial Intelligence, PR&AI) 设计与呈现模式识别/机器学习实验证据时调用。覆盖研究问题(RQ)拆解、公平基线与相同划分/算力、评测指标选择(准确率/F1/mAP/IoU/AUC…
Researcher AI newsów — pobiera i syntezuje artykuły o AI/GenAI/LLM dla firmy IT. Format: **Tytuł** (tłum. niefizolany), 3–4 zdania streszczenia (synteza domenowa), link, #tagi.
Use the prax library (the `prax` MCP tools) when a question touches what the user has read, collected or decided; before a design decision in a domain the library holds (research,…
Convert an existing runnable computer-based research project into a formal Praxist task project, or repair a task harness that fails task-init validation.
Use BEFORE running a confirmatory analysis, an experiment readout, an A/B test, a policy evaluation, or any study whose credibility depends on not having fished for the result —…
Lightweight 5-gate pre-dev workflow for small features (<2 days). Orchestrates topology discovery, research, PRD with UX validation, design validation, TRD, task breakdown, and…
Complete 10-gate pre-dev workflow for large features (>=2 days). Orchestrates topology discovery, research, PRD, feature map, design validation, TRD, API design, data model,…
Gate 0 research phase for pre-dev workflow. Dispatches 4 parallel research agents to gather codebase patterns, external best practices, framework documentation, and UX/product…
Use before starting implementation - research repository documentation, codebase patterns, and external resources to inform the approach
Use when you have extracted fragmentation patterns from a collection of MS/MS spectra (using mineMS2) and have partitioned spectra into components via GNPS molecular networking…
Use when when designing a targeted lipidomics experiment and you have lipid species definitions (including chain composition and adducts) but need to configure precursor–fragment…
Research prediction markets as data sources or oracle signals for products, agents, dashboards, and corporate decision intelligence.
Guidelines for building premium 3D websites, focusing on custom WebGL shaders, post-processing, physics-based interactions, smooth animations, preloaders, and device optimization.
Prepare a verified disposable Linux or macOS analysis lab from an approved isolation decision. Use before active research to control host integration, networking, baseline,…
Turn a paper into a reproduction spec — pseudocode, the hyperparameter table, a gap list of everything the paper leaves unstated, and one minimal experiment.
Production-ready decentralized search for AI agents. Privacy-first, uncensored web search via distributed node infrastructure.
Create preservation-grade inventories and immutable working practices for compiled artifacts and reverse-engineering research.
Evaluate ecommerce price candidates using unit economics, historical observations, elasticity analysis, scenario modeling, and controlled experiments.
Use when someone needs to find out how much customers will actually pay before setting or changing a price — e.g.
Design a pricing test for a small product, covering hypothesis, variant, metric, minimum sample, duration, stop rules and how to read the result without fooling yourself.
Tell it what your product is (URL or description) and it finds 5 competitors globally, fetches their actual pricing pages, extracts every tier and price point, and returns a…
Design, audit, and test pricing and packaging strategy. Use when Codex is asked about SaaS pricing, product tiers, packaging, value metrics, subscriptions, usage-based billing,…
Extract and analyze pricing information from competitor websites. Identifies pricing tiers, features per tier, billing models, and positioning relative to market alternatives.
SaaS pricing psychology and tactics for B2B founders. Use when designing pricing tiers, testing price points, building pricing pages, handling discounting strategy, adding new…
Pricing Research is a sophisticated analytical skill designed to systematically investigate price-related questions including customer price sensitivity, competitive pricing…
Advise on pricing strategy — competitive analysis, willingness-to-pay research, tier design, price increase modeling, discount frameworks, and packaging optimization for startup…
Test willingness to pay before launching with proven pricing research methodologies. Combine Van Westendorp, Gabor-Granger, and behavioral techniques to find your optimal price…
Load when an engineering question requires current authoritative primary sources rather than memory or secondary summaries.
primary-source-verification (psv) — a read-only, source-grounded, per-claim verifier that FETCHES each cited primary source and adjudicates a doc's factual/citation claims…
Reference card of discipline patterns from across the research — Boris Cherny's CLAUDE.md / compaction / rewind rules, Karpathy's surgical-changes rule, Lovable's good/bad example…
Designs and audits PCR and RT-qPCR primers with Primer3, explicit thermodynamic conditions, reference-based off-target amplification searches, and traceable sequence coordinates.
PCR、qPCR、测序引物和探针设计 skill。用于设计或验证 primer pair、TaqMan probe、molecular beacon、amplicon、Tm GC 二聚体发夹、SNP/repeat 避让和特异性检查交接。
Run and monitor company research through Primr MCP. Use when the user wants a new research run, asks for status, or needs mode selection help before starting.
Use when your input is a normalized, centered gene expression matrix with many genes (e.g., 12,000+) and you need to validate whether reducing to a smaller number of principal…
Direct research projects by gathering team feedback and delegating implementation tasks. Writes publication-quality scientific text and coordinates bioinformaticians, software…
Apply David Deutsch's Principle of Optimism — all evils are caused by insufficient knowledge, and all problems are soluble unless forbidden by the laws of physics.
Apply when settling a non-obvious technical decision: a stack choice, a swap, an integration approach, an experiment outcome, a design-space pick.
Search patent databases and academic literature for prior art relevant to an invention. Use when user says "现有技术检索", "prior art search", "专利检索", "check patents", or wants — from…
Use when you have a fitted linear model (lmFit object) from microarray or RNA-seq count data and need to compute differential expression statistics, especially when the n — from…
Produces a structured research framework for finding, organising, and verifying a named person's previous public statements on a specific topic, so a journalist can enter an…
Prioritize assumptions using an Impact × Risk matrix and suggest experiments for each. Use when triaging a list of assumptions, deciding what to test first, or applying the…
Use when deciding whether a physics result clears Physical Review Letters' importance-and-broad-interest gate, or whether it belongs in Physical Review A–E / PR Research.
Conduct professional market research — TAM/SAM/SOM, competitor analysis, pricing, and trend forecasting — with source citation, data quality checks, and decision framing.
Professional paper research with papercli. Multi-pass search, PDF download and reading, math-aware synthesis, and a detailed referenced markdown findings report.
웹상의 정보를 '계획(Plan) -> 탐색(Fetch) -> 분석(Synthesize)' 과정을 통해 심층 리서치하고, 출처가 명시된 전문 보고서를 작성합니다.
Monitor topics of interest and proactively alert when important developments occur. Use when user wants automated monitoring of specific subjects (e.g., product releases — from…
Mathematical foundations of uncertainty and random phenomena. Covers sample spaces, events, axioms, conditional probability, Bayes' theorem, independence, random variables,…
Invoke IMMEDIATELY via python script for structured problem analysis and decision reasoning. Do NOT explore first - the script orchestrates the workflow.
Discovery group skill. Restates the client's problem, target user, current workaround, success signal, and renders a falsifiable hypothesis.
Мета-фреймворк структурированного решения любых задач. Определяет область знаний, находит существующие фреймворки через web research, валидирует подходы, выявляет типичны — from…
Мета-фреймворк структурированного решения любых задач. Определяет область знаний, находит существующие фреймворки через web research, валидирует подходы, выявляет типичны — from…
Мета-фреймворк структурированного решения любых задач. Определяет область знаний, находит существующие фреймворки через web research, валидирует подходы, выявляет типичны — from…