Use when shaping or sharpening a 《经济学(季刊)》 (China Economic Quarterly, CEQ) research question — turning data/correlation into a clean causal, model-able, internationally-legible…
Deep multi-source research tool that identifies authoritative sources, systematically searches, analyzes and ranks findings, chases cited references, and compiles a structured…
Use when the user asks to fetch, read, or open a specific URL. Use this INSTEAD of WebFetch to read web pages locally without sending content to the cloud.
Use when the user asks to research, look up, investigate, find information, or learn about any topic. Use this INSTEAD of WebSearch or WebFetch for general research questions.
Quick Q&A about codebase — explores code to answer, saves to docs/memory. Use when the user asks a focused question about the project — e.g.
In-depth research on a topic with web search and structured output. Use when the user wants deep research before building — e.g.
Systematic 4-phase debugging — root cause investigation, hypothesis testing, regression-guarded fix, mandatory bug doc.
Decides how to preprocess plasma cfDNA sequencing data so the recoverable signal survives - library-prep-aware fragment expectations (dsDNA vs ssDNA/adaptase prep), UMI/duplex…
Use when the empirical identification strategy is the bottleneck for a Journal-of-Finance-and-Economics manuscript — quasi-experimental designs (DID incl.
Use when drafting or revising the literature-review section for a Journal-of-Finance-and-Economics manuscript, when the Chinese / English reference balance is off, or when…
Conference proposal & paper-submission orchestrator. Bootstraps a new submission project at ~/cfp// with full discipline (beads, CLAUDE.md, refs/, research/), runs the…
Academic paper writing skill for 3D vision, computer graphics, CAD, and 3D understanding. Covers NeRF, 3DGS, SLAM, point cloud processing, 3D shape understanding/generation, CAD…
Drive systematic growth with acquisition loops, experimentation frameworks, retention systems, and product-led strategies.
[00] META. Orchestrate skills into dynamic chains for complex tasks. Analyzes the task, discovers available skills, builds an optimal chain, explains why each skill is ne — from…
Designs chaos experiments, creates failure injection frameworks, and facilitates game day exercises for distributed systems — producing runbooks, experiment manifests, ro — from…
Expert in resilience testing, fault injection, and building anti-fragile systems using controlled experiments.
Provides chaos engineering best practices for resilience testing, fault injection, and game day planning.
Design and document chaos engineering experiments. Guide steady state baseline, hypothesis formation, failure injection plans, and results analysis.
Implements character movement systems using CharacterBody2D/3D, including platformer physics, 3D FPS controllers, and advanced movement mechanics.
Break LLM name defaults with external entropy. Use when character names cluster around statistical medians (Chen, Patel, Maya, Marcus), when cast has collision risks, or when…
Drafts filing-ready Annual Reports for State Charity Bureaus with certified financials, governance disclosures, and required attachments.
Researches state-specific charitable solicitation filing requirements keyed to gross revenue, producing a citation-backed state-by-state compliance matrix of audit thresholds,…
Submit, monitor, and manage compute jobs on UAB Cheaha (Slurm HPC cluster with CPU/GPU partitions). Use when the user wants to run CPU-intensive or GPU-intensive workloads, train…
Check manuscript compliance with medical research reporting guidelines. Supports 33 guidelines including STROBE, CONSORT, STARD, STARD-AI, TRIPOD, TRIPOD+AI, ARRIVE, PRISMA,…
当用户明确要求"核查/优化综述 `{主题}_review.tex` 的正文引用"或"运行 check-review-alignment"时使用。通过宿主 AI 的语义理解逐条核查引用是否与文献内容吻合，只在发现致命性引用错误时对"包含引用的句子"做最小化改写，并复用 `systematic-literature-review` 的渲染脚本输出…
Check if medicinal chemistry papers are in ChEMBL database to access curated bioactivity data — from kthorn/research-superpower
Check if medicinal chemistry papers are in ChEMBL database to access curated bioactivity data — from science/chemistry
Ingest-and-integrate an artifact someone points at with a terse, deliberately under-articulated directive — "check this out", "lets research this", "look into this", "wdyt" —…
Weighs ChefFlow plans, builds, audits, research, and product surfaces against the full chef day-to-day and lifetime business/personal ontology.
Use when targeting Chem (Cell Press) or deciding whether a chemistry manuscript fits this venue. Encodes the journal's fit, framing, method-and-evidence bar, house style,…
Search and download experimental InfraRed (IR), Mass spectra, and UV-Vis spectra data (JCAMP-DX format) for molecules.
Use for small molecules in RDKit — standardization, fingerprints, similarity, QSAR.
Use for molecular dynamics — OpenMM, GROMACS, force fields, equilibration, analysis.
Use for quantum chemistry — PySCF, Psi4, xtb, ORCA; methods, basis sets, convergence.
Query ChEMBL's bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR s — from…
Query the ChEMBL database for bioactive molecules, drug targets, bioactivity data, approved drugs, and chemical structures.
Query ChEMBL bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR stu — from…
Search ChEMBL bioactive molecules database with natural language queries. Find compounds and assay data with Valyu semantic search.
Submit compact ChEMBL API requests for activity, molecule, target, mechanism, and text-search endpoints.
Develop, test, and extend ChemGraph -- an agentic framework for automated molecular simulations using LLMs, LangGraph, ASE, and MCP servers
Ionic, covalent, and metallic bonding, Lewis structures, VSEPR theory, molecular geometry, polarity, and intermolecular forces.
Use when you have computed low-dimensional embeddings (e.g., t-SNE coordinates) or clusterings of mass spectra and need to validate that the learned representation space organizes…
Use when you have generated a GNPS molecular network (classical or feature-based
Use when when you have mass-to-charge (m/z) values from mass spectrometry imaging or other MS experiments and need to assign molecular formulae with high precision, especially in…
Use when after a machine learning model has generated predicted molecular structures (connectivity graphs and molecular formulas) from 1D NMR spectra.
Use when you have .msp spectral library files with compound names but lack standardized chemical identifiers (SMILES, InChI, InChI Key, CAS number, IUPAC names, or molecular…
Use when when you have a GNPS molecular network (graphml or cytoscape format) and wish to annotate it with chemical class labels or MS2LDA-derived mass2motifs to highlight shared…
Use when you have MS/MS spectra with high chemical noise (spurious ions arising from incomplete ionization, in-source fragmentation, or instrument artifacts) and you possess…
Use when you have MS/MS spectra contaminated with chemical noise (spurious fragment ions that do not correspond to real chemical bonds or rearrangements), a known or predicted…
Use when you have LC-MS/MS data preprocessed with MZmine2 into an MGF file (containing MS1 and MS2 spectra) and a feature table (peak areas per sample), and you want to relate MS1…
Use when targeting Chemical Reviews (Chem Rev) or deciding whether a chemistry review manuscript fits this ACS venue.
Use when you have collected or parsed 1H and 13C NMR peak data (chemical shift values and intensities) and need to submit it to the SMART 3 /api/smart3/search endpoint or similar…
Use when when you have an unknown metabolite compound with mass spectral data, have retrieved candidate structures from a molecular structure database (PubChem, HMDB), and have…
Use when targeting Chemical Society Reviews (Chem Soc Rev) or deciding whether a chemistry review manuscript fits this RSC venue.
Use when you have retrieved multiple candidate structures from a molecular structure database (e.g., PubChem, HMDB) for an unknown compound, and you have predictions of…
Convert between IUPAC names, SMILES strings, molecular formulas, and common names for chemical compounds.
Use when after applying biotransformation rules to generate candidate product structures from input molecules, when the same transformed structure can be produced via multiple…
Use when when you have a set of molecular structures (N-Me derived unsaturated sterol lipids or structurally similar organic molecules with C=C bonds) represented as SMILES or…
Use when you have SMILES strings or molecular structure files (e.g., from a synthetic drug database) and need to feed them into a deep learning model like PS2MS, NEIMS, or DeepEI…
Use when when you have raw molecular structures in SMILES or SDF format that must be prepared as input to a descriptor-based classifier (e.g., BitterPredict).