11 academic writing skills. Trigger: writing paper sections, structuring arguments, academic prose. Design: section-by-section guides (abstract, intro, methods, discussion) with…
Research product compositions using AI and web sources. Use when needing to find what products, substances, or objects are made of - including ingredients, materials, chemicals,…
Use when you have an unknown mass spectrometry spectrum (acquired experimentally
Use when you have LC-MS/MS data in mgf format and a custom spectral database prepared with CFM-id (or an in-built database), and you need to identify unknown compounds by…
Use when you have an experimental MS/MS spectrum (m/z and intensity pairs in mzML/mzXML format from DDA or targeted acquisition on Thermo, Waters, or Bruker instruments) and need…
Use when immediately after loading metabolomics measurements into a SummarizedExperiment
Use when when you have experimental MS/MS data (peak lists, precursor m/z, charge state, adduct type) paired with a chemical structure (SMILES or structural identifier), and need…
Multi-phase research orchestration for thorough codebase, documentation, and external knowledge investigation. Invoked by /ai-eng/research command.
Ensure thorough validation, error recovery, and transparent reasoning in research tasks with multiple tool calls
Build institutional-grade comparable company analyses with operating metrics, valuation multiples, and statistical benchmarking in Excel/spreadsheet format.
Search COMSOL Multiphysics documentation. Use when asked about COMSOL, mesh refinement, boundary conditions, solvers, physics interfaces, FEM simulation, or COMSOL error messages.
Use when sharpening the conservation significance and actionable implications of a Conservation Biology manuscript.
Use when executing and reporting the analysis for a Conservation Biology manuscript so it survives expert, double-blind review — appropriate ecological/statistical models, honest…
Use when building tables, figures, and maps for a Conservation Biology manuscript so exhibits are self-contained, accessible, and respect the journal's exhibit budget (about one…
Use when preparing the data-availability statement and the data/code archive for a Conservation Biology manuscript.
Use when defending the study design of a Conservation Biology manuscript — ecological sampling and inference (detection, spatial structure, pseudoreplication),…
Use when drafting or polishing a Conservation Biology manuscript so it reads accessibly for a broad conservation audience, follows the journal Style Guide, and fits the per-type…
Author or update a concept page in content/concepts/. Concepts span multiple sources; the skill enforces the page-creation criterion (a genuinely fundamental, cross-cutting…
End-to-end workflow for creating complete JavaScript concept documentation, orchestrating all skills from research to final review
Condensed ANIMA on quantum-classical and classical-quantum networks. All skill compositions materialized as s-expressions across the polyglot substrate.
Use when a mass spectrometry analysis pipeline must accept data from multiple sources with different identifier schemes (GNPS Task ID, Universal Spectrum Identifiers, or…
Research a topic comprehensively and create detailed research documentation
Conduct comprehensive advertising research based on confirmed campaign parameters. Use web search tools (DuckDuckGo or Tavily) to gather insights on target audiences, platform…
Empirical quant research methodology. Use when designing a study, reviewing a backtest, or evaluating empirical results.
Structures industry channel check findings with data normalization and trend identification. Use when synthesizing channel check data, analyzing industry indicators, or…
Structures cost-effectiveness and health economic analyses with QALY calculations and model validation.
Performs systematic literature review following PRISMA guidelines with search strategy documentation.
Structures technical and commercial DD for resource assets with geological review, operational assessment, and regulatory evaluation.
Help users run better customer and user interviews. Use when someone is preparing for user research, planning discovery interviews, writing interview questions, analyzing…
Use conference poster pitch for academic writing workflows that need structured execution, explicit assumptions, and clear output boundaries.
Audit Claude Code configuration artifacts (hooks, skills, CLAUDE.md, agents) for over-engineering, redundancy, and token waste.
Use when you notice a pattern that should be in the config. Analyzes current setup, researches best practices, and proposes specific config changes.
Use when when deploying a complex bioinformatics pipeline (like HiC-Pro) across heterogeneous computing environments where required tools (bowtie2, samtools, R, Python) may be…
Configures the analytics side of a PostHog experiment — exposure criteria (default `$feature_flag_called` vs custom exposure events), primary and secondary metrics, the s — from…
Response schema for MCP tools that consume 2+ sources — surface disagreement structurally rather than silently picking a winner.
Deep spec analysis on a Confluence page. Reads page (+ children) via the confluence-as wrapper, produces a structured Spec Research Report with requirements, acceptance criteria,…
Use when after RDKit has generated a large set of 3D conformers for a molecule in SDF or XYZ format, and before submitting conformers to computationally expensive quantum-chemical…
Use when you have a set of conformers that have already been filtered by ASE-ANI neural network potentials and need to extract quantum-mechanical electronic properties…
Use when after RDKit has generated a large ensemble of 3D conformers for a molecule (typically hundreds to thousands), you need to reduce computational burden before…
Use when you have SMILES strings of molecules at specific ionization states (e.g., protonated or deprotonated adducts) and need to predict collision cross section values for mass…
Use when when you have ionized adduct structures (SMILES or MOL format) from an ionization-state determination step and need to create an ensemble of relaxed 3D geometries for…
Design conjoint experiments: attributes, power, AMCE/AMIE estimation.
Conjure a experimentalist agent — initialize and launch a new autonomous experiment
Use BatchData property and address APIs from MCP clients to enrich real-estate research and operations workflows.
Step-by-step guide to connect NodesHub API so you can use all nod- skills (SERP analysis, keyword research, rank tracking, content briefs, etc.).
The four Sanskrit principles: Truth-Self, Knowledge-Self, Bliss-Self, Power-Self. Use when need to understand the operational physics of consciousness.
L1 trigger - audits consensus arithmetic for truncation, unused bounds, EMA direction, and threshold edge errors.
Drains captured sidekick (sideline-idea) seeds and produces deterministic verdicts via a 5-stage pipeline: CLI gather → researcher agent → 9-role parallel expert panel → CLI…
Anthropic's method for training harmless AI through self-improvement. Two-phase approach - supervised learning with self-critique/revision, then RLAIF (RL from AI Feedbac — from…
Implements constraint-based physics systems including all constraint types, ragdoll systems, custom physics, and network ownership.
Use when you need information you don't have, expertise outside your comfort zone, or fresh eyes on code - dispatches agents to research, advise, or review.
Builds a structured research framework for locating publicly available contact routes for a named person — including institutional channels, public profiles, press offices, and…
Process Hi-C read pairs using pairtools. Parse alignments, filter duplicates, classify pairs, and generate contact statistics from Hi-C sequencing data.
Research a specific person using Common Room data. Triggers on 'who is [name]', 'look up [email]', 'research [contact]', 'is [name] a warm lead', or any contact-level que — from…
Record and organize a complex, multi-party, evolving situation involving a contact — a dispute, a scam, a crisis, a "two sides tell opposite stories" tangle, anything that takes…
Use when when deploying a multi-component research application (e.g., MAGMa's four subproject services) as containerized microservices that need to communicate…
Search the web using Brave Search API. Use for research, current events, finding information online, fact-checking, or when you need to look something up.
Detect contamination and assess genome quality using CheckM, CheckM2, GTDB-Tk, and GUNC for metagenome-assembled genomes and isolate assemblies.
Detect sample contamination and cross-species reads using FastQ Screen. Screen reads against multiple reference genomes to identify bacterial, viral, adapter, or sample s — from…
Use when targeting Contemporary Accounting Research (CAR) or deciding whether an accounting manuscript fits this venue.