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 d — from…
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 d — from…
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.
Research real competitors and market positioning via Reddit, forums, and community discussions. Use when finding actual competitors (not assumed ones), researching brand…
Guide embedded technical engagements from ambiguous stakeholder need through discovery, framing, hypothesis, build, evaluation, deployment, adoption, measurement, and…
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 when grounding a product in the real-world activity it serves and bounding its MVP before any screen, service, or architecture is drawn — at the G1.5 Domain & MVP point of the…
Use this agent when you need to gather documentation and best practices for specific frameworks, libraries, or dependencies.
Activate when: user says 'how you say it matters', 'they're spinning the numbers', 'same data but sounds different', 'is this just framing?', wants to write a persuasive message,…
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...
TRULY FREE research via Exa API - zero Claude tokens. Uses Exa directly, no Gemini CLI wrapper.
Use when code imports `freud` or `freud-analysis`, or user asks to analyze molecular simulation trajectories (RDF, MSD, order parameters, structure factor, PMFT, Voronoi,…
Strip a problem down to what's actually true — the physics, economics, and human basics — and rebuild the answer from there, ignoring 'how it's normally done'.
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…
Score a discovery-stage target × modality candidate before any clinical PoS exists, decomposing conviction into P(biology holds) × P(modality deliverable) × position-on-arc ×…
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 reasoning about how an ESEC/FSE research submission is evaluated, covering double-anonymous "heavy" review, the at-least-three-reviewer PC model, the Accept / Major…
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…
Parse a lab-report PDF (LabCorp, Quest, hospital labs — any provider) into one canonical Fulcra data track per marker (LDL-C, HbA1c, TSH, ferritin, …).
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.
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…
Produces a structured research plan for tracing the funding sources of an organisation — NGO, think tank, campaign group, political organisation, or research institution —…
Produces a structured research brief on the known and probable funding sources of an NGO, think tank, advocacy group, or foundation — including disclosed donors, funding…
Use when researching Chinese commodity futures fundamentals, delivery risk, term structure, rumor verification, or sentiment-driven moves, especially for products influenced by…
Use when working on commodity futures research with minute-bar ingestion, exchange calendars and timezones, deterministic F1..F12 curves, roll logic, or walk-forward backtests.
Use when when you have experimental MS/MS spectra and want to discover structurally similar compounds beyond exact spectral library matches—particularly useful for identifying…
For requests to add or change FYECO terms (fission yeast experimental conditions - media, temperatures, chemicals added, starvation conditions), which live in fyeco.obo at the top…
FuE-Definition für die Forschungszulage praxisnah prüfen: Grundlagenforschung, industrielle Forschung, experimentelle Entwicklung, Frascati-Kriterien (Neuheit, Schöpferis — from…
Use when handling a Georgia case in any county NOT covered by the dedicated venue skills (`ga-fulton`, `ga-cobb`, `ga-gwinnett`).
Cross-referencing framework for comparing GA4 behavioral data with Google Ads campaign settings to identify discrepancies and configuration gaps.
Investigate Google Ads lead quality issues by cross-analyzing GA4 behavioral data with Google Ads campaign settings.
Galaxy tool discovery, intelligent recommendation, and execution — 8,000+ bioinformatics tools from usegalaxy.org with multi-signal scoring and workflow suggestions
Chief Financial and Operating Officer. Stability guardian. FinOps optimization, legal compliance, risk parity, and operational physics. Apex instance of the Humans 3.0 protocol.
Automated context retrieval from Transmission Packet archive using iterative research loop. Implements GAM "Read Path" to complement manual "Write Path" (Memorizer).
Plan, implement, debug, and review real-time 3D game development work. Use when Codex is asked to build or improve 3D gameplay, cameras, controllers, physics interactions,…
Other tools generate sprites. CellCog builds game worlds. #1 on DeepResearch Bench (Feb 2026) for deep game design reasoning — character-consistent art, sprites, tilesets, music,…
Use when implementing physics simulation math from scratch instead of a built-in engine — SAT, GJK/EPA collision detection, impulse-based and constraint (Gauss-Seidel/PBD)…
Use when building game systems, implementing Unity/Unreal Engine features, or optimizing game performance.