ovachiever/droid-tings

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ena-database Access European Nucleotide Archive via API/FTP. Retrieve DNA/RNA sequences, raw reads (FASTQ), genome assemblies by a…

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ensembl-database Query Ensembl genome database REST API for 250+ species. Gene lookups, sequence retrieval, variant analysis, comparat…

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fda-consultant-specialist Senior FDA consultant and specialist for medical device companies including HIPAA compliance and requirement manageme…

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flowio Parse FCS (Flow Cytometry Standard) files v2.0-3.1. Extract events as NumPy arrays, read metadata/channels, convert t…

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gdpr-dsgvo-expert Senior GDPR/DSGVO expert and internal/external auditor for data protection compliance. Provides EU GDPR and German DS…

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labarchive-integration Electronic lab notebook API integration. Access notebooks, manage entries/attachments, backup notebooks, integrate wi…

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lead-research-assistant Identifies high-quality leads for your product or service by analyzing your business, searching for target companies,…

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llama-factory Expert guidance for fine-tuning LLMs with LLaMA-Factory - WebUI no-code, 100+ models, 2/3/4/5/6/8-bit QLoRA, multimod…

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mamba-architecture State-space model with O(n) complexity vs Transformers' O(n²). 5× faster inference, million-token sequences, no KV ca…

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model-pruning Reduce LLM size and accelerate inference using pruning techniques like Wanda and SparseGPT. Use when compressing mode…

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modern-javascript-patterns Master ES6+ features including async/await, destructuring, spread operators, arrow functions, promises, modules, iter…

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moe-training Train Mixture of Experts (MoE) models using DeepSpeed or HuggingFace. Use when training large-scale models with limit…

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molfeat Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert S…

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n8n-expression-syntax Validate n8n expression syntax and fix common errors. Use when writing n8n expressions, using {{}} syntax, accessing …

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nemo-curator GPU-accelerated data curation for LLM training. Supports text/image/video/audio. Features fuzzy deduplication (16× fa…

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neurokit2 Comprehensive biosignal processing toolkit for analyzing physiological data including ECG, EEG, EDA, RSP, PPG, EMG, a…

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openai-assistants Build stateful chatbots with OpenAI Assistants API v2 - Code Interpreter, File Search (10k files), Function Calling. …

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opentrons-integration Lab automation platform for Flex/OT-2 robots. Write Protocol API v2 protocols, liquid handling, hardware modules (hea…

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pathml Computational pathology toolkit for analyzing whole-slide images (WSI) and multiparametric imaging data.

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pufferlib This skill should be used when working with reinforcement learning tasks including high-performance RL training, cust…

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pydicom Python library for working with DICOM (Digital Imaging and Communications in Medicine) files. Use this skill when rea…

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pyopenms Python interface to OpenMS for mass spectrometry data analysis. Use for LC-MS/MS proteomics and metabolomics workflow…

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pytdc Therapeutics Data Commons. AI-ready drug discovery datasets (ADME, toxicity, DTI), benchmarks, scaffold splits, molec…

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scientific-brainstorming Research ideation partner. Generate hypotheses, explore interdisciplinary connections, challenge assumptions, develop…

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scikit-survival Comprehensive toolkit for survival analysis and time-to-event modeling in Python using scikit-survival.

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scvi-tools This skill should be used when working with single-cell omics data analysis using scvi-tools, including scRNA-seq, sc…

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senior-security Comprehensive security engineering skill for application security, penetration testing, security architecture, and co…

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sentencepiece Language-independent tokenizer treating text as raw Unicode. Supports BPE and Unigram algorithms. Fast (50k sentences…

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sveltia-cms Set up Sveltia CMS - the lightweight Git-backed CMS successor to Decap/Netlify CMS with 5x smaller bundle (300 KB), G…

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tensorboard Visualize training metrics, debug models with histograms, compare experiments, visualize model graphs, and profile pe…

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torchdrug Graph-based drug discovery toolkit. Molecular property prediction (ADMET), protein modeling, knowledge graph reasonin…

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umap-learn UMAP dimensionality reduction. Fast nonlinear manifold learning for 2D/3D visualization, clustering preprocessing (HD…

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competitive-ads-extractor Extracts and analyzes competitors' ads from ad libraries (Facebook, LinkedIn, etc.) to understand what messaging, pro…

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Confidence Check Pre-implementation confidence assessment (≥90% required). Use before starting any implementation to verify readiness …

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deeptools NGS analysis toolkit. BAM to bigWig conversion, QC (correlation, PCA, fingerprints), heatmaps/profiles (TSS, peaks), …

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lamindb This skill should be used when working with LaminDB, an open-source data framework for biology that makes data querya…

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mcp-builder Guide for creating high-quality MCP (Model Context Protocol) servers that enable LLMs to interact with external servi…

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model-merging Merge multiple fine-tuned models using mergekit to combine capabilities without retraining.

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omero-integration Microscopy data management platform. Access images via Python, retrieve datasets, analyze pixels, manage ROIs/annotat…

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protocolsio-integration Integration with protocols.io API for managing scientific protocols. This skill should be used when working with prot…

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pysam Genomic file toolkit. Read/write SAM/BAM/CRAM alignments, VCF/BCF variants, FASTA/FASTQ sequences, extract regions, c…

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quality-manager-qmr Senior Quality Manager Responsible Person (QMR) for HealthTech and MedTech companies. Provides overall quality system…

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regulatory-affairs-head Senior Regulatory Affairs Manager expertise for HealthTech and MedTech companies. Provides strategic regulatory guida…

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theme-factory Toolkit for styling artifacts with a theme. These artifacts can be slides, docs, reportings, HTML landing pages, etc.…

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AgentDB Vector Search Implement semantic vector search with AgentDB for intelligent document retrieval, similarity matching, and context-aw…

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brand-guidelines Applies Anthropic's official brand colors and typography to any sort of artifact that may benefit from having Anthrop…

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changelog-generator Automatically creates user-facing changelogs from git commits by analyzing commit history, categorizing changes, and …

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domain-name-brainstormer Generates creative domain name ideas for your project and checks availability across multiple TLDs (.com, .io, .dev, …

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internal-comms A set of resources to help me write all kinds of internal communications, using the formats that my company likes to …

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microservices-patterns Design microservices architectures with service boundaries, event-driven communication, and resilience patterns. Use …

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