Use Cases
AI Tools for Researchers & Scientists
Accelerate literature review, data analysis, manuscript writing, and lab workflows.
233 playbooks across 5 categories
Academic Research(127)
View all →AlphaXiv Paper Lookup
Look up any arxiv paper via alphaxiv.org to get a structured AI-generated overview instead of parsing raw PDFs.
Academic Literature Research
Search and analyze academic literature. Find papers, understand research methodologies, and synthesize academic findings for research projects.
Academic Research Assistant
Automate literature reviews with structured search strategies, abstract screening, citation management, methodology comparison, and research gap identification.
Adversarial QA Loop
Use a Critic + Fixer pattern where one agent finds issues (read-only) and another fixes them, with re-audits until quality passes. Prevents Claude from approving its own work.
Clinical Trial Emulator
Emulate published clinical trials against real-world EHR data using a structured pipeline — from protocol parsing through cohort assembly, effect estimation, and discrepancy diagnosis.
Comprehensive Excellence Review
Run 6+ specialized review agents in parallel across code quality, security, performance, accessibility, documentation, and style. Get a synthesized quality score with prioritized fixes.
Deep Research Coordinator
Orchestrate complex multi-source research projects — from question decomposition to source prioritization to final synthesis and recommendations.
Deploy Workflow Automation
Automate your deployment pipeline: build, test, lint, version bump, and deploy to any target. Includes pre-deploy checks, rollback handling, and post-deploy verification.
Data Analysis Pipeline
End-to-end data analysis workflow from exploration to publication-ready output. Explore, regress, visualize, and produce polished results.
Devil's Advocate Review
Challenge your designs and decisions with 5-7 targeted critical questions. Catches unstated assumptions, alternative approaches, and potential issues before you commit.
Domain Reviewer Framework
Build a custom reviewer for your specific domain using the 5-Lens Framework: terminology, methodology, precedent, limitations, and impact.
Git Commit Workflow
Structured approach to git commits with quality checks, meaningful messages, and proper staging. Never commit broken code.
Idea Catalyst
Find cross-domain research inspiration by decomposing problems, searching other fields, and synthesizing transferable insights.
Paper Figures to PowerPoint
Extract all figures, tables, and equations from a research paper PDF and generate a polished PowerPoint deck automatically.
Grant Proposal Reviser
Apply reviewer and collaborator feedback to grant proposal drafts with voice-consistent revisions, change tracking, and automatic backups.
Grant Proposal Writer
Generate first-draft funding proposals from structured inputs, project data, and donor intelligence with voice-consistent academic writing.
Self-Improvement Memory Loop
Create a persistent MEMORY.md that captures corrections and learnings with [LEARN] tags. Claude checks memory before making similar mistakes across sessions.
Session Logging Protocol
Automatically log design decisions, progress, and context at key moments. Create a searchable history of why things were done, not just what changed.
Verification Before Done
Never report a task as complete without actually verifying it works. Compile, render, test, or check every output before saying 'done'.
Scientific Adaptyv
Cloud laboratory platform for automated protein testing and validation. Use when designing proteins and needing experimental validation including binding assays, expression testing, thermostability measurements, enzyme activity assays, or protein ...
Scientific Alphafold Database
Access AlphaFold 200M+ AI-predicted protein structures. Retrieve structures by UniProt ID, download PDB/mmCIF files, analyze confidence metrics (pLDDT, PAE), for drug discovery and structural biology.
Scientific Anndata
Data structure for annotated matrices in single-cell analysis. Use when working with .h5ad files or integrating with the scverse ecosystem. This is the data format skill—for analysis workflows use scanpy; for probabilistic models use scvi-tools; f...
Scientific Arboreto
Infer gene regulatory networks (GRNs) from gene expression data using scalable algorithms (GRNBoost2, GENIE3). Use when analyzing transcriptomics data (bulk RNA-seq, single-cell RNA-seq) to identify transcription factor-target gene relationships a...
Scientific Benchling Integration
Benchling R&D platform integration. Access registry (DNA, proteins), inventory, ELN entries, workflows via API, build Benchling Apps, query Data Warehouse, for lab data management automation.
Scientific Bindingdb Database
Query BindingDB for measured drug-target binding affinities (Ki, Kd, IC50, EC50). Search by target (UniProt ID), compound (SMILES/name), or pathogen. Essential for drug discovery, lead optimization, polypharmacology analysis, and structure-activit...
Scientific Biopython
Comprehensive molecular biology toolkit. Use for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and programmatic NCBI/PubMed access (Bio.Entrez). Best for batch processing, custom bioinformatics pipelines, BLAST automation...
Scientific Biorxiv Database
Efficient database search tool for bioRxiv preprint server. Use this skill when searching for life sciences preprints by keywords, authors, date ranges, or categories, retrieving paper metadata, downloading PDFs, or conducting literature reviews.
Scientific Bioservices
Unified Python interface to 40+ bioinformatics services. Use when querying multiple databases (UniProt, KEGG, ChEMBL, Reactome) in a single workflow with consistent API. Best for cross-database analysis, ID mapping across services. For quick singl...
Scientific Brenda Database
Access BRENDA enzyme database via SOAP API. Retrieve kinetic parameters (Km, kcat), reaction equations, organism data, and substrate-specific enzyme information for biochemical research and metabolic pathway analysis.
Scientific Cbioportal Database
Query cBioPortal for cancer genomics data including somatic mutations, copy number alterations, gene expression, and survival data across hundreds of cancer studies. Essential for cancer target validation, oncogene/tumor suppressor analysis, and p...
Scientific Cellxgene Census
Query the CELLxGENE Census (61M+ cells) programmatically. Use when you need expression data across tissues, diseases, or cell types from the largest curated single-cell atlas. Best for population-scale queries, reference atlas comparisons. For ana...
Scientific Chembl Database
Query ChEMBL bioactive molecules and drug discovery data. Search compounds by structure/properties, retrieve bioactivity data (IC50, Ki), find inhibitors, perform SAR studies, for medicinal chemistry.
Scientific Clinical Decision Support
Generate professional clinical decision support (CDS) documents for pharmaceutical and clinical research settings, including patient cohort analyses (biomarker-stratified with outcomes) and treatment recommendation reports (evidence-based guidelin...
Scientific Clinical Reports
Write comprehensive clinical reports including case reports (CARE guidelines), diagnostic reports (radiology/pathology/lab), clinical trial reports (ICH-E3, SAE, CSR), and patient documentation (SOAP, H&P, discharge summaries). Full support with t...
Scientific Clinicaltrials Database
Query ClinicalTrials.gov via API v2. Search trials by condition, drug, location, status, or phase. Retrieve trial details by NCT ID, export data, for clinical research and patient matching.
Scientific Clinpgx Database
Access ClinPGx pharmacogenomics data (successor to PharmGKB). Query gene-drug interactions, CPIC guidelines, allele functions, for precision medicine and genotype-guided dosing decisions.
Replication-First Coding
When working with existing code or papers, match the original exactly before extending. Verify against gold standard numbers to catch silent bugs.
Research Exploration Sandbox
Create a structured explorations/ folder for experimental work. Fast-track experiments without full rigor, then graduate successful ones to production code.
Research Ideation Generator
Generate research questions, hypotheses, and empirical strategies. Brainstorm ideas systematically with structured prompts that push beyond obvious approaches.
Scientific Clinvar Database
Query NCBI ClinVar for variant clinical significance. Search by gene/position, interpret pathogenicity classifications, access via E-utilities API or FTP, annotate VCFs, for genomic medicine.
Scientific Cobrapy
Constraint-based metabolic modeling (COBRA). FBA, FVA, gene knockouts, flux sampling, SBML models, for systems biology and metabolic engineering analysis.
Scientific Cosmic Database
Access COSMIC cancer mutation database. Query somatic mutations, Cancer Gene Census, mutational signatures, gene fusions, for cancer research and precision oncology. Requires authentication.
Scientific Datamol
Pythonic wrapper around RDKit with simplified interface and sensible defaults. Preferred for standard drug discovery including SMILES parsing, standardization, descriptors, fingerprints, clustering, 3D conformers, parallel processing. Returns nati...
Scientific Deepchem
Molecular ML with diverse featurizers and pre-built datasets. Use for property prediction (ADMET, toxicity) with traditional ML or GNNs when you want extensive featurization options and MoleculeNet benchmarks. Best for quick experiments with pre-t...
Scientific Deeptools
NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks), for ChIP-seq, RNA-seq, ATAC-seq visualization.
Scientific Depmap
Query the Cancer Dependency Map (DepMap) for cancer cell line gene dependency scores (CRISPR Chronos), drug sensitivity data, and gene effect profiles. Use for identifying cancer-specific vulnerabilities, synthetic lethal interactions, and validat...
Scientific Dhdna Profiler
Extract cognitive patterns and thinking fingerprints from any text. Use this skill when the user wants to analyze how someone thinks, understand cognitive style, profile writing or speech patterns, compare thinking styles between people, asks 'wha...
Scientific Diffdock
Diffusion-based molecular docking. Predict protein-ligand binding poses from PDB/SMILES, confidence scores, virtual screening, for structure-based drug design. Not for affinity prediction.
Scientific Dnanexus Integration
DNAnexus cloud genomics platform. Build apps/applets, manage data (upload/download), dxpy Python SDK, run workflows, FASTQ/BAM/VCF, for genomics pipeline development and execution.
Scientific Drugbank Database
Access and analyze comprehensive drug information from the DrugBank database including drug properties, interactions, targets, pathways, chemical structures, and pharmacology data. This skill should be used when working with pharmaceutical data, d...
Scientific Ena Database
Access European Nucleotide Archive via API/FTP. Retrieve DNA/RNA sequences, raw reads (FASTQ), genome assemblies by accession, for genomics and bioinformatics pipelines. Supports multiple formats.
Scientific Ensembl Database
Query Ensembl genome database REST API for 250+ species. Gene lookups, sequence retrieval, variant analysis, comparative genomics, orthologs, VEP predictions, for genomic research.
Scientific Esm
Comprehensive toolkit for protein language models including ESM3 (generative multimodal protein design across sequence, structure, and function) and ESM C (efficient protein embeddings and representations). Use this skill when working with protein...
Scientific Etetoolkit
Phylogenetic tree toolkit (ETE). Tree manipulation (Newick/NHX), evolutionary event detection, orthology/paralogy, NCBI taxonomy, visualization (PDF/SVG), for phylogenomics.
Scientific Fda Database
Query openFDA API for drugs, devices, adverse events, recalls, regulatory submissions (510k, PMA), substance identification (UNII), for FDA regulatory data analysis and safety research.
Scientific Flowio
Parse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract events as NumPy arrays, read metadata/channels, convert to CSV/DataFrame, for flow cytometry data preprocessing.
Scientific Gene Database
Query NCBI Gene via E-utilities/Datasets API. Search by symbol/ID, retrieve gene info (RefSeqs, GO, locations, phenotypes), batch lookups, for gene annotation and functional analysis.
Scientific Geniml
This skill should be used when working with genomic interval data (BED files) for machine learning tasks. Use for training region embeddings (Region2Vec, BEDspace), single-cell ATAC-seq analysis (scEmbed), building consensus peaks (universes), or ...
Scientific Geo Database
Access NCBI GEO for gene expression/genomics data. Search/download microarray and RNA-seq datasets (GSE, GSM, GPL), retrieve SOFT/Matrix files, for transcriptomics and expression analysis.
Scientific Gget
'Fast CLI/Python queries to 20+ bioinformatics databases. Use for quick lookups: gene info, BLAST searches, AlphaFold structures, enrichment analysis. Best for interactive exploration, simple queries. For batch processing or advanced BLAST use bio...
Scientific Ginkgo Cloud Lab
Submit and manage protocols on Ginkgo Bioworks Cloud Lab (cloud.ginkgo.bio), a web-based interface for autonomous lab execution on Reconfigurable Automation Carts (RACs). Use when the user wants to run cell-free protein expression (validation or o...
Scientific Glycoengineering
Analyze and engineer protein glycosylation. Scan sequences for N-glycosylation sequons (N-X-S/T), predict O-glycosylation hotspots, and access curated glycoengineering tools (NetOGlyc, GlycoShield, GlycoWorkbench). For glycoprotein engineering, th...
Scientific Gnomad Database
Query gnomAD (Genome Aggregation Database) for population allele frequencies, variant constraint scores (pLI, LOEUF), and loss-of-function intolerance. Essential for variant pathogenicity interpretation, rare disease genetics, and identifying loss...
Scientific Gtars
High-performance toolkit for genomic interval analysis in Rust with Python bindings. Use when working with genomic regions, BED files, coverage tracks, overlap detection, tokenization for ML models, or fragment analysis in computational genomics a...
Scientific Gtex Database
Query GTEx (Genotype-Tissue Expression) portal for tissue-specific gene expression, eQTLs (expression quantitative trait loci), and sQTLs. Essential for linking GWAS variants to gene regulation, understanding tissue-specific expression, and interp...
Scientific Gwas Database
Query NHGRI-EBI GWAS Catalog for SNP-trait associations. Search variants by rs ID, disease/trait, gene, retrieve p-values and summary statistics, for genetic epidemiology and polygenic risk scores.
Scientific Histolab
Lightweight WSI tile extraction and preprocessing. Use for basic slide processing tissue detection, tile extraction, stain normalization for H&E images. Best for simple pipelines, dataset preparation, quick tile-based analysis. For advanced spatia...
Scientific Hmdb Database
Access Human Metabolome Database (220K+ metabolites). Search by name/ID/structure, retrieve chemical properties, biomarker data, NMR/MS spectra, pathways, for metabolomics and identification.
Scientific Imaging Data Commons
Query and download public cancer imaging data from NCI Imaging Data Commons using idc-index. Use for accessing large-scale radiology (CT, MR, PET) and pathology datasets for AI training or research. No authentication required. Query by metadata, v...
Scientific Interpro Database
Query InterPro for protein family, domain, and functional site annotations. Integrates Pfam, PANTHER, PRINTS, SMART, SUPERFAMILY, and 11 other member databases. Use for protein function prediction, domain architecture analysis, evolutionary classi...
Scientific Iso 13485 Certification
Comprehensive toolkit for preparing ISO 13485 certification documentation for medical device Quality Management Systems. Use when users need help with ISO 13485 QMS documentation, including (1) conducting gap analysis of existing documentation, (2...
Scientific Jaspar Database
Query JASPAR for transcription factor binding site (TFBS) profiles (PWMs/PFMs). Search by TF name, species, or class; scan DNA sequences for TF binding sites; compare matrices; essential for regulatory genomics, motif analysis, and GWAS regulatory...
Scientific Kegg Database
Direct REST API access to KEGG (academic use only). Pathway analysis, gene-pathway mapping, metabolic pathways, drug interactions, ID conversion. For Python workflows with multiple databases, prefer bioservices. Use this for direct HTTP/REST work ...
Scientific Labarchive Integration
Electronic lab notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate with Protocols.io/Jupyter/REDCap, for programmatic ELN workflows.
Scientific Lamindb
This skill should be used when working with LaminDB, an open-source data framework for biology that makes data queryable, traceable, reproducible, and FAIR. Use when managing biological datasets (scRNA-seq, spatial, flow cytometry, etc.), tracking...
Scientific Latchbio Integration
Latch platform for bioinformatics workflows. Build pipelines with Latch SDK, @workflow/@task decorators, deploy serverless workflows, LatchFile/LatchDir, Nextflow/Snakemake integration.
Scientific Matchms
Spectral similarity and compound identification for metabolomics. Use for comparing mass spectra, computing similarity scores (cosine, modified cosine), and identifying unknown compounds from spectral libraries. Best for metabolite identification,...
Scientific Medchem
Medicinal chemistry filters. Apply drug-likeness rules (Lipinski, Veber), PAINS filters, structural alerts, complexity metrics, for compound prioritization and library filtering.
Scientific Metabolomics Workbench Database
Access NIH Metabolomics Workbench via REST API (4,200+ studies). Query metabolites, RefMet nomenclature, MS/NMR data, m/z searches, study metadata, for metabolomics and biomarker discovery.
Scientific Molecular Dynamics
Run and analyze molecular dynamics simulations with OpenMM and MDAnalysis. Set up protein/small molecule systems, define force fields, run energy minimization and production MD, analyze trajectories (RMSD, RMSF, contact maps, free energy surfaces)...
Scientific Molfeat
Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMILES to features, for QSAR and molecular ML.
Scientific Monarch Database
Query the Monarch Initiative knowledge graph for disease-gene-phenotype associations across species. Integrates OMIM, ORPHANET, HPO, ClinVar, and model organism databases. Use for rare disease gene discovery, phenotype-to-gene mapping, cross-speci...
Scientific Neurokit2
Comprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG, EMG, and EOG signals. Use this skill when processing cardiovascular signals, brain activity, electrodermal responses, respiratory patter...
Scientific Neuropixels Analysis
Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assisted visual analysis, for Neuropixels 1.0/2.0 extracellular electrophysiology....
Scientific Omero Integration
Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows.
Scientific Openalex Database
Query and analyze scholarly literature using the OpenAlex database. This skill should be used when searching for academic papers, analyzing research trends, finding works by authors or institutions, tracking citations, discovering open access publ...
Scientific Opentargets Database
Query Open Targets Platform for target-disease associations, drug target discovery, tractability/safety data, genetics/omics evidence, known drugs, for therapeutic target identification.
Scientific Opentrons Integration
Official Opentrons Protocol API for OT-2 and Flex robots. Use when writing protocols specifically for Opentrons hardware with full access to Protocol API v2 features. Best for production Opentrons protocols, official API compatibility. For multi-v...
Scientific Pathml
Full-featured computational pathology toolkit. Use for advanced WSI analysis including multiplexed immunofluorescence (CODEX, Vectra), nucleus segmentation, tissue graph construction, and ML model training on pathology data. Supports 160+ slide fo...
Scientific Pdb Database
Access RCSB PDB for 3D protein/nucleic acid structures. Search by text/sequence/structure, download coordinates (PDB/mmCIF), retrieve metadata, for structural biology and drug discovery.
Scientific Phylogenetics
Build and analyze phylogenetic trees using MAFFT (multiple alignment), IQ-TREE 2 (maximum likelihood), and FastTree (fast NJ/ML). Visualize with ETE3 or FigTree. For evolutionary analysis, microbial genomics, viral phylodynamics, protein family an...
Scientific Protocolsio Integration
Integration with protocols.io API for managing scientific protocols. This skill should be used when working with protocols.io to search, create, update, or publish protocols; manage protocol steps and materials; handle discussions and comments; or...
Scientific Pubchem Database
Query PubChem via PUG-REST API/PubChemPy (110M+ compounds). Search by name/CID/SMILES, retrieve properties, similarity/substructure searches, bioactivity, for cheminformatics.
Scientific Pubmed Database
Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation management. For Python workflows, prefer biopython (Bio.Entrez). Use this for direct HTTP/REST work or custom API implementations.
Scientific Pydeseq2
Differential gene expression analysis (Python DESeq2). Identify DE genes from bulk RNA-seq counts, Wald tests, FDR correction, volcano/MA plots, for RNA-seq analysis.
Scientific Pydicom
Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when reading, writing, or modifying medical imaging data in DICOM format, extracting pixel data from medical images (CT, MRI, X-ray, ultra...
Scientific Pyhealth
Comprehensive healthcare AI toolkit for developing, testing, and deploying machine learning models with clinical data. This skill should be used when working with electronic health records (EHR), clinical prediction tasks (mortality, readmission, ...
Scientific Pylabrobot
Vendor-agnostic lab automation framework. Use when controlling multiple equipment types (Hamilton, Tecan, Opentrons, plate readers, pumps) or needing unified programming across different vendors. Best for complex workflows, multi-vendor setups, si...
Scientific Pyopenms
Complete mass spectrometry analysis platform. Use for proteomics workflows feature detection, peptide identification, protein quantification, and complex LC-MS/MS pipelines. Supports extensive file formats and algorithms. Best for proteomics, comp...
Scientific Pysam
Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.
Scientific Pytdc
Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molecular oracles, for therapeutic ML and pharmacological prediction.
Scientific Rdkit
Cheminformatics toolkit for fine-grained molecular control. SMILES/SDF parsing, descriptors (MW, LogP, TPSA), fingerprints, substructure search, 2D/3D generation, similarity, reactions. For standard workflows with simpler interface, use datamol (w...
Scientific Reactome Database
Query Reactome REST API for pathway analysis, enrichment, gene-pathway mapping, disease pathways, molecular interactions, expression analysis, for systems biology studies.
Scientific Rowan
Cloud-based quantum chemistry platform with Python API. Preferred for computational chemistry workflows including pKa prediction, geometry optimization, conformer searching, molecular property calculations, protein-ligand docking (AutoDock Vina), ...
Scientific Scanpy
Standard single-cell RNA-seq analysis pipeline. Use for QC, normalization, dimensionality reduction (PCA/UMAP/t-SNE), clustering, differential expression, and visualization. Best for exploratory scRNA-seq analysis with established workflows. For d...
Scientific Scikit Bio
Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac), ordination (PCoA), PERMANOVA, FASTA/Newick I/O, for microbiome analysis.
Scientific Scikit Survival
Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival. Use this skill when working with censored survival data, performing time-to-event analysis, fitting Cox models, Random Survival Forests, Gradie...
Scientific Scvelo
RNA velocity analysis with scVelo. Estimate cell state transitions from unspliced/spliced mRNA dynamics, infer trajectory directions, compute latent time, and identify driver genes in single-cell RNA-seq data. Complements Scanpy/scVI-tools for tra...
Scientific Scvi Tools
Deep generative models for single-cell omics. Use when you need probabilistic batch correction (scVI), transfer learning, differential expression with uncertainty, or multi-modal integration (TOTALVI, MultiVI). Best for advanced modeling, batch ef...
Scientific String Database
Query STRING API for protein-protein interactions (59M proteins, 20B interactions). Network analysis, GO/KEGG enrichment, interaction discovery, 5000+ species, for systems biology.
Scientific Tiledbvcf
Efficient storage and retrieval of genomic variant data using TileDB. Scalable VCF/BCF ingestion, incremental sample addition, compressed storage, parallel queries, and export capabilities for population genomics.
Scientific Torchdrug
PyTorch-native graph neural networks for molecules and proteins. Use when building custom GNN architectures for drug discovery, protein modeling, or knowledge graph reasoning. Best for custom model development, protein property prediction, retrosy...
Scientific Treatment Plans
Generate concise (3-4 page), focused medical treatment plans in LaTeX/PDF format for all clinical specialties. Supports general medical treatment, rehabilitation therapy, mental health care, chronic disease management, perioperative care, and pain...
Scientific Uniprot Database
Direct REST API access to UniProt. Protein searches, FASTA retrieval, ID mapping, Swiss-Prot/TrEMBL. For Python workflows with multiple databases, prefer bioservices (unified interface to 40+ services). Use this for direct HTTP/REST work or UniPro...
Scientific Uspto Database
Access USPTO APIs for patent/trademark searches, examination history (PEDS), assignments, citations, office actions, TSDR, for IP analysis and prior art searches.
Scientific Zinc Database
Access ZINC (230M+ purchasable compounds). Search by ZINC ID/SMILES, similarity searches, 3D-ready structures for docking, analog discovery, for virtual screening and drug discovery.
Iterative Build & Fix Loop
Run builds in a loop that automatically detects errors, fixes them, and re-runs until the build succeeds. Works with any build system: npm, cargo, go, make, gradle, and more.
Interactive Research Interview
Use Claude as an interviewer to formalize vague ideas into concrete specifications. Transform 'I have this intuition...' into a clear research plan.
Knowledge Base Builder
Build a structured knowledge base for your domain with notation registries, application databases, design principles, and anti-patterns.
Orchestrator Contractor Mode
Let Claude autonomously coordinate multi-step tasks like a contractor — planning, implementing, reviewing, fixing, and verifying without constant supervision.
Parallel Task Agents
Spawn multiple Claude agents simultaneously to handle independent subtasks. Review 3 papers at once, analyze multiple files in parallel, or run concurrent simulations.
Plan-First Workflow
Get Claude to plan before executing complex tasks. Prevents wasted effort by getting user approval on approach before writing code or making changes.
Literature Review Synthesis
Systematically search, analyze, and synthesize research literature. Extract key findings, identify gaps, and produce structured literature reviews.
Manuscript Referee Review
Get a thorough pre-submission review with referee-style objections. Identify weaknesses before reviewers do, and strengthen your paper proactively.
Multi-Agent Parallel Review
Run multiple specialized review agents in parallel — proofreader, code reviewer, security auditor, etc. Each agent focuses on one dimension with full attention.
Proofread Review Agent
Deploy a specialized proofreading agent that focuses solely on grammar, spelling, punctuation, and clarity. Catches errors that general reviews miss by having laser focus on language.
Quality Gates System
Implement a scoring system (0-100) that blocks commits below threshold. 80+ to commit, 90+ for PR, 95+ for excellence. Prevents shipping subpar work.
Data & Reporting(55)
View all →Chart & Data Visualization Designer
Design effective data visualizations and charts. Generate chart configurations for ECharts, Chart.js, and other libraries. Create dashboards and reports.
Data Analysis Validator
QA-review data analysis for methodology, accuracy, and presentation before sharing
Data Context Extractor
Extract company-specific data knowledge and generate tailored analysis templates
Data Question Analyzer
Answer data questions ranging from quick lookups to formal analytical reports
Data Visualization Creator
Create publication-quality data visualizations with matplotlib, plotly, or Chart.js
Dataset Explorer
Profile datasets to understand shape, quality, distributions, and key patterns
Spreadsheet Data Analyst
Analyze spreadsheet data, generate insights, create visualizations, and build reports from Excel/CSV data.
Data Extraction Assistant
Extract structured data from PDFs, Word docs, emails, and HTML using the unstructured library.
Data Pipeline Builder
Data pipeline and ETL automation - extract, transform, load workflows for data integration and analytics
Excel Automation Workflows
Automate Excel workflows including real-time control, VBA execution, and dashboard updates using xlwings.
Engagement Pattern Analyzer
Analyze which posts get saved vs liked vs replied to, find the patterns, and separate what your audience actually values from vanity engagement.
Funnel Metrics Analyst
Get a daily one-paragraph analysis of your funnel metrics — what moved, what's stalling, and what to do about it. An actual opinion, not a dashboard.
Interactive Dashboard Builder
Build self-contained HTML dashboards with Chart.js for data visualization
Automated Report Generator
Generate professional data reports with charts, tables, and visualizations
SaaS Metrics Dashboard
SaaS business metrics analysis - MRR, ARR, Churn, LTV, CAC, cohort analysis, and investor reporting
Google Sheets Automation
Google Sheets automation workflows - data sync, task management, reporting dashboards, and multi-platform integrations
Table Extraction from Documents
Extract tables from PDF documents with support for merged cells and multi-page layouts using camelot.
Weekly Report Generator
Create consistent, well-structured weekly status reports that communicate progress and plans effectively.
Excel File Manipulation
Create, edit, and manipulate Excel spreadsheets programmatically using openpyxl
KPI Variance Analysis & Commentary
Generate variance analysis commentary explaining why KPIs deviated from targets with root causes and corrective actions.
Report Automation Designer
Design automated reporting systems with data flow mapping, template creation, and delivery scheduling.
Survey Results Analyzer
Analyze survey responses to identify themes, segment insights, and generate executive-ready reports with visualizations.
Trend Identification & Forecasting Narrative
Identify trends in business data and generate forward-looking forecasting narratives with confidence levels and scenarios.
Scientific Dask
Distributed computing for larger-than-RAM pandas/NumPy workflows. Use when you need to scale existing pandas/NumPy code beyond memory or across clusters. Best for parallel file processing, distributed ML, integration with existing pandas code. For...
Scientific Datacommons Client
Work with Data Commons, a platform providing programmatic access to public statistical data from global sources. Use this skill when working with demographic data, economic indicators, health statistics, environmental data, or any public datasets ...
Scientific Exploratory Data Analysis
Perform comprehensive exploratory data analysis on scientific data files across 200+ file formats. This skill should be used when analyzing any scientific data file to understand its structure, content, quality, and characteristics. Automatically ...
Scientific Geomaster
Comprehensive geospatial science skill covering remote sensing, GIS, spatial analysis, machine learning for earth observation, and 30+ scientific domains. Supports satellite imagery processing (Sentinel, Landsat, MODIS, SAR, hyperspectral), vector...
Scientific Geopandas
Python library for working with geospatial vector data including shapefiles, GeoJSON, and GeoPackage files. Use when working with geographic data for spatial analysis, geometric operations, coordinate transformations, spatial joins, overlay operat...
Scientific Hypogenic
Automated LLM-driven hypothesis generation and testing on tabular datasets. Use when you want to systematically explore hypotheses about patterns in empirical data (e.g., deception detection, content analysis). Combines literature insights with da...
Scientific Infographics
'Create professional infographics using Nano Banana Pro AI with smart iterative refinement. Uses Gemini 3 Pro for quality review. Integrates research-lookup and web search for accurate data. Supports 10 infographic types, 8 industry styles, and co...
Scientific Matplotlib
Low-level plotting library for full customization. Use when you need fine-grained control over every plot element, creating novel plot types, or integrating with specific scientific workflows. Export to PNG/PDF/SVG for publication. For quick stati...
Scientific Networkx
Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python. Use when working with network/graph data structures, analyzing relationships between entities, computing graph algorithms (shortest paths, centra...
Scientific Plotly
Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for dashboards, exploratory analysis, and presentations. For static publication figures use matplotlib or scientific-visualization.
Scientific Polars
Fast in-memory DataFrame library for datasets that fit in RAM. Use when pandas is too slow but data still fits in memory. Lazy evaluation, parallel execution, Apache Arrow backend. Best for 1-100GB datasets, ETL pipelines, faster pandas replacemen...
Scientific Pymc
Bayesian modeling with PyMC. Build hierarchical models, MCMC (NUTS), variational inference, LOO/WAIC comparison, posterior checks, for probabilistic programming and inference.
Scientific Pymoo
Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.
Scientific Scientific Schematics
Create publication-quality scientific diagrams using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.1 Pro Preview for quality review. Only regenerates if quality is below threshold for your document type. Specialized in neural net...
Scientific Scientific Visualization
Meta-skill for publication-ready figures. Use when creating journal submission figures requiring multi-panel layouts, significance annotations, error bars, colorblind-safe palettes, and specific journal formatting (Nature, Science, Cell). Orchestr...
Scientific Scikit Learn
Machine learning in Python with scikit-learn. Use when working with supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), model evaluation, hyperparameter tuning, preprocessing, or building...
Scientific Seaborn
Statistical visualization with pandas integration. Use for quick exploration of distributions, relationships, and categorical comparisons with attractive defaults. Best for box plots, violin plots, pair plots, heatmaps. Built on matplotlib. For in...
Scientific Shap
Model interpretability and explainability using SHAP (SHapley Additive exPlanations). Use this skill when explaining machine learning model predictions, computing feature importance, generating SHAP plots (waterfall, beeswarm, bar, scatter, force,...
Scientific Simpy
Process-based discrete-event simulation framework in Python. Use this skill when building simulations of systems with processes, queues, resources, and time-based events such as manufacturing systems, service operations, network traffic, logistics...
Scientific Statistical Analysis
Guided statistical analysis with test selection and reporting. Use when you need help choosing appropriate tests for your data, assumption checking, power analysis, and APA-formatted results. Best for academic research reporting, test selection gu...
Scientific Statsmodels
Statistical models library for Python. Use when you need specific model classes (OLS, GLM, mixed models, ARIMA) with detailed diagnostics, residuals, and inference. Best for econometrics, time series, rigorous inference with coefficient tables. Fo...
Scientific Timesfm Forecasting
Zero-shot time series forecasting with Google's TimesFM foundation model. Use for any univariate time series (sales, sensors, energy, vitals, weather) without training a custom model. Supports CSV/DataFrame/array inputs with point forecasts and pr...
Scientific Torch Geometric
Graph Neural Networks (PyG). Node/graph classification, link prediction, GCN, GAT, GraphSAGE, heterogeneous graphs, molecular property prediction, for geometric deep learning.
Scientific Umap Learn
UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HDBSCAN), supervised/parametric UMAP, for high-dimensional data.
Scientific Vaex
Use this skill for processing and analyzing large tabular datasets (billions of rows) that exceed available RAM. Vaex excels at out-of-core DataFrame operations, lazy evaluation, fast aggregations, efficient visualization of big data, and machine ...
Natural Language SQL Writer
Write optimized SQL queries from plain English across multiple database dialects
Cohort & Segment Analysis
Perform cohort analysis and customer segmentation to identify behavioral patterns, retention trends, and high-value groups.
Customer Feedback Synthesizer
Synthesize customer feedback from multiple channels into actionable themes, sentiment analysis, and product insights.
Dashboard Narrative Generator
Transform dashboard data and KPI snapshots into compelling written narratives that explain the story behind the numbers.
Data Cleanup & Formatting
Clean, standardize, and validate messy data files — fix formats, remove duplicates, and get analysis-ready datasets.
Data Quality Assessment
Assess data quality across completeness, accuracy, consistency, and timeliness with remediation priorities.
Executive Summary Generator
Distill detailed reports into concise executive summaries with key findings, implications, and decision recommendations.
Research & Writing(36)
View all →Article Writing Pipeline — From Idea to Published Draft
Turn scattered blog ideas into polished articles with a structured writing pipeline. Score angles, build SEO outlines, and generate first drafts — all saved as files you can edit and publish.
Content Research Writer
Collaborative writing assistant for outlining, research, citations, and section-by-section feedback on articles, blogs, and technical content.
Business Document Generator
Create professional business documents including project proposals, business plans, and annual budgets from templates.
Bulk Document Synthesizer
Convert large collections of PDFs and documents into markdown, analyze them against a relevance matrix, and synthesize findings into a cohesive narrative report with citations.
Deep Research Assistant
Conduct comprehensive research on any topic. Synthesize information from multiple angles, provide structured analysis, and generate detailed research reports.
Critic Agent
Make Claude self-correct its own writing by spinning up an internal critic that reviews drafts against your voice and style rules — up to 3 rounds, no manual editing needed.
Fact Checker
Verify claims against multiple sources, assess accuracy with confidence scores, detect bias, cross-reference evidence, and produce structured verification reports.
Advanced Web Search Assistant
Formulate effective web search queries, analyze search results, and synthesize findings. Optimize search strategies for different types of information needs.
Voice Note to Article Converter
Transform rambling voice recordings and brainstorms into coherent article outlines and polished drafts.
Writing Enhancement Coach
Get iterative feedback on outlines, research assistance, and section-by-section writing guidance for articles and essays.
Scientific Bgpt Paper Search
Search scientific papers and retrieve structured experimental data extracted from full-text studies via the BGPT MCP server. Returns 25+ fields per paper including methods, results, sample sizes, quality scores, and conclusions. Use for literature...
Scientific Citation Management
Comprehensive citation management for academic research. Search Google Scholar and PubMed for papers, extract accurate metadata, validate citations, and generate properly formatted BibTeX entries. This skill should be used when you need to find pa...
Research Synthesis Engine
Synthesize multiple research sources into a structured analysis with themes, conflicts, data points, and actionable implications.
User Research Synthesis
Synthesize user interviews, surveys, and usability tests into actionable insights with themes, personas, and design recommendations.
Research Synthesizer
Synthesize findings across multiple documents, reports, or transcripts with theme identification, contradiction mapping, gap analysis, and confidence-scored insights.
Research Paper Writer
Write formal academic papers meeting IEEE/ACM publication standards with proper structure, citations, and scholarly conventions.
Scientific Consciousness Council
Run a multi-perspective Mind Council deliberation on any question, decision, or creative challenge. Use this skill whenever the user wants diverse viewpoints, needs help making a tough decision, asks for a council/panel/board discussion, wants to ...
Scientific Hypothesis Generation
Structured hypothesis formulation from observations. Use when you have experimental observations or data and need to formulate testable hypotheses with predictions, propose mechanisms, and design experiments to test them. Follows scientific method...
Scientific Literature Review
Conduct comprehensive, systematic literature reviews using multiple academic databases (PubMed, arXiv, bioRxiv, Semantic Scholar, etc.). This skill should be used when conducting systematic literature reviews, meta-analyses, research synthesis, or...
Scientific Open Notebook
Self-hosted, open-source alternative to Google NotebookLM for AI-powered research and document analysis. Use when organizing research materials into notebooks, ingesting diverse content sources (PDFs, videos, audio, web pages, Office documents), g...
Scientific Peer Review
Structured manuscript/grant review with checklist-based evaluation. Use when writing formal peer reviews with specific criteria methodology assessment, statistical validity, reporting standards compliance (CONSORT/STROBE), and constructive feedbac...
Scientific Pyzotero
Interact with Zotero reference management libraries using the pyzotero Python client. Retrieve, create, update, and delete items, collections, tags, and attachments via the Zotero Web API v3. Use this skill when working with Zotero libraries progr...
Scientific Research Grants
Write competitive research proposals for NSF, NIH, DOE, DARPA, and Taiwan NSTC. Agency-specific formatting, review criteria, budget preparation, broader impacts, significance statements, innovation narratives, and compliance with submission requir...
Scientific Research Lookup
Look up current research information using the Parallel Chat API (primary) or Perplexity sonar-pro-search (academic paper searches). Automatically routes queries to the best backend. Use for finding papers, gathering research data, and verifying s...
Scientific Scholar Evaluation
Systematically evaluate scholarly work using the ScholarEval framework, providing structured assessment across research quality dimensions including problem formulation, methodology, analysis, and writing with quantitative scoring and actionable f...
Scientific Scientific Brainstorming
Creative research ideation and exploration. Use for open-ended brainstorming sessions, exploring interdisciplinary connections, challenging assumptions, or identifying research gaps. Best for early-stage research planning when you do not have spec...
Scientific Scientific Critical Thinking
Evaluate scientific claims and evidence quality. Use for assessing experimental design validity, identifying biases and confounders, applying evidence grading frameworks (GRADE, Cochrane Risk of Bias), or teaching critical analysis. Best for under...
Scientific Scientific Writing
Core skill for the deep research and writing tool. Write scientific manuscripts in full paragraphs (never bullet points). Use two-stage process with (1) section outlines with key points using research-lookup then (2) convert to flowing prose. IMRA...
Scientific Venue Templates
Access comprehensive LaTeX templates, formatting requirements, and submission guidelines for major scientific publication venues (Nature, Science, PLOS, IEEE, ACM), academic conferences (NeurIPS, ICML, CVPR, CHI), research posters, and grant propo...
Scientific What If Oracle
Run structured What-If scenario analysis with multi-branch possibility exploration. Use this skill when the user asks speculative questions like 'what if...', 'what would happen if...', 'what are the possibilities', 'explore scenarios', 'scenario ...
News Monitoring & Alerts
Set up news monitoring strategies, analyze news coverage, and synthesize current events. Create news digests and media analysis reports.
Literature Review Builder
Track papers with methodology and findings, group by theme, and draft a narrative literature review organized by insight rather than by source.
Meeting Insights Analyzer
Analyze meeting transcripts to reveal communication patterns, behavioral tendencies, and leadership effectiveness with timestamped feedback.
Multi-Source Research Synthesis
Dump research from multiple sources into one place, then have Claude find patterns, contradictions, and gaps across all of them.
Document Summarizer
Get role-specific summaries from any document — executive summaries, key findings, implications, and recommended actions.
Real-Time Intelligence Synthesis
Analyze multiple live data streams—news, social feeds, reports, documents—and synthesize them into actionable intelligence briefs with risk assessments.
Bio Research(4)
View all →Instrument Data Converter
Convert lab instrument files to Allotrope ASM format with automated validation
Single-Cell RNA-seq QC
Automated quality control for single-cell RNA-seq data with filtering and visualization
Scientific Problem Selector
Systematic framework for choosing research problems based on Fischbach and Walsh criteria
Nextflow Pipeline Runner
Run nf-core bioinformatics pipelines for RNA-seq, WGS, and ATAC-seq analysis
Knowledge Management(11)
View all →AI Knowledge Library with Historical Personas
Build a personal knowledge library where AI personas (Turing, Curie, and more) write editorials from your notes. A Zettelkasten-powered learning system using Claude Code.
AI-Powered Second Brain
Transform your notes into a queryable knowledge base that synthesizes information and surfaces connections.
Background Research Processor
Conduct research in the background while you focus on other work, with compiled findings and summaries.
Chat History Mind Mapper — Visualize AI Conversations
Export Claude or ChatGPT chat history, chunk it into summaries, and generate a visual mind map of topics and insights. Perfect for importing into NotebookLM or Obsidian.
Tips & Knowledge Curator
Process emails containing tips and insights, assess quality with novelty and credibility ratings, and maintain a curated knowledge log.
Knowledge Base & FAQ Generation
Build structured knowledge bases and FAQ libraries from support tickets, documentation, and subject matter expertise.
Quick Reference Guide Creator
Turn complex processes and tribal knowledge into scannable, one-page quick reference guides and cheat sheets.
Personal Context Library
Build a persistent knowledge base of context docs that Claude can access across all conversations - your business, career, goals, and more.
Personal Knowledge Base — Build a Searchable Second Brain
Build a searchable second brain that captures insights with topic clusters and connections between ideas. Never lose a brilliant idea again — Claude Code finds and synthesizes your notes on demand.
Obsidian Knowledge System
Manage your Obsidian vault — auto-generate Maps of Content, build smart tagging taxonomies, discover hidden connections, audit vault health, and consolidate scattered notes.
Reading Analysis System
Turn passive reading into active learning — capture key arguments, connect books to each other, and identify what to read next to fill gaps.
Explore Other Roles
AI Tools for Engineers & Developers
Automate changelogs, documentation, code review, CI/CD, and development workflows.
AI Tools for Executives & Directors
Strategic analysis, competitive intelligence, board presentations, and decision support.
AI Tools for Startup Founders
Launch faster with marketing, market research, legal, hiring, and sales playbooks.
AI Tools for Students & Educators
Study smarter with research assistance, note organization, and learning workflows.
AI Tools for Operations Managers
Streamline SOPs, compliance audits, vendor evaluation, and process documentation.
AI Tools for Marketers
Generate ad copy, manage campaigns, analyze competitors, and scale content production.