Calculate precise buffer recipes with accurate mass and volume measurements for molecular biology and biochemistry. Supports PBS, RIPA, and TAE with concentration scaling, stock solution preparation, pH adjustment guidance, and step-by-step protocols.

De-identify DICOM medical images by removing PHI tags for research sharing, with audit logging and study-linkage preservation support.

Check if images meet 300 DPI printing standards, and intelligently restore blurry low-resolution images using AI super-resolution technology.

Perform fast file name and content searches with ripgrep (rg); use it when you need to locate files by glob/regex, find keywords across directories, or replace common find/grep workflows.

A toolkit for preparing ISO 13485:2016 certification documentation for medical device QMS. Use when you need to perform a documentation gap analysis, draft or update a Quality Manual, create required procedures/work instructions, build Medical Device Files (MDF), interpret ISO 13485 clauses, or identify missing documents for certification (often triggered by ISO 13485, QMS certification, FDA QMSR, EU MDR, or quality system documentation requests).

Filter and match postdoctoral fellowship opportunities based on applicant nationality, years since PhD, and research field from a curated database.

An intelligent tool for precision medical literature search using PubMed's E-utilities API.

Toolkit for protein language models (ESM3 for multimodal generative protein design; ESM C for efficient embeddings). Use when you need sequence/structure/function generation or prediction, inverse folding, protein embeddings, or scalable inference via local weights or the Forge API.

> **Source**: [https://github.com/aipoch/medical-research-skills](https://github.com/aipoch/medical-research-skills)

dpia-sentinel-oliver-schmidt-prietz

Framework for assessing IT service providers, technology vendors, and third-party partners. Creates structured risk assessments across financial, operational, compliance, security, and reputational dimensions with regulatory checklists (GDPR, DORA, NIS2, SOX). Use when: (1) Evaluating new vendors or technology providers, (2) Conducting third-party risk assessments for procurement, (3) Performing critical vendor due diligence for regulatory compliance, (4) Creating vendor onboarding documentation, (5) Establishing ongoing vendor monitoring processes, (6) Assessing vendor concentration risk, or (7) Generating executive-level vendor risk reports.

Build VS Code extensions from scratch or convert existing JS/React/Vue apps. Supports commands, webviews (React/Vue), custom editors, tree views, and AI agent integration via file-bridge IPC. Use when user wants to create a VS Code extension, convert a web app to an extension, add webviews or custom UIs to VS Code, implement tree views, build custom file editors, integrate with AI agents, or package/publish extensions (.vsix).

Full autonomous research workflow using swarm mode for parallel execution

Create and compile beautiful Beamer presentations following the Rhetoric of Decks philosophy. Use when making slides, creating decks, or compiling .tex presentation files.

Run a comprehensive consistency audit across the entire repository, fix all issues found, and loop until clean.

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Meta-analysis frameworks and methods for mediation studies

Transfers prose edits from latex/index.tex (Overleaf) back into index.qmd. Use after pulling LaTeX edits from a collaborator.

Structures and derives research formulas when the user wants to 推导公式, build a theory line, organize assumptions, turn scattered equations into a coherent derivation, or rewrite theory notes into a paper-ready formula document. Use when the derivation target is not yet fully fixed, the main object still needs to be chosen, or the user needs a coherent derivation package rather than a finished theorem proof.

Manage vast.ai GPU instance: $ARGUMENTS

Apply EconML for causal inference combining machine learning and econometrics

Sequential robustness checks in Stata with confounder blocks

Search and discover ML models, datasets, and Spaces on Hugging Face

Run NLP and CV model inference via Hugging Face free-tier API

Build a ChatGPT-like LLM from scratch using PyTorch step by step

Avoid common PyTorch mistakes and apply robust training patterns

AI scientist framework for autonomous biological research workflows

Clinical trial registry database search API

Design principles of form, function, sustainability in architecture

DFT, molecular simulation, and reaction prediction tools for chemists

Analyze algorithm complexity and computational efficiency for research

Archive and retrieve source code history via Software Heritage API

Federal Reserve Economic Data API for US economic indicators

Retrieve IMF economic indicators, exchange rates, and country data

Behavioral economics in pricing strategies and consumer decisions

Systematic approaches to curriculum design using backward design and alignment

Access Chinese and global financial data using the AkShare Python library

Methods for acquiring, cleaning, and analyzing financial datasets for research

GIS analysis and remote sensing workflows for geospatial research applications