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Analytical Method Validation

analytical-method-validation

K-Dense-AI/scientific-agent-skills

Plan, execute, and document validation, verification, and transfer of analytical procedures under ICH Q2(R2)/Q14, USP, ICH M10, CLSI EP, and ISO/IEC 17025, with scripts for response, accuracy, precision, detection limits, bioanalytical runs, and method comparison.

Clean Architecture Design Principles

clean-architecture

ciembor/agent-rules-books

Apply Robert C. Martin-inspired rules to separate business policy from frameworks, databases, UI, and infrastructure. This skill helps define architectural boundaries, dependency direction, use cases, and interface adapters. Use it for software design decisions involving framework isolation or technology churn to ensure maintainability and clarity.

Clean Code Principles and Practices

ciembor/agent-rules-books

Apply Robert C. Martin-inspired clean code rules to improve code readability, naming conventions, function design, and responsibilities. This skill ensures everyday implementation quality, readable control flow, and testable code by following established best practices for software development.

Code Complete Software Construction

ciembor/agent-rules-books

This skill applies Steve McConnell's construction rules to software development tasks. It covers routine design, variable usage, class design, control flow, defensive programming, coding standards, and testing. Use it for disciplined software construction to ensure high-quality code implementation.

Counterparty Channel Discipline

counterparty-channel-discipline

This skill enforces strict communication protocols for AI agents interacting in shared channels with external parties. It ensures agents speak only when explicitly addressed, prevents internal context leakage, and routes sensitive content to draft-only approval. Ideal for group chats, DMs, and business partnerships where privacy and security are critical.

DeepSpot-M Virtual Spatial Transcriptomics

K-Dense-AI/scientific-agent-skills

Generate virtual spatial transcriptomics from H&E histology tiles with DeepSpot-M, a multimodal foundation model. Predict log1p-CPM expression for ~19k protein-coding genes per 224x224 tile at 20x, with whole-slide tiling workflows.

E-Signature Field Placement Automation

esign-field-placement

A deterministic method for placing signature, date, and text fields in a web e-signature composer via browser automation. It uses fixed signature pages and numeric coordinates instead of drag-and-drop. This skill ensures repeatable field positions, correct recipient ownership, and security gates before sending. Ideal for automating envelope preparation for generated agreements when API access is unavailable.

Lab Hardware CAD Design

lab-hardware-cad

K-Dense-AI/scientific-agent-skills

Design custom laboratory hardware components using parametric Python models with build123d. Export fabrication-ready files like STEP, STL, and DXF for microfluidic chips, mounts, and adapters. Ensure precise interface dimensions against standards for compatibility with lab equipment. Use for physical parts mating with standardized labware, optical tables, or manufacturing processes.

Mobile Device Automation

mobile-automation

mobile-next/mobile-mcp

Control Android and iOS devices, emulators, and simulators to launch apps, tap, swipe, type, take screenshots, and read accessibility trees. Ideal for mobile UI testing, app debugging, and reproducing phone bugs.

NCATS ARAX Knowledge Graph Query

K-Dense-AI/scientific-agent-skills

This skill queries the NCATS Translator ARAX API for biomedical knowledge-graph relationships. It supports one-hop and two-hop lookups with Biolink constraints, entity normalization, and provider federation. Users can inspect provenance and edge bindings. It is designed for public research queries only, requiring Python 3.10+ and HTTPS access. Do not use for clinical guidance or sensitive data.

Agent Outbound Approval Loop

operator-approval-loop

Defines an operator approval contract for agent-drafted outbound messages: hashed draft filing, epoch-keyed decisions, approval snapshots, durable delivery claims and receipts, plus a pre-draft baseline gate. Use when a human must approve, reject, or steer each send before it leaves.

Paperclip Biomedical Research CLI

K-Dense-AI/scientific-agent-skills

Search and read biomedical papers, regulatory documents, clinical trials, and protein databases via the Paperclip CLI, with semantic search, SQL, map/reduce, and line-pinned citations.

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