Freedom of Information Act (FOIA) and public records request workflows. Use when drafting records requests, tracking submissions, understanding exemptions, appealing denials, or…
Manage the full Freedom of Information Act (FOIA) and state public records request lifecycle — intake form generation, agency-specific portal routing (FOIA.gov, FBI eFOIA, USCIS,…
Use when you have paired measurements (e.g., gene expression counts, protein abundance, or sampled flux distributions) from two cell lines or conditions and need to assign a…
End-to-end manuscript orchestration — white paper, research paper, or hybrid mode. Runs the full pipeline from raw materials to exportable manuscript, or resumes from the last…
Turn boredom, irritation, envy, and obsession into real experiments with a public trace. Best when the user feels drift, but still has some life in them.
How nutrition science becomes dietary guidance, and how industry, agriculture, and politics shape that process.
The fifteen fundamental cooking techniques that together cover most home kitchen work. Organized by the transformation they perform (heat transfer, water management, emulsion,…
AI solution exploration using ant colony optimization — deploying scout hypotheses, reinforcing promising approaches, detecting diminishing returns, and knowing when to abandon a…
Use when after RDKit generates multiple 3D conformers from ionized molecular structures using distance-geometry embedding, before filtering with ASE-ANI or submitting to quantum…
Expert skill for analyzing Florida foreclosure auction properties using The Everest Ascent™ 12-stage methodology.
Multi-role requirement analysis and task breakdown workflow using 4 specialized AI agents (PM, UX, Tech, QA).
Use when justifying technical debt to executives, calculating the cost of quality issues, translating tech metrics to business language, or planning quality budgets - uses…
Use when planning refactoring priorities, investigating recurring bugs, identifying which files cause the most bugs, or determining problem areas to fix - identifies high-risk…
Use when assessing team resilience, planning for developer departures, calculating bus/truck factor, identifying knowledge silos, or evaluating organizational risk - maps code…
Citation discipline for AI-generated outputs. When to cite, what counts as a verifiable citation, URL + quote + file-path verification, marking inference vs fact, what NOT to…
Designing evals for LLM features. Golden datasets, rubric scoring, LLM-as-judge calibration, regression detection in CI, online A/B tests, cost+latency budgets, adversarial cases.
Research methodology for agents and humans alike. Question decomposition, source hierarchy (primary > secondary > tertiary), search-vs-ask, synthesis with explicit confidence…
Run a self-hosted terminal agent or custom Pydantic AI harness that can branch a coding or research run, test isolated alternatives, and merge the winning branch.
Structured bug investigation using formal models for hypothesis-driven debugging. Builds scoped Alloy models (normative rules, data constraints, causal chains, observability) to…
Generate well-formatted markdown tables from data with proper alignment and spacing. Use for report statistics, comparison tables, or summary data presentation.
Generate well-formatted markdown tables from data with proper alignment and spacing. Use for report statistics, comparison tables, or summary data presentation.
For result reporting: tabular output, aligned columns, statistics summaries, human-readable reports.
Use when formatting academic papers, thesis, or reports in Typst using the local GOST template. Use when you need the correct macros for tables, figures, equations, listings,…
Use when when training or validating a deep learning model for molecular formula prediction from tandem MS/MS spectra, use this metric to track whether the model's predicted…
Use when you have m/z values from mass spectrometry imaging (or similar MSI experiments) and need to assign molecular formulae to them.
Author TOML-based Formula workflow templates that become Protomolecules and active Molecules in Gas Town's durable workflow system.
Use when you have calibrated m/z peak lists, configured adduct transformations (e.g., [M+H]+, [M+Na]+, [M-H]−), and need to annotate peaks with molecular formulae from KEGG,…
Use when when you have loaded a chemical database (e.g., HMDB pickle file) and need to understand how many distinct molecular formulas remain after filtering for a specific m/z…
Structure and derive research formulas when the user wants to 推导公式, derive a theory line, build equations from a problem statement, clarify assumptions, separate formal derivation…
Use when you have an observed m/z value from spatially-resolved mass spectrometry imaging and need to assign one or more plausible molecular formulae with confidence metrics.
Formulate a quantum mechanics or quantum chemistry problem with proper mathematical framework including Hilbert space, operators, boundary conditions, and approximation method…
Regelwerk für die Überführung von Forschungs-Logs und -Artefakten aus dem Schwester-Repo `research/` in wissenschaftlichen Thesis-Text (LaTeX).
Research and read content on forum.dfinity.org (Discourse). Use when the user asks to browse, search, summarize, or analyze Dfinity forum topics or users.
Pré-requisito invisível de toda oferta. Sem founder-market fit, garantia parece blefe, mechanism parece teoria, autoridade some.
Personalized cancer treatment navigation — maximal diagnostics, parallel therapy, therapeutic development, structure-based protein design.
Self-writing meta-extension that forges new capabilities — researches docs, writes extensions, tools, hooks, and skills
A practical, jargon-free guide to functional programming - the 80/20 approach that gets results without the academic overhead
A practical, jargon-free guide to fp-ts functional programming - the 80/20 approach that gets results without the academic overhead. Use when writing TypeScript with fp-ts library.
Use when you have a collection of molecular fragments (e.g., from molecular decomposition, retrosynthesis, or synthetic planning) that must be matched to known fragment libraries…
Use when when comparing experimental spectra to reference library spectra and fragment ion m/z values show systematic drift or measurement noise that could distort neutral loss…
Use when you have custom lipid species (not covered by the 500,000+ built-in LipidMatch entries) that you need to match against experimental MS/MS data, or you are extending…
Use when you have a tandem MS/MS spectrum of a structurally modified compound and a known reference structure (SMILES), and you need to annotate which fragment ions correspond to…
Use when you have tandem mass spectra for compounds with known binary or categorical molecular properties (e.
Use this agent when you need to gather documentation and best practices for specific frameworks, libraries, or dependencies.
Query FRED (Federal Reserve Economic Data) API for 800,000+ economic time series from 100+ sources. Access GDP, unemployment, inflation, interest rates, exchange rates, housing,…
Researching US federal and state court decisions without a paid subscription; looking up PACER filings, docket numbers, or judge records; bulk case...
Use when code imports `freud` or `freud-analysis`, or user asks to analyze molecular simulation trajectories (RDF, MSD, order parameters, structure factor, PMFT, Voronoi,…
Use when creating UI designs to avoid generic "AI slop" aesthetics. Enforces distinctive typography, cohesive color systems, purposeful motion, and atmospheric backgrounds.
Find the best UI/UX design patterns and architectures using deep research. Use when user asks to "improve UI", "optimize UX", "best design for [feature]", or "modern UI patterns".
Premium frontend design skills that override LLM defaults. Prevents generic 'AI-looking' UI. Enforces deterministic typography, calibrated color, asymmetric layouts, spring…
Generates YAML frontmatter metadata (date/time, git commit, branch, repository) for workflow documentation. Use when creating research docs, plans, or work summaries.
Use when designing or auditing ESEC/FSE empirical evaluations, covering real subject systems, fair baselines, SE-standard statistics and effect sizes, qualitative and…
Use when you are evaluating or selecting FT-ICR MS software for a specific metabolomics workflow and need to assess which tools support your required analytical dimensions (e.g.,…
Use when you have received raw FT-ICR transient data from Bruker Solarix or ThermoFisher instruments and need to perform signal processing, apodization, calibration, or molecular…
FuE-Definition für die Forschungszulage praxisnah prüfen: Grundlagenforschung, industrielle Forschung, experimentelle Entwicklung, Frascati-Kriterien (Neuheit, Schöpferis — from…
Use when you have an untargeted metabolomics feature table (m/z and retention time columns) and a statistical test result (p-value) per feature, but lack confident metabolite…
Predict metagenome functional content from 16S rRNA marker gene data using PICRUSt2. Infer KEGG, MetaCyc, and EC abundances from ASV tables.
Profile functional potential of metagenomes using HUMAnN3 and similar tools. Use when obtaining pathway abundances, gene family counts, or functional annotations from met — from…
Use when when you have abundance-normalized FT-ICR MS peak data with assigned molecular formulas and need to distinguish between richness (total number of distinct metabolites)…
Analyze university and research institution funding allocation systems including RCM revenue attribution, performance-based budgeting, faculty startup package management, F&A…