Coding & Dev Tools

Build cross-platform AI chat interfaces with Makepad using MolyKit, covering async patterns, bot client integration, SSE streaming, and chat widgets.

Write idiomatic PHP code using generators, iterators, SPL data structures, and modern OOP features for high-performance applications.

Ingest, index, search, and edit video and audio content with timestamps, subtitles, overlays, and live-stream alerts.

Provides a structured debugging workflow for diagnosing errors, test failures, and unexpected behavior, including root cause analysis and verification steps.

Build clean async pipelines with fp-ts TaskEither, replacing nested try/catch with composable error handling, chaining, and parallel execution.

Practical patterns for using fp-ts with React, covering hooks, state, forms, and data fetching for React 18/19 and Next.js 14/15.

Provides expert guidance on modern Java 21+ development, including virtual threads, Spring Boot 3.x, JVM optimization, and cloud-native enterprise patterns.

Creates walkthrough videos from Stitch project screens using Remotion, with transitions, zoom effects, and text overlays.

Provides expert guidance for writing idiomatic Ruby code, covering metaprogramming, Rails patterns, gem development, performance optimization, and testing with RSpec and Minitest.

Turns a brief product idea into working, verified code by orchestrating requirements analysis, planning, parallel implementation, QA, and multi-perspective validation.

Provides reference documentation and code patterns for Biopython, covering sequence handling, alignments, NCBI database access, BLAST, protein structures, phylogenetics, and other bioinformatics tasks.

Continuously improves Makepad development skills by capturing reusable patterns, fixing errors, and validating content during development.

Handle errors as values using fp-ts Either and TaskEither, replacing try/catch with predictable, type-safe error handling patterns.

Provides expert guidance on modern Julia 1.10+ development, covering performance optimization, multiple dispatch, testing, and production-ready practices.

Manage persistent terminal sessions, windows, and panes with tmux, including scripting multi-pane layouts and automating commands from bash.

Solve single- and multi-objective optimization problems with NSGA-II/III, MOEA/D, and other evolutionary algorithms, including Pareto front analysis, constraint handling, and benchmarking on standard test problems.

Creates interactive Plotly visualizations in Python, covering Express and Graph Objects for scatter, line, bar, heatmap, 3D, and geographic charts, plus subplots, styling, and HTML export.

Read, write, and manipulate DICOM medical imaging files, including pixel data extraction, metadata editing, anonymization, format conversion, and compression handling.

Answers questions about a code repository by analyzing source files and citing evidence with linked citations.

Compute the Equal Error Rate (EER) metric using torchmetrics for binary, multiclass, or multilabel classification tasks, with reference signatures and usage examples.

Computes the AUROC metric using torchmetrics, handling binary, multiclass, and multilabel tasks with configurable thresholds and averaging.

Computes the LogAUC metric using the torchmetrics implementation for binary, multiclass, or multilabel classification tasks.

Computes the Recall metric using torchmetrics, including configuration for binary, multiclass, and multilabel tasks.

Computes the R2Score metric using torchmetrics, handling single and multi-output predictions with options for adjusted and variance-weighted scores.

Configure repository-specific guidance for GitHub Copilot by creating and structuring .github/copilot-instructions.md files.

Tears down a merged PR's worktree and feature branch, verifying merge status on GitHub before deleting local and remote branches and switching back to the main worktree.

Address Codex review comments on an open PR, re-run thermo-nuclear-code-quality-review, sync with the base branch, and push the updates. Use after a Codex (or human) review has landed on a PR you opened — the skill resolves each comment in code, marks the GitHub review thread resolved, then rebases/merges any new base-branch commits before pushing.

Monitor SLURM/PBS jobs and their logs. Use when the user asks to monitor, check, or watch a submitted job. Automatically detects running/pending jobs, tails logs, and reports errors.

Get a second opinion from Claude Code. Use from Codex when you want to cross-check your reasoning, validate a plan, or get an independent review from Claude.

Search SAM.gov for live notices matching a pursuit row (agency, incumbent, NAICS keywords) and save results to sam_scan.md. Use for admin monitor setup, presolicitation watch, or when user asks what is live on SAM for an expiring contract.

Price-to-win lens using GSA CALC+, BLS OEWS, and incumbent USASpending award patterns for a pursuit. Use when user asks for realism checks or competitive pricing posture before proposal — draft skill, not production-verified.

Find adjacent vendors and subs (not top market primes) who fill a capability gap against a displacement target using USASpending flows and SAM entity signals. Use when user defines a teaming gap and wants vault-ready partner shortlist with citations.

Cost-reimbursement IGCE scaffold for CPFF, CPAF, and CPIF with fee caps and estimated-cost structure (BLS + CALC+ + per diem MCPs). USE WHEN the user asks to "build a CPFF IGCE", "cost reimbursement estimate", "CPAF fee cap", "CPIF incentive structure", "CR IGCE", or "estimated cost plus fee". DO NOT USE FOR FFP (`igce-builder-ffp`) or T&M (`igce-builder-lh-tm`).

Draft outcome-led value proposition hooks for a target agency or pursuit using vault context and mission alignment. Use when user asks for messaging angles for capture — catalog skill from coreyhaines marketingskills pattern.

Algebra Based Design Skill

Botany Based Testing Skill