This skill traces references to FileMaker objects (fields, scripts, custom functions, layouts, value lists) across an entire solution. It combines a **deterministic Python engine** (`agent/scripts/tra

Comprehensive guide for Manim Community - Python framework for creating mathematical animations and educational videos with programmatic control

statsmodels

A CLI tool for calculating and validating Uniswap V4 liquidity position tick bounds. Prevents tick math errors that can cause failed LP mints by providing correct, validated tick calculations.

Create a .docx by drafting Markdown first, rendering Mermaid via Kroki, then converting with pandoc (with safe escaping + math support).

Molecular dynamics simulation setup, execution, and trajectory analysis

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Plan, scope, and run agile sprints that actually ship. No ceremony bloat.

Query TVL, protocol statistics, APR rewards, and DEX yield data for the Indigo Protocol.

Design and simulate adaptive clinical trials with interim analyses,

Calculate Body Mass Index (BMI) and Body Surface Area (BSA) for clinical

Calculate complex buffer recipes with precise measurements for molecular biology and biochemistry applications. Provides accurate mass/volume calculations, pH considerations, and step-by-step preparation instructions.

Process CRISPR screening data to identify essential genes and hit candidates. Performs quality control, statistical analysis (RRA), and hit calling for pooled CRISPR screens including viability screens and drug resistance/sensitivity studies.

Use outlier detection handler for data analysis workflows that need structured execution, explicit assumptions, and clear output boundaries.

Advanced sample size and power calculations for complex study designs including survival analysis, clustered designs, and multiple comparisons.

Access Bank of Japan (BOJ/日本銀行) statistical data — price indices (CGPI, SPPI), flow of funds, balance of payments, BIS statistics, interest rates, money supply, exchange rates. Japan central bank monetary policy data. No API key required.

Search and retrieve Japanese government statistics (人口, GDP, CPI, 貿易, 雇用) from e-Stat API — Japan's official open data portal with 3,000+ statistical tables. Population, economy, trade, employment data. Free API.

Play the classic Rock Paper Scissors Lizard Spock game (popularized by The Big Bang Theory) with an AI opponent. Includes both decorated terminal and interactive GUI modes with score tracking, statistics, and animations.

Manage sourdough starters with feeding schedules, hydration calculations, health tracking, and baking preparation. Use when the user wants to maintain a sourdough starter, plan feedings, calculate ratios, troubleshoot starter problems, or prepare for baking.

Xlink IoT Agent - Query IoT devices and events via Xlink Gateway API. Provides device overview, device list, event instance queries, and alert statistics. Use when managing IoT devices and monitoring events on the XLink IoT platform.

Skill for interacting with the Lean-Claw Arena to prove math theorems using Lean 4.

Perform unit conversions and calculations using GNU Units.

US economic indicators from the Bureau of Labor Statistics — unemployment, CPI, and employment by industry

NumbersAPI MCP — wraps numbersapi.com (free, no auth)

Element Market API integration. This skill strictly requires the 'ELEMENT_API_KEY' environment variable to function.

Claims earned rewards from the OpenMath platform. Use when the user wants to query claimable imported/proof rewards or withdraw verified Shentu rewards after a proof has passed verification.

Configures Lean environments, installs external proof skills, runs preflight checks, and guides the workflow for proving downloaded OpenMath Lean theorems locally.

Submits proofs to the OpenMath platform using a two-stage commit-reveal flow. Use when the user wants to commit a proof hash or reveal a Lean/Rocq proof on the Shentu network.

Professional Quantitative Intelligence & DeFi Execution for AI Agents. 10 years of news-price correlation, Enso DeFi super-aggregator (200+ DEXs, 15+ chains), cross-chain bridge (Across Protocol), and Privy TEE-secured wallets.

Trade perpetuals on Pacifica via 36 MCP tools. Market data, account monitoring, order execution, subaccounts, and real-time WebSocket streaming on Solana. Trigger when the user asks about crypto prices, perps, trading, positions, orders, funding rates, or Pacifica. Skip for general knowledge, math, or questions answerable from training data.

Paid advertising knowledge for contractors. Facebook/Instagram ads, Google Ads, audience targeting, budget optimization, and creative strategy. Activates when discussing ads, campaigns, CPL, ROAS, Meta, or Google Ads.

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Business investment analysis and capital allocation advisor. Use when evaluating whether to invest in equipment, real estate, a new business, hiring, technology, or any capital expenditure. Also use for ROI calculations, IRR, NPV, payback period, build vs buy decisions, lease vs buy analysis, vendor evaluation, or deciding where to allocate limited budget for maximum return.

The TF-differential-binding pipeline performs differential transcription factor (TF) binding analysis from ChIP-seq datasets (TF peaks) using the DiffBind package in R. It identifies genomic regions where TF binding intensity significantly differs between experimental conditions (e.g., treatment vs. control, mutant vs. wild-type). Use the TF-differential-binding pipeline when you need to analyze the different function of the same TF across two or more biological conditions, cell types, or treatments using ChIP-seq data or TF binding peaks. This pipeline is ideal for studying regulatory mechanisms that underlie transcriptional differences or epigenetic responses to perturbations.

Conduct Gage R&R studies and validate measurement systems per AIAG MSA manual. Covers variable and attribute studies, acceptance criteria, and calculation methods. USE WHEN user says 'MSA', 'gage R&R', 'GR&R', 'measurement system', 'repeatability', 'reproducibility', 'attribute agreement', or 'ndc'. Integrates with ControlPlan, SPC, and AutomotiveManufacturing skills.

Search academic paper repositories (arXiv, Semantic Scholar) for scholarly articles in physics, mathematics, computer science, quantitative biology, AI/ML, and related fields

Guidance for implementing adaptive rejection sampling (ARS) algorithms for generating random samples from log-concave probability distributions. This skill should be used when tasks involve implementing ARS, rejection sampling, or Monte Carlo methods that require sampling from custom probability distributions, particularly in R or other statistical computing languages.

Probability, moments/tails, Bayes, and statistical learning foundations for systematic trading.

agentic-diffusion

View queue analytics and statistics. Requires authentication. Use for Agentuity cloud platform operations

Aggregate and summarize event datasets (logs) using OPAL statsby. Use when you need to count, sum, or calculate statistics across log events. Covers make_col for derived columns, statsby for aggregation, group_by for grouping, aggregation functions (count, sum, avg, percentile), and topk for top N results. Returns single summary row per group across entire time range. For time-series trends, see time-series-analysis skill.

Psychrometric Analysis Agent

從日本保險公司對超長期（10年以上）JGB 的淨買賣時間序列，自動產出「本月是否創紀錄淨賣出、連續淨賣出月數、期間累積淨賣出」等結論。

Calculate APACHE III (Acute Physiology Score III) for ICU patients in MIMIC-IV. Use for mortality prediction, severity stratification, case-mix adjustment, or risk-adjusted outcome comparisons.

Comprehensive Ash framework guidelines for Elixir applications. Use when working with Ash resources, domains, actions, queries, changesets, policies, calculations, or aggregates. Covers code interfaces, error handling, validations, changes, relationships, and authorization. Read documentation before using Ash features - do not assume prior knowledge.

Audits security and supply-chain risk between two git refs, 预发布安全审计

Implement hooks using HookMgr and extension points in B2C Commerce. Use when extending OCAPI/SCAPI behavior, handling system events like order calculation, or registering custom hook implementations. Covers hooks.json, dw.ocapi hooks, and custom extension points.

Achieve comprehensive baseline (V_meta ≥0.40) in iteration 0 to enable rapid convergence. Use when planning iteration 0 time allocation, domain has established practices to reference, rich historical data exists for immediate quantification, or targeting 3-4 iteration convergence. Provides 4 quality levels (minimal/basic/comprehensive/exceptional), component-by-component V_meta calculation guide, and 3 strategies for comprehensive baseline (leverage prior art, quantify baseline, domain universality analysis). 40-50% iteration reduction when V_meta(s₀) ≥0.40 vs <0.20. Spend 3-4 extra hours in iteration 0, save 3-6 hours overall.

Extract property data from Brevard County Property Appraiser GIS API including photos, valuations, and parcel details

This skill should be used when inserting files (images, PDFs, Excel files, documents) into the CRM database and linking them to companies, people, events, or sales opportunities. The skill handles base64 encoding, hash calculation, MIME type detection, and SQL insertion automatically through a Python script.