Workflow management system for bioinformatics. Use for creating reproducible and scalable computational biology pipelines.
Run SnpEff, a variant annotation and effect prediction tool for genomic variants. Use when the user wants to annotate VCF files, build genome databases, or use SnpEff utilities.
Ground-truth 2026 playbook for posting, commenting, and replying on Reddit. Covers the ranking algorithm (Hot/Best sort, vote velocity, time decay, confidence score),…
Core methods for empirical social science research including surveys and expe...
6 social science skills. Trigger: survey research, social networks, psychology, behavioral studies. Design: quantitative and qualitative methods for social science research.
Use for social science academic paper drafting, outlining, diagnosis, review, and revision. Trigger for topic diagnosis, research question refinement, literature review planning,…
Ground-truth 2026 playbook for writing posts, threads, and replies on X (Twitter). Covers algorithm signals (Grok ranking, reply weight, time decay), hook formulas, single-post…
Use when the user wants to turn a software idea, feature, product spec, or change request into implementation-ready documentation before coding.
Conventions and tooling for ASU's Sol supercomputer. Use whenever a task is happening on Sol — the user mentions Sol or ASU Research Computing, or is clearly on their Sol account…
Use when choosing or analyzing sorting, heaps, priority queues, linear-time integer/distribution sorting, quicksort, selection, medians, quantiles, top-k, or order-statistic…
Implements sorting and searching algorithms — comparison sorts (quicksort/introsort, merge sort, heapsort, Timsort), non-comparison sorts (radix, counting, bucket), binary search…
Evaluate source quality, build annotated bibliographies, and maintain curated reference collections. Covers the CRAAP test, source classification, citation management, and…
Produces a structured pre-interview research brief on a potential source, covering their professional background, public positions, known biases, potential conflicts of interest,…
Journalism source verification and fact-checking workflows. Use when verifying claims, checking source credibility, investigating social media accounts, reverse image searching,…
Autonomous space navigation agent using optical quantum kernels for terrain classification.
Use when processing satellite imagery, hyperspectral data, SAR imagery, or applying machine learning to remote sensing data for Earth observation.
Feature specification creation from codebase research. Produces requirements, acceptance criteria, architecture decisions, implementation plans, and risk analysis.
Use when an approved Spec Kit `spec.md` must be translated into technical design artifacts (`plan.md`, `research.md`, `data-model.md`, `contracts/`, `quickstart.md`) before…
REQUIRED after discover when REQs are approved. Breaks approved requirements into architecture (ARCH), detailed design (DDD), and stories (STORY).
Research specialization domains, compile references, analyze best practices, and gather comprehensive knowledge for new specialization creation.
Independent model QA expert who audits ML and statistical models end-to-end - from documentation review and data reconstruction to replication, calibration testing,…
Following what organisms do — behavior, metamorphosis, host-plant relationships, social dynamics, and the long-form ethograms that reveal how species actually live.
Arquiva uma change concluída no workflow experimental do specskills. Valida conclusão de artefatos e tarefas, avalia sincronização de delta specs, e move o diretório para archive…
Experimentelle: Schriftsatz-, Brief- und Memo-Bausteine: konkreter Spezialworkflow mit Sachverhaltsklärung, Rechtsrahmen, Belegen, Risikoampel und verwertbarem Output.
Spezialisierter Agent für Abenteuerstruktur, Akte, Szenen, Spannungsbögen und Abenteuer-Hooks. Erstellt das Grundgerüst eines Pen-&-Paper-Abenteuers nach bewährten dramaturgischen…
Implementation blueprint from spike experiments for Patchbay. Validated patterns, requirements, and verified knowledge for building patchbay:ingest, patchbay:research, and the…
Unified Python framework for extracellular electrophysiology. Load 20+ formats (SpikeGLX, OpenEphys, NWB, Intan, Maxwell, Blackrock), preprocess, run 10+ sorters (Kilosort4,…
Manage experimental spike projects in a centralized, searchable location. Use when you need to create, find, or navigate to spike/experiment directories.
Generates structured summaries of sports law cases covering contract disputes, doping violations, and governance controversies.
OMEGA — Self-Learning Sports Analysis Agent. Dixon-Coles + 10-Themen-Framework + ¼-Kelly Staking. Strukturierte Fußball-Value-Bet-Analyse mit Wettsteuer (5.3% DE).
Use when executing and reporting the analysis for a Social Psychology Quarterly (SPQ) manuscript so it survives expert, masked review — honest uncertainty, robustness, sound…
Use when defending the research design of a Social Psychology Quarterly (SPQ) manuscript — laboratory and survey experiments (group processes, status), survey and secondary-data…
Spreadsheet processing and analysis for CSV/Excel; trigger when users ask to merge/clean tabular data, run statistics, add/edit Excel formulas, apply formatting, generate charts,…
Unified workflow that delegates failed web searches to shell_agent for resilient data gathering, then applies anchored spreadsheet proof gates for verified Excel output
Use when the user asks Codex to research a feature, review an existing plan/spec, size work into one or more sprints, create sprint artifacts, or turn broad requirements into a…
Diff two SQL Server execution plans (baseline vs regression) to identify what changed — join strategies, memory grants, operator topology, new warnings, and missing indexes.
Parse and analyze SQL Server SET STATISTICS IO, TIME ON output. Extracts per-table IO metrics and per-statement CPU/elapsed times, computes % logical read share, detects 22…
Analyze SQL Server wait statistics to identify why the server or a session is slow. Applies 40 checks (V1–V40) covering I/O, locks, parallelism, memory, CPU, TempDB, log I/O,…
Use when framing or sharpening the research problem (问题意识 / problematic) for 《中国社会科学》 (Social Sciences in China) — elevating a topic from a narrow empirical question to a…
Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API.
Production-ready reinforcement learning algorithms (PPO, SAC, DQN, TD3, DDPG, A2C) with scikit-learn-like API.
Get a real-time stablecoin market overview from 500+ protocols and 20+ CEX: total market cap, yield-bearing stablecoin market cap, asset distribution (USDT/USDC/DAI share), chain…
Performs git archaeology, changelog analysis, and builds a verified factual timeline by cross-referencing git history with source material.
Splice-aware RNA-seq aligner producing sorted BAM and splice junction tables. Builds genome index, runs two-pass alignment for better junctions.
Set up your bio-research environment and explore available tools. Use when first getting oriented with the plugin, checking which literature, drug-discovery, or visualization MCP…
在由 market-research-landing-lab 底座派生出的新项目中启动项目调研。当用户说"开始这个项目"、"启动项目"、"初始化这个项目"、"start this project"等语义时触发。通过访谈收集执行人前提（核心技能、渠道现状、长期护城河方向、启动约束），并把答案写入 docs/00-research-question.md…
When the user wants to identify, evaluate, or prioritize potential investors for a fundraising round.
When the user needs to estimate market size, understand market dynamics, or validate that a market opportunity is large enough to pursue.
When the user wants to research customer pain points, complaints, or sentiment using review platforms like Trustpilot, G2, Capterra, or app stores.
When the user has raw customer interview transcripts, survey responses, support tickets, or other qualitative data and needs to extract actionable insights.
Deep competitive intelligence for any market. Analyzes competitors' products, pricing, customer sentiment, GTM strategy, and growth signals using real web data.
Design, validate, and plan a startup from scratch. Covers market research, competitive analysis, business model, brand identity, product definition, financial projections, and…
Access reliable statistical data from the World Bank. Avoids hallucinated numbers by fetching direct time-series data from the official API.
Use when setting up the ATLAS StatAnalysis software release with asetup, choosing the right StatAnalysis branch for a given ROOT version or OS, running statistical analysis tools…
Use when saving workflow state to Serena MCP memory at research, planning, execution, or completion stages - enables resuming work later with /cc:resume command
Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tests for your data, assumption checking, power analysis, and A — from…
Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tests for your data, assumption checking, power analysis, and A — from…
Run hypothesis tests, analyze A/B experiment results, calculate sample sizes, and interpret statistical significance with effect sizes.
Computational tools and algorithms for statistical analysis. Covers simulation, resampling methods (bootstrap, permutation tests), Monte Carlo methods, random number generation,…
Evaluate Fermi-Dirac, Gauss-Fermi, and Blakemore statistical integrals for carrier density calculations in semiconductor simulations.