Multi-objective optimization framework. NSGA-II, NSGA-III, MOEA/D, Pareto fronts, constraint handling, benchmarks (ZDT, DTLZ), for engineering design and optimization problems.

Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, calculate coverage, for NGS data processing pipelines.

Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotations, batch processing, for high-content screening and microscopy workflows.

Microscopy image analysis for cell biology. Cell segmentation (Cellpose, watershed), object tracking (trackpy), morphology quantification, colony counting, colocalization analysis, and cytoskeleton characterization. For pathology WSI use pathml; for flow cytometry use flow-cytometry-analysis.

Advanced web search using Tavily API for current information retrieval

Model selection by provider health, not task complexity. Tier 0 (local) handles most tasks. Paid models are break-glass only. Fallbacks activate on 429 or timeout — never on perceived task difficulty.

(builtin) Initialize hierarchical AGENTS.md knowledge base

PAO workflow for scanning, drafting, and presenting community responses with human review gate

Team-wide charter and history optimization through skill extraction

This skill should be used when the user asks to "learn from Kaggle", "study Kaggle solutions", "analyze Kaggle competitions", or mentions Kaggle competition URLs. Provides access to extracted knowledge from winning Kaggle solutions across NLP, CV, time series, tabular, and multimodal domains.

AIOX Master Orchestrator & Framework Developer (Orion). Use when you need comprehensive expertise across all domains, framework component creation/modification, workflow orchestration, or running tasks that don't require a specialized persona. Triggers: orchestrate, aiox-master, @aiox-master, framework governance, c...

Activate Quinn (qa) for Test Architect & Quality Advisor. Use for comprehensive test architecture review, quality gate decisions, and code improvement. Provides thorough analysis including requirements traceability, risk assessment, and...

Use Iconify Simple Icons logos (64x64) instead of text logos.

使用内置 search_web.py 脚本进行联网搜索问答，准备清晰具体的问题。

使用内置 image_generate.py 脚本生成图片, 准备清晰具体的 `prompt`。

整理美食笔记，品鉴菜单，结合用户的美食品鉴经历

Scaffolds unit tests and screenshot tests to establish visual and functional rendering baselines for views before refactoring.

Analyze gh-aw OpenTelemetry traces from JSONL mirrors or OTLP backends.

Add new safe-output message types and wire validation/rendering.

Reference for GitHub MCP server tools, methods, and usage patterns.