Data & Science skills for AI agents (402 skills)

Skills for data and science: SQL, statistics, biology, chemistry, machine learning and research.

Every skill below uses the SKILL.md standard, so it installs on Claude Code, Codex, Hermes Agent and DeepSeek (Deep Code). Open a skill to read it and grab the install command.

13c-metabolic-flux – Estimates intracellular metabolic fluxes from steady-state carbon-13 isotope-tracing measurements using validated atom…
360-feedback-system – 360 feedback register: reviewer, subject, review cycle, visibility, due date and score, as CSV, SQL, JSON Schema or…
accelerate – Run PyTorch training across GPUs with minimal changes.
aeon – This skill should be used for time series machine learning tasks including classification, regression, clustering…
access-matrix – Access matrix of role-by-module permissions, with per-role scope, confidentiality level and SME tier, as CSV, SQL…
airflow-dag-patterns – Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and deployment. Use when…
anndata – Handles annotated matrices in single-cell analysis, .h5ad and Zarr files, and integration with the scverse ecosystem…
arbor – Applies Arbor Hypothesis Tree Refinement to research artifacts with repeatable evaluators, including model training…
arboreto – Infers candidate gene regulatory networks from bulk or single-cell expression data using AertsLab Arboreto GRNBoost2…
accounting-software-selection – Scores shortlisted accounting packages against 57 evidence-backed fields, emitted as CSV, SQL, JSON Schema or Notion…
admin-access-register – Admin account register: system, main and backup admin, seats, plan, 2FA, shared logins and access-review dates, as…
autoskill – Analyzes user-requested Screenpipe history windows to detect repeated research workflows, match existing scientific…
discernment-nudge – After you give a substantive answer or draft that the user may act on — advice or recommendations, drafted artifacts…
bgpt-paper-search – Searches BGPT scientific papers by topic or DOI and retrieves claim-level evidence extracted from full text, including…
bids – Organizes, queries, validates, and converts Brain Imaging Data Structure (BIDS) datasets. Supports organizing…
biopython – Provides Biopython workflows for sequence manipulation, file parsing (FASTA/GenBank/PDB), phylogenetics, and…
arxiv – Search arXiv papers by keyword, author, category, or ID.
bioservices – Provides a Python interface to bioinformatics services including UniProt, KEGG, ChEMBL, Reactome, QuickGO, and…
bulk-rnaseq – Prepares bulk RNA-seq FASTQ, Salmon, STAR or featureCounts output for gene-level differential expression. Covers…
cross-wave-delta-analysis – Compare recon waves to find NEW, REGRESSED, PERSISTENT findings.
deprecation-and-migration – Manages deprecation and migration. Use when removing old systems, APIs, or features. Use when migrating users from one…
skill-creator – Create new skills, modify and improve existing skills, and measure skill performance. Use when users want to create a…
cellxgene-census – Queries the CZ CELLxGENE Census programmatically for versioned public single-cell and spatial transcriptomics data…
binary-analysis-patterns – Master binary analysis patterns including disassembly, decompilation, control flow analysis, and code pattern…
notion-meeting-intelligence – Prepare meeting materials with Notion context and Codex research; use when gathering context, drafting…
axolotl – Axolotl: YAML LLM fine-tuning (LoRA, DPO, GRPO).
citation-management – Comprehensive citation management for academic research. Search OpenAlex, PubMed, and Google Scholar for papers…
clinical-decision-support – Prepares and validates research-only clinical decision-support evaluation, evidence-profile, cohort, survival…
notion-research-documentation – Research across Notion and synthesize into structured documentation; use when gathering info from multiple Notion…
evidence-hygiene – Evidence-capture and PoC-redaction discipline for bug-bounty submissions: cookie redaction protocol (which fields to…
competitor-profiling – When the user wants to research, profile, or analyze competitors from their URLs. Also use when the user mentions…
clinical-reports – Creates safety-bounded draft structures and runs local deterministic checks for clinical case, diagnostic, trial…
ai-ml – AI and machine learning workflow covering LLM application development, RAG implementation, agent architecture, ML…
bioinformatics – Gateway to 400+ genomics and computational biology skills.
consciousness-council – Structures a multi-perspective council exercise for decisions, research trade-offs, and creative challenges. Simulates…
dask – Scales pandas, NumPy, and custom Python research workflows beyond memory or across clusters with Dask. Covers…
ai-red-teaming – Run structured AI red team exercises for jailbreak resistance, data exfiltration risk, harmful output controls, and…
competitive-landscape – Analyze competition, identify differentiation opportunities, and develop winning market positioning strategies using…
database-lookup – Queries documented public database APIs with explicit endpoints, filters, pagination, and provenance. Used when a…
datalad – Retrieves, versions, and publishes scientific datasets with DataLad and git-annex, and captures computational…
deepchem – Builds molecular property prediction and MoleculeNet workflows with DeepChem, including SMILES featurization, scaffold…
alpha-vantage – Access 20+ years of global financial data: equities, options, forex, crypto, commodities, economic indicators, and 50+…
data-quality-frameworks – Implement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data…
notion-meeting-intelligence – Prepare meeting materials with Notion context and Codex research; use when gathering context, drafting…
alumni-re-hire-tracker – Alumni and re-hire register: former role, last working day, re-hire eligibility, current employer and re-engagement…
data-storytelling – Transform data into compelling narratives using visualization, context, and persuasive structure. Use when presenting…
database-migration – Execute database migrations across ORMs and platforms with zero-downtime strategies, data transformation, and rollback…
notion-research-documentation – Research across Notion and synthesize into structured documentation; use when gathering info from multiple Notion…
chroma – Embedding database for RAG and semantic search.
observability-and-instrumentation – Instruments code so production behavior is visible and diagnosable. Use when adding logging, metrics, tracing, or…
depmap – Retrieves and analyzes Cancer Dependency Map (DepMap) release data, including CRISPR Chronos gene effects, cancer…
dataset-curation – Prepare, format, and validate datasets for supervised fine-tuning and preference training. Use when converting raw…
dbt-transformation-patterns – Master dbt (data build tool) for analytics engineering with model organization, testing, documentation, and…
dnanexus-integration – Builds and operates reproducible genomics workloads on DNAnexus with the dx CLI, dxpy, apps/applets, native workflows…
announcement-board – Announcement board: author, category, department, priority, audience, publish and expiry dates, status and…
anti-reversing-techniques – Analyze anti-debugging, obfuscation, and anti-tamper techniques during authorized binary analysis and reverse…
business-investment-advisor – Business investment analysis and capital allocation advisor. Use when evaluating whether to invest in equipment, real…
customer-research – When the user wants to conduct, analyze, or synthesize customer research. Use when the user mentions "customer…
dependency-upgrade – Manage major dependency version upgrades with compatibility analysis, staged rollout, and comprehensive testing. Use…
capa-officer – CAPA system management for medical device QMS. Covers root cause analysis, corrective action planning, effectiveness…
comps-analysis – Build comparable-company valuation workbooks in Excel.
exploratory-data-analysis – Performs bounded, local exploratory analysis of explicitly supported scientific files. Supports redacted CSV/TSV/JSON…
flowkit – Analyzes flow cytometry data with FlowKit, including spillover compensation, logicle and biexponential transforms…
apify-audience-analysis – Understand audience demographics, preferences, behavior patterns, and engagement quality across Facebook, Instagram…
apify-ecommerce – Extract product data, prices, reviews, and seller information from any e-commerce platform using Apify's E-commerce…
cdo-review – /c-level-agents:cdo-review [plan] — Decision-driven Chief Data Officer interrogation of any plan that touches training…
darwinian-evolver – Evolve prompts/regex/SQL/code with Imbue's evolution loop.
apify-market-research – Analyze market conditions, geographic opportunities, pricing, consumer behavior, and product validation across Google…
apify-trend-analysis – Discover and track emerging trends across Google Trends, Instagram, Facebook, YouTube, and TikTok to inform content…
challenge – Pre-mortem plan analysis. Imagine the plan failed 12 months from now and work backwards to find the weaknesses…
geniml – Supports audited local Geniml genomic-interval workflows: validate BED and universe contracts, plan Region2Vec or…
apk-reverse – Android APK reverse engineering: unpacking, Java decompilation, smali modification, repacking and signing, Frida…
genomic-coordinates – Converts genomic intervals between coordinate conventions, normalises and compares variant representations, and…
genomic-intelligence – Predicts regulatory features, gene structure, and expression directly from DNA sequence using Genomic Intelligence's…
geomaster – Supports geospatial research workflows for remote sensing, vector and raster GIS, spatial statistics, terrain and…
aria – Designs the data model, API contracts, and structural foundation of the system.
gdpr-data-handling – Implement GDPR-compliant data handling with consent management, data subject rights, and privacy by design. Use when…
chief-data-officer-advisor – Chief Data Officer advisory for startups: AI training data rights and consent provenance, data product strategy…
gget – Queries 20+ bioinformatics resources through CLI/Python. Supports quick lookups of gene info, BLAST/BLAT, viral…
asset-it-management – Asset and IT register: serial, model, condition, assignee, location, purchase value, warranty expiry and return date…
astropy – Astropy is the core Python package for astronomy, providing essential functionality for astronomical research and data…
chief-data-officer-advisor – Chief Data Officer advisory for startups: AI training data rights and consent provenance, data product strategy…
drug-discovery – Drug discovery: ChEMBL search, drug-likeness, interactions.
attendance – Daily attendance register: check-in and check-out, hours worked, work mode, late minutes, leave and regularisation…
dspy – DSPy: declarative LM programs, auto-optimize prompts, RAG.
auto-research – Research uncertain questions with an explicit, user-approved web search or ChatGPT consultation, then present options…
clinical-research – Use when designing a prospective clinical study before submission — selecting and classifying endpoints (primary /…
hugging-science – Discovers and evaluates scientific datasets, models, methodology posts, and Spaces through the Hugging Science…
hypogenic – Plans and audits use of ChicagoHAI HypoGeniC/HypoRefine for LLM-assisted hypothesis generation from labeled text…
evaluating-llms-harness – lm-eval-harness: benchmark LLMs (MMLU, GSM8K, etc.).
hypothesis-generation – Formulates evidence-bounded scientific questions, candidate hypotheses, rival explanations, causal or associational…
imaging-data-commons – Queries and downloads public cancer imaging data from NCI Imaging Data Commons. Supports IDC collection discovery…
infographics – Creates and reviews infographics with Nano Banana 2 via OpenRouter. Use for statistical summaries, timelines…
faiss – Fast vector similarity search at billion scale.
lab-hardware-cad – Designs custom laboratory hardware as parametric build123d models and exports fabrication artifacts as STEP, STL, and…
lamindb – Manages biological datasets and models with LaminDB, including artifact registration, lineage tracking, schema…
axonx – Develop AxonX research plugins and operate quantitative research tasks through CLI or MCP, inspecting execution…
incident-runbook-templates – Create structured incident response runbooks with step-by-step procedures, escalation paths, and recovery actions. Use…
collab-proof – Use when you want to understand what Claude contributed vs what you drove in a session. Triggers on: /collab-proof…
flash-attention – Speed up long-sequence transformer training and inference.
azure-ai-ml-py – Azure Machine Learning SDK v2 for Python. Use for ML workspaces, jobs, models, datasets, compute, and pipelines.
mageck – Analyzes pooled CRISPR screen FASTQ reads and guide-count matrices with MAGeCK, validates guide libraries and…
marine-carbonate-chemistry – Solves seawater carbonate chemistry with PyCO2SYS for chemical oceanography, ocean acidification, and marine…
hunt-nosqli – Hunt NoSQL Injection — MongoDB operator injection ($where, $regex, $gt, $ne), CouchDB, Redis command injection, auth…
market-research-reports – Builds evidence-traceable market research reports and assumption-driven market sizing or forecast scenarios. Use for…
grounded-citations – Ground answers and documents in cited, verifiable sources.
market-sizing-analysis – Calculate TAM/SAM/SOM for market opportunities using top-down, bottom-up, and value theory methodologies. Use this…
context-engine – Loads and manages company context for all C-suite advisor skills. Reads ~/.claude/company-context.md, detects stale…
matplotlib – Creates and customizes scientific plots with Matplotlib. Used for fine-grained control over plot elements, novel plot…
medchem – Applies medicinal chemistry filters for compound triage, using drug-likeness rules (Lipinski, Veber, CNS), structural…
molecular-dynamics – Runs and analyzes molecular dynamics simulations with OpenMM and MDAnalysis. Sets up protein/small molecule systems…
ml-pipeline-workflow – Build end-to-end MLOps pipelines from data preparation through model training, validation, and production deployment…
molfeat – Featurizes small molecules with Molfeat for QSAR/QSPR, chemical similarity, virtual screening, and molecular ML…
neurokit2 – Builds and audits reproducible NeuroKit2 research workflows for physiological time-series preprocessing…
hyperliquid – Hyperliquid market data, account history, trade review.
neuropixels-analysis – Analyzes Neuropixels extracellular recordings end-to-end with SpikeInterface. Covers loading SpikeGLX/Open Ephys/NWB…
data-quality-auditor – Audit datasets for completeness, consistency, accuracy, and validity. Profile data distributions, detect anomalies and…
database-designer – Use when the user asks to design database schemas, plan data migrations, optimize queries, choose between SQL and…
database-schema-designer – Use when the user asks to create ERD diagrams, normalize database schemas, design table relationships, or plan schema…
onekgpd – Queries the 1000 Genomes Project dataset (3,202 whole-genome-sequenced individuals, GRCh38) at the level of individual…
deep-research – Run a disciplined, multi-source research investigation for a high-stakes question or decision — fan-out web search…
jupyter-notebook – Iterative Python via live Jupyter kernel (hamelnb).
schema – When the user wants to add, fix, or optimize schema markup and structured data on their site. Also use when the user…
ontology-term-resolution – Resolves free-text scientific labels to ontology term IDs and validates existing CURIEs against the EBI Ontology…
lambda-labs – On-demand GPU cloud instances for ML training.
pacsomatic – Prepares and launches nf-core/pacsomatic matched tumor-normal PacBio HiFi genomics workflows from unaligned BAM…
llama-cpp – llama.cpp local GGUF inference + HF Hub model discovery.
paper-lookup – Searches 18 scholarly APIs for papers, preprints, citations, open-access full text, repository records, and journal OA…
base – Database management, forms, reports, and data operations with LibreOffice Base.
parallel-web – Uses Parallel CLI for web search, URL extraction, deep research, structured data enrichment, entity discovery, and…
binary-analysis-patterns – Comprehensive patterns and techniques for analyzing compiled binaries, understanding assembly code, and reconstructing…
preference-optimization – Align a fine-tuned model with preference data using DPO, ORPO, KTO, or SimPO. Use when preference pairs or…
pathogen-variant-surveillance – Queries public GenSpectrum LAPIS data for pathogen genomic surveillance, current lineage nomenclature, weekly sequence…
biopython – Biopython is a comprehensive set of freely available Python tools for biological computation. It provides…
finance-skills – Router/index for the finance skills bundled in this plugin: financial-analyst (ratio analysis, DCF valuation, budget…
modal – Serverless GPU cloud for ML jobs and model APIs.
pathway-enrichment – Performs pathway and gene-set enrichment analysis on gene lists or ranked gene data and interprets the results. Used…
financial-analyst – Performs financial ratio analysis, DCF valuation, budget variance analysis, and rolling forecast construction for…
nemo-curator – Curate LLM training data: dedupe, filter, PII redaction.
pennylane – Builds and differentiates PennyLane quantum circuits, hybrid PyTorch or JAX models, molecular VQE and QAOA workflows…
protocol-reverse-engineering – Master network protocol reverse engineering including packet analysis, protocol dissection, and custom protocol…
gdpr-dsgvo-expert – GDPR and German DSGVO compliance automation. Scans codebases for privacy risks, generates DPIA documentation, tracks…
obliteratus – OBLITERATUS: abliterate LLM refusals (diff-in-means).
pkpd-modeling – Pharmacokinetic and pharmacodynamic modelling and simulation - non-compartmental analysis, compartmental and…
build – Use when developing a major feature: research the project, create a phased implementation plan, track progress and…
polars – High-performance DataFrame library for Python ETL, analytics, and pandas migration. It supports expression-based data…
business-analyst – Master modern business analysis with AI-powered analytics, real-time dashboards, and data-driven insights. Build…
business-continuity – Develop business continuity plans and impact analysis. Implement BCP testing and communication procedures. Use when…
polars-bio – Performs genomic interval overlap, nearest, merge, coverage, complement and subtraction on Polars DataFrames, and…
grants – NIH grant research skill for clinical researchers. Grill-me intake (research idea + career stage + preliminary data +…
calibrate-first – Measure a dataset's detection floor before reading any trading-signal result, pre-register every test, and report…
primekg – Queries a pinned Precision Medicine Knowledge Graph (PrimeKG) CSV for typed gene, drug, disease, and phenotype nodes…
cc-skill-clickhouse-io – ClickHouse database patterns, query optimization, analytics, and data engineering best practices for high-performance…
osint-investigation – Follow the money via public records and sanctions data.
protocolsio-integration – Reads, validates, and safely exports protocols.io data with current official REST/MCP contracts, or creates…
chord-onchain-trading – Read DEX market data and prepare best-route swap quotes and unsigned swap transactions on eight EVM chains with the…
pybamm – Simulates lithium-ion battery charge, discharge and rest experiments with PyBaMM, records parameter-set provenance…
claude-ally-health – A health assistant skill for medical information analysis, symptom tracking, and wellness guidance.
claude-d3js-skill – This skill provides guidance for creating sophisticated, interactive data visualisations using d3.js.
claude-scientific-skills – Scientific research and analysis skills
interview-mapper – Maps a single interview transcript into a verbatim-grounded, lens-coded structure and checks whether analytic…
peft – Fine-tune large LLMs with LoRA on limited GPU memory.
pyhealth – Builds and validates PyHealth clinical machine-learning pipelines for EHR, signals, imaging, and medical codes. Use…
pymatgen – Analyzes, validates, converts, and transforms materials structures and computed materials data with pymatgen. Use for…
pymoo – Solves and validates single-, multi-, and many-objective optimization with pymoo, including NSGA-II, NSGA-III, MOEA/D…
pyopenms – Processes mass spectrometry data with pyOpenMS. Supports proteomics and metabolomics workflows—feature detection…
pysam – Provides Python/HTSlib workflows for genomic files. Used when reading, querying, filtering, or writing SAM/BAM/CRAM…
pytdc – Provides Therapeutics Data Commons workflows through PyTDC for registry discovery, dataset access, task-aware splits…
pytorch-lightning – Deep learning framework (PyTorch Lightning / lightning package). Organize PyTorch code into LightningModules…
competitor-analysis – Research competitors with Browserbase discovery, enrichment lanes, screenshots, matrices, and HTML reports.
competitor-profiling – When the user wants to research, profile, or analyze competitors from their URLs.
litreview – Searches academic literature through free, keyless PubMed and OpenAlex APIs, optionally augments results with…
constant-time-analysis – Analyze cryptographic code to detect operations that leak secret data through execution timing variations.
llm-wiki – Use when building or maintaining a persistent personal knowledge base (second brain) in Obsidian where an LLM…
pytorch-fsdp – Fully sharded data-parallel training for large models.
pytorch-lightning – Clean training loops with built-in distributed support.
context7-auto-research – Automatically fetch latest library/framework documentation for Claude Code via Context7 API. Use when you need…
market-research – Use when doing upstream market-research methodology — sizing a market as TAM/SAM/SOM computed BOTH top-down and…
qmd – Hybrid local search over notes, docs, and transcripts.
research-grants – Supports research proposal preparation and review for NSF, NIH, DOE, DARPA, and Taiwan NSTC, including…
research-lookup – Compiles current scholarly evidence for a scientific manuscript or research brief when the user explicitly asks to…
credit-cycle-analysis – Debtor and creditor credit-cycle analysis: weighted collection or payment days, ageing buckets, credit limit…
research-paper-writing – Write ML papers for NeurIPS/ICML/ICLR: design→submit.
crossframe-public – Use when CrossFrame Suite routes explicit Chinese analysis of public issues, platform governance, policy…
crossframe-suite – Use when the user explicitly invokes CrossFrame Suite for Chinese structural diagnosis workflows across relationships…
rss-feeds – Read RSS, Atom, JSON feeds; discover feeds behind a page.
customer-research – When the user wants to conduct, analyze, or synthesize customer research.
customer-support – Elite AI-powered customer support specialist mastering conversational AI, automated ticketing, sentiment analysis, and…
saelens – Train sparse autoencoders to interpret model features.
scientific-brainstorming – Facilitates evidence-aware scientific ideation with independent generation, structured discussion, explicit…
scientific-critical-thinking – Evaluates scientific claims and evidence quality. Applies to experimental design validity, biases and confounders…
data-engineer – Build scalable data pipelines, modern data warehouses, and real-time streaming architectures. Implements Apache Spark…
scientific-schematics – Generates scientific diagram drafts using Nano Banana 2 AI with smart iterative refinement. Uses Gemini 3.7 Flash for…
data-engineering-data-driven-feature – Build features guided by data insights, A/B testing, and continuous measurement using specialized agents for analysis…
data-engineering-data-pipeline – You are a data pipeline architecture expert specializing in scalable, reliable, and cost-effective data pipelines for…
data-export-engine – Data export log: source module, purpose, format, requester and approver, delivery dates, personal-data flag and…
data-privacy-controls – Data privacy control register: data category, lawful basis, retention period, access roles, encryption and consent…
data-quality-frameworks – Implement data quality validation with Great Expectations, dbt tests, and data contracts. Use when building data…
data-scientist – Expert data scientist for advanced analytics, machine learning, and statistical modeling. Handles complex data…
data-storytelling – Transform raw data into compelling narratives that drive decisions and inspire action.
data-structure-protocol – Give agents persistent structural memory of a codebase — navigate dependencies, track public APIs, and understand why…
database – Database development and operations workflow covering SQL, NoSQL, database design, migrations, optimization, and data…
database-admin – Expert database administrator specializing in modern cloud databases, automation, and reliability engineering.
database-architect – Expert database architect specializing in data layer design from scratch, technology selection, schema modeling, and…
database-backups – Implement database backup strategies. Configure automated backups, retention, and recovery testing. Use when designing…
database-migration – Master database schema and data migrations across ORMs (Sequelize, TypeORM, Prisma), including rollback strategies and…
database-migrations-migration-observability – Migration monitoring, CDC, and observability infrastructure
searxng-search – Free keyless meta-search aggregating 70+ engines.
scientific-visualization – Creates and audits truthful, accessible, publication-ready scientific figures with Matplotlib, Seaborn, or Plotly. Use…
database-migrations-sql-migrations – SQL database migrations with zero-downtime strategies for PostgreSQL, MySQL, and SQL Server. Focus on data integrity…
database-optimizer – Expert database optimizer specializing in modern performance tuning, query optimization, and scalable architectures.
scientific-writing – Drafts, revises, and audits scientific manuscripts or reports with explicit evidence provenance, reporting-guideline…
dbt-transformation-patterns – Production-ready patterns for dbt (data build tool) including model organization, testing strategies, documentation…
serving-llms-vllm – vLLM: high-throughput LLM serving, OpenAI API, quantization.
scikit-bio – Biological data toolkit. Sequence analysis, alignments, phylogenetic trees, diversity metrics (alpha/beta, UniFrac)…
spark-environment-setup – Set up a working ML training/inference environment on NVIDIA DGX Spark (GB10, aarch64, CUDA 13). Use when installing…
scikit-learn – Supports machine learning in Python with scikit-learn. Applies when working with supervised learning (classification…
deep-research – Run autonomous research tasks that plan, search, read, and synthesize information into comprehensive reports.
deep-research-framework – Framework for deep research reports: define the question and tier sources first, cross-verify, then write…
dependency-analysis – Analyze internal and package dependencies using Ontoly graph traversal. Use when asked which modules, packages…
spark-optimization – Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving…
scvelo – Performs RNA velocity analysis with scVelo from spliced and unspliced single-cell RNA counts. Fits deterministic or…
dependency-upgrade – Master major dependency version upgrades, compatibility analysis, staged upgrade strategies, and comprehensive testing…
spark-training-gotchas – Preflight and diagnose the ten known failure modes for ML training on NVIDIA DGX Spark. Use when a training run on DGX…
scvi-tools – Fits probabilistic models for single-cell omics, including scVI batch integration, scANVI annotation, totalVI…
sql-optimization-patterns – Master SQL query optimization, indexing strategies, and EXPLAIN analysis to dramatically improve database performance…
seaborn – Creates Seaborn statistical visualizations with pandas integration for distributions, relationships, categorical…
startup-financial-modeling – Build comprehensive 3-5 year financial models with revenue projections, cost structures, cash flow analysis, and…
simpo – Reference-free preference alignment, simpler than DPO.
statistical-analysis – Guided statistical analysis for research data - test selection, assumption checking, effect sizes, power analysis…
statistical-power – Calculates sample sizes and statistical power for study planning. Applies when someone asks "how many…
statsmodels – Fits and diagnoses Python statistical models including OLS, GLM, discrete and mixed models, ARIMA and SARIMAX…
docs-generator – Generate technical deliverables from completed analysis: reverse-engineering reports, penetration-test reports, CTF…
team-composition-analysis – Design optimal team structures, hiring plans, compensation strategies, and equity allocation for early-stage startups…
product-manager-toolkit – Comprehensive toolkit for product managers including RICE prioritization, customer interview analysis, PRD templates…
tellurium – Simulates biochemical kinetic models from SBML or Antimony with Tellurium and libRoadRunner, checks model units…
dotnet-reverse – .NET/C# binary reverse engineering: managed PE analysis, dnSpyEx debugging, de4dot deobfuscation…
product-research – Use when planning and synthesizing product/user research as a method-and-repository discipline — selecting the right…
tiledbvcf – Stores and retrieves genomic variant calls with TileDB-VCF. Use for indexed single-sample VCF/BCF ingestion…
drizzle-migration-conflict – Diagnose, repair, and prevent Drizzle Kit migration conflicts involving generated SQL, snapshots, journals, merge…
drizzle-orm-expert – Expert in Drizzle ORM for TypeScript — schema design, relational queries, migrations, and serverless database…
product-strategist – Strategic product leadership toolkit for Head of Product covering OKR cascade generation, quarterly planning…
pulse – Multi-source recency research skill that takes the pulse of any topic across Reddit, Hacker News, the open web, and…
efficient-web-research – Protocol for token-efficient web research. Use when accessing URLs, GitHub repos, or running search queries. Prevents…
trace-to-training-data – Convert evaluation traces and production logs into SFT examples and preference pairs. Use when graded traces or…
emblemai-crypto-wallet – Crypto wallet management across 7 blockchains via EmblemAI Agent Hustle API. Balance checks, token swaps, portfolio…
equibles – Query Equibles for US stock market data: SEC filing search, XBRL financial statements, earnings call transcripts…
error-debugging-error-analysis – You are an expert error analysis specialist with deep expertise in debugging distributed systems, analyzing production…
unity-ecs-patterns – Master Unity ECS (Entity Component System) with DOTS, Jobs, and Burst for high-performance game development. Use when…
usfiscaldata – Queries the U.S. Treasury Fiscal Data REST API for federal financial data. No API key required. Use for national debt…
error-diagnostics-error-analysis – You are an expert error analysis specialist with deep expertise in debugging distributed systems, analyzing production…
tensorrt-llm – High-throughput LLM inference on NVIDIA GPUs.
vaex – Processes large tabular scientific datasets with Vaex expressions, filtered views, streamed statistics, binned…
waypoint-bio – Supports work with Outpost Bio's open microbiome foundation models - the Waypoint checkpoints (Waypoint-6m…
research – Default entry point for any research request — a hybrid router that classifies the question deterministically and…
research-finance – Use when managing the money for an internal R&D program or portfolio — building a multi-period program budget with the…
torchtitan – Pretrain LLMs at scale with PyTorch 4D parallelism.
what-if-oracle – Supports structured what-if scenario analysis for research planning, experimental contingencies, and scientific…
research-ops-skills – Use when planning, funding, scoping, or synthesizing enterprise research across workstreams — clinical study design…
research-summarizer – Structured research summarization agent skill for non-dev users. Handles academic papers, web articles, reports, and…
risk-management-specialist – Medical device risk management specialist implementing ISO 14971 throughout product lifecycle. Provides risk analysis…
unsloth – Unsloth: 2-5x faster LoRA/QLoRA fine-tuning, less VRAM.
falsify – The scientific thinking protocol for AI agents. Use when facing complex, ambiguous, or high-stakes questions where…
ffuf-web-fuzzing – Expert guidance for ffuf web fuzzing during penetration testing, including authenticated fuzzing with raw requests…
find-matching-tenders – Find open AU/NZ government tenders matching what a company does, ranked by fit with why and gap analysis. Use when the…
schema-markup – When the user wants to implement, audit, or validate structured data (schema markup) on their website. Use when the…
scrum-master – Advanced Scrum Master skill for data-driven agile team analysis and coaching. Use when the user asks about sprint…
food-database-query – Food Database Query
footval-follow-matches-and-tables – Football scores, fixtures, match centres and league tables through FootVal: live and past results, a team's next or…
fp-data-transforms – Everyday data transformations using functional patterns - arrays, objects, grouping, aggregation, and null-safe access
fp-option-ref – Quick reference for Option type. Use when user needs to handle nullable values, optional data, or wants to avoid null…
fp-pipe-ref – Quick reference for pipe and flow. Use when user needs to chain functions, compose operations, or build data pipelines…
senior-data-engineer – Data engineering skill for building scalable data pipelines, ETL/ELT systems, and data infrastructure. Expertise in…
gdpr-compliance – Implement GDPR data protection requirements. Configure consent management, data subject rights, and privacy by design…
senior-data-scientist – World-class senior data scientist skill specialising in statistical modeling, experiment design, causal inference, and…
gdpr-data-handling – Practical implementation guide for GDPR-oriented data-processing design, consent management, and privacy controls.
gemini-deep-research – Run autonomous multi-step research with Google's Gemini Deep Research Agent: kick off a query, poll progress, and…
geo-crawlers – AI crawler access analysis.
senior-ml-engineer – ML engineering skill for productionizing models, building MLOps pipelines, and integrating LLMs. Covers model…
senior-pm – Senior Project Manager for enterprise software, SaaS, and digital transformation projects. Specializes in portfolio…
glasser – Search, inspect, and run third-party data APIs through one CLI when the environment has no suitable integration.
graphql – GraphQL gives clients exactly the data they need - no more, no less. One endpoint, typed schema, introspection. But…
hasdata – Use HasData APIs for web scraping and structured web data extraction.
hugging-face-dataset-viewer – Hugging Face Dataset Viewer
hugging-face-datasets – Create and manage datasets on Hugging Face Hub. Supports initializing repos, defining configs/system prompts…
hugging-face-paper-publisher – Publish and manage research papers on Hugging Face Hub. Supports creating paper pages, linking papers to…
huggingface-datasets – Use this skill for Hugging Face Dataset Viewer API workflows that fetch subset/split metadata, paginate rows, search…
sql-database-assistant – Use when the user asks to write SQL queries, optimize database performance, generate migrations, explore database…
statistical-analyst – Run hypothesis tests, analyze A/B experiment results, calculate sample sizes, and interpret statistical significance…
ida-reverse – Reverse engineer binaries with IDA Pro: decompilation, disassembly, data-flow tracking, cross-references, and IDA MCP…
stock-analysis – Produce a rigorous, sector-relative, multi-factor fundamental analysis of a publicly listed company — Indian (NSE/BSE)…
idea-os – Five-phase pipeline (triage → clarify → research → PRD → plan) that turns a raw idea into four linked files…
strategic-alignment – Cascades strategy from boardroom to individual contributor. Detects and fixes misalignment between company goals and…
infinite-gratitude – Plan and synthesize multi-perspective research; use parallel agents only when authorized and verify findings against…
infinity – Enforces a strict input boundary protocol (detect, classify, filter, verify) to ensure untrusted data never reaches…
syllabus – Generates a curated supplementary reading list from any course syllabus using Consensus academic search. Grill-me…
invokely-statistics – Use Invokely MCP to find official statistics, retrieve values and series, compare or rank places, and report each…
it-manager-pro – Elite IT Management Advisor specializing in data-driven strategy, executive communication, and human-centric…
kotler-macro-analyzer – Professional PESTEL/SWOT analysis agent based on Kotler's methodology for strategic market audits.
latex-paper-conversion – This skill should be used when the user asks to convert an academic paper in LaTeX from one format (e.g., Springer…
legal-advisor – Draft privacy policies, terms of service, disclaimers, and legal notices. Prepares jurisdiction-aware drafts for…
lex – Structured research aid for cross-jurisdictional legal context (US, EU, CA) and contract scaffolding.
loki-logging – Configure Grafana Loki for log aggregation and analysis.
longbridge – Guide to using a separately installed Longbridge integration — real-time quotes, charts, fundamentals, portfolio…
longbridge-fundamentals – Financial statements, business segments, dividends, valuation multiples (PE/PB/PS), industry comparison, operating…
longbridge-market-data – Real-time quotes, K-line charts, order book, trade ticks, intraday capital flow, market sentiment temperature, trading…
longbridge-research – Curated upstream guidance for Longbridge Research; use when the workflow matches the user goal.
looot – Search, price and run 2,500+ data API endpoints (work emails, company search, SERP, web pages) from one prepaid…
machine-learning-ops-ml-pipeline – Design and implement a complete ML pipeline for: $ARGUMENTS
market-sizing-analysis – Comprehensive market sizing methodologies for calculating Total Addressable Market (TAM), Serviceable Available Market…
maxia – Connect to MAXIA AI-to-AI marketplace on Solana. Discover, buy, sell AI services. Earn USDC. 13 MCP tools, A2A…
microservices-patterns – Master microservices architecture patterns including service boundaries, inter-service communication, data management…
minecraft-bukkit-pro – Master Minecraft server plugin development with Bukkit, Spigot, and Paper APIs.
ml-engineer – Build production ML systems with PyTorch 2.x, TensorFlow, and modern ML frameworks. Implements model serving, feature…
ml-pipeline-workflow – Complete end-to-end MLOps pipeline orchestration from data preparation through model deployment.
mlops-engineer – Build comprehensive ML pipelines, experiment tracking, and model registries with MLflow, Kubeflow, and modern MLOps…
monte-carlo-context-detection – Route data-related requests to the right Monte Carlo skill or workflow. USE WHEN alerts, incidents, data broken…
monte-carlo-prevent – Surfaces Monte Carlo data observability context (table health, alerts, lineage, blast radius) before SQL/dbt edits.
monte-carlo-remediation – Investigate and remediate data quality alerts using Monte Carlo MCP tools. Runs root cause analysis, assesses blast…
monte-carlo-storage-cost-analysis – Analyze a warehouse for stale, unused, or redundant tables via the analyze_storage_costs MCP tool. Classifies waste…
monte-carlo-validation-notebook – Generates SQL validation notebooks for dbt PR changes with before/after comparison queries.
multi-source-search – Cross-validate web research and produce an offline-checkable evidence ledger with explicit source diversity…
n8n-binary-and-data – Handle n8n files and binary data across uploads, downloads, transforms, multimodal inputs, agent tools, and chat…
native-data-fetching – Use when implementing or debugging ANY network request, API call, or data fetching. Covers fetch API, React Query…
neon-object-storage – S3-compatible object storage that branches with your Neon project, so files and the database stay in sync across every…
news-sentiment-engine – Multi-source RSS news aggregation with Claude-powered sentiment analysis and structured briefing output
nexrad-product-access – Discover and access NEXRAD data for a selected radar site, time, product, or Level II moment using completed archive…
nextjs-best-practices – Next.js App Router principles. Server Components, data fetching, routing patterns.
ontoly-software-graph – Use Ontoly's deterministic Software Graph, MCP server, and agent skills for architecture review, request tracing…
pangolinfo-amazon-data-research – Plan and run read-only Amazon product, review, category, seller, and market research through Pangolinfo's documented…
pci-compliance – Review payment data flows and engineering control evidence for a scoped PCI assessment, without claiming certification.
pci-dss-compliance – Implement PCI DSS requirements for payment card data. Configure cardholder data environment and security controls. Use…
people-data – Research LinkedIn professional profiles and public business-contact data, including email/phone lookup, people search…
performance-profiling – Performance profiling principles. Measurement, analysis, and optimization techniques.
plotly – Interactive visualization library. Use when you need hover info, zoom, pan, or web-embeddable charts. Best for…
project-state-governor – Govern evidence-backed canonical project state across sessions, branches, reviews, and research cycles without…
pubmed-database – Direct REST API access to PubMed. Advanced Boolean/MeSH queries, E-utilities API, batch processing, citation…
quality-nonconformance – Operational guidance for quality control, non-conformance investigation, root cause analysis, corrective action, and…
quant-analyst – Build financial models, backtest trading strategies, and analyze market data. Implements risk metrics, portfolio…
radar-satellite-analysis – Interpret weather radar and satellite observations by validating product metadata and geometry, deriving storm and…
radare2 – Drive the radare2 CLI for binary reconnaissance, disassembly, analysis, function locating, export, and lightweight…
radio-sdr – Authorized RF/SDR security research: signal identification, replay-feasibility study in shielded labs, and wireless…
rag-implementation – RAG (Retrieval-Augmented Generation) implementation workflow covering embedding selection, vector database setup…
redis – Configure Redis for caching and data storage. Set up clustering, persistence, and Sentinel. Use when implementing…
research-prompt – Turn vague research needs into one precise deep-research prompt with context and output criteria.
reverse-engineer – Expert reverse engineer specializing in binary analysis, disassembly, decompilation, and software analysis. Masters…
reverse-engineer-anything – Use REA to investigate shipped apps, binaries, packages, and runtimes; trace features with evidence, compare versions…
reverse-engineering – General reverse-engineering methodology for compiled, obfuscated, packed, or virtualized targets: GDB, Frida, angr…
sankhya-dashboard-html-jsp-custom-best-pratices – This skill should be used when the user asks for patterns, best practices, creation, or fixing of Sankhya dashboards…
scala-pro – Master enterprise-grade Scala development with functional programming, distributed systems, and big data processing…
scanpy – Scanpy is a scalable Python toolkit for analyzing single-cell RNA-seq data, built on AnnData. Apply this skill for…
scientific-writing – Draft and revise scientific manuscripts with evidence-based structure, citation verification, reporting guidelines and…
scikit-learn – Machine learning in Python with scikit-learn. Use for classification, regression, clustering, model evaluation, and ML…
seaborn – Seaborn is a Python visualization library for creating publication-quality statistical graphics. Use this skill for…
search-specialist – Research questions with focused web searches, primary-source verification, and explicit evidence gaps.
second-deposit-igaming – Explore local casino deposit exports with heuristic signals and descriptive comparisons. Sensitive player data…
segment-cdp – Expert patterns for Segment Customer Data Platform including Analytics.js, server-side tracking, tracking plans with…
senior-fullstack – Coordinate full-stack implementation across interface, service, database and delivery boundaries using the existing…
skill-gap-analysis – Skill gap register: employee, skill area, current against required level, gap severity and recommended training. Use…
skill-optimizer – Diagnose and optimize Agent Skills (SKILL.md) with real session data and research-backed static analysis. Works with…
skin-health-analyzer – Analyze skin health data, identify skin problem patterns, assess skin health status. Supports correlation analysis…
snowflake-development – Comprehensive Snowflake development assistant covering SQL best practices, data pipeline design (Dynamic Tables…
spark-optimization – Optimize Apache Spark jobs with partitioning, caching, shuffle optimization, and memory tuning. Use when improving…
sql-injection-testing – Execute comprehensive SQL injection vulnerability assessments on web applications to identify database security flaws…
sql-optimization-patterns – Diagnose slow SQL with query plans, preserve query results, and verify indexing or query changes against…
sql-pro – Master modern SQL with cloud-native databases, OLTP/OLAP optimization, and advanced query techniques. Expert in…
sql-sentinel – Audit SQL for the cost & performance anti-patterns that burn warehouse credits. Scores warehouse health 0-100 and…
sqlmap-database-pentesting – Provide systematic methodologies for automated SQL injection detection and exploitation using SQLMap.
startup-analyst – Expert startup business analyst specializing in market sizing, financial modeling, competitive analysis, and strategic…
startup-business-analyst-market-opportunity – Generate comprehensive market opportunity analysis with TAM/SAM/SOM calculations
startup-financial-modeling – Build comprehensive 3-5 year financial models with revenue projections, cost structures, cash flow analysis, and…
statsmodels – Statsmodels is Python's premier library for statistical modeling, providing tools for estimation, inference, and…
stride-analysis-patterns – Apply STRIDE methodology to systematically identify threats. Use when analyzing system security, conducting threat…
structured-data-validator – Structured Data Validator. Use when working with JSON-LD, Microdata or RDFa source.
survey-generator – Generate source-backed AI/ML survey paper artifacts with curated bibliographies and Fireworks/Kimi HTML rendering.
tanstack-query-expert – Expert in TanStack Query (React Query) — asynchronous state management. Covers data fetching, stale time…
team-composition-analysis – Design optimal team structures, hiring plans, compensation strategies, and equity allocation for early-stage startups…
time-ledger – Natural-language time tracking: parse what the user says they did into Activity/Minutes/Date rows in their own Notion…
traderspy-market-briefing – Crypto market briefing from live TraderSpy data: majors, funding, open interest, top-trader lean, fresh AI signals and…
traderspy-position-check – Health-check crypto futures positions the user describes, with TraderSpy data: liquidation and stop distance…
traderspy-technical-analysis – Read one crypto futures pair with TraderSpy: 19 indicators on up to 3 timeframes in one call, key levels, funding…
trading-ledger – A trading journal that captures the decision, not just the fill: thesis, plan, and emotion at the moment of entry…
trl-training – Train and fine-tune transformer language models using TRL (Transformers Reinforcement Learning). Supports SFT, DPO…
uniprot-database – Direct REST API access to UniProt. Protein searches, FASTA retrieval, ID mapping, Swiss-Prot/TrEMBL. For Python…
unity-ecs-patterns – Production patterns for Unity's Data-Oriented Technology Stack (DOTS) including Entity Component System, Job System…
upstash-redis – Use the @upstash/redis HTTP client for caching, sessions, counters, and Redis data structures from serverless and edge…
us-property-data – Use when a task needs real U.S. residential property data: valuation, listings, price or tax history, schools, or a…
uxkin-research – Research how real products handle a screen, flow or visual style before designing it: search UXKIN's real iOS screens…
variant-analysis – Find similar vulnerabilities and bugs across codebases using pattern-based analysis. Use when hunting bug variants…
vector-database-engineer – Expert in vector databases, embedding strategies, and semantic search implementation. Masters Pinecone, Weaviate…
vector-database-ops – Deploy, manage, and optimize vector databases for AI applications.
warehouse – Plan and review read-only data warehouse analysis with explicit scope, privacy, provenance, and validation checks.
weather-data-lifecycle-management – Manage ownership, retention, and cleanup of downloaded weather data across one-shot jobs, interactive viewers, caches…
weather-data-reproducibility – Record and verify provenance manifests for weather-data inputs and derived artifacts, including object identity…
weather-model-data-fetching – Retrieve numerical weather prediction data from public AWS S3 and HTTP archives using GRIB2 inventories, byte ranges…
weather-pipeline-performance-diagnosis – Diagnose slow weather-data workflows by measuring discovery, transfer, parsing, scientific processing, and rendering…
wellally-tech – Integrate multiple digital health data sources, connect to [WellAlly.tech](https://www.wellally.tech/) knowledge base…
wifi-wireless – Authorized wireless security assessment: Wi-Fi capture, WPA handshake analysis, rogue AP detection research, and…
wiki-researcher – You are an expert software engineer and systems analyst. Use when user asks \"how does X work\" with expectation of…
wireshark-analysis – Execute comprehensive network traffic analysis using Wireshark to capture, filter, and examine network packets for…
xvary-stock-research – Thesis-driven equity analysis from public SEC EDGAR and market data; /analyze, /score, /compare workflows with bundled…
yield-intelligence – Passive income portfolio analysis — activate when user asks about dividend yields, Treasury rates, REIT income…