PyTorch Geometric (PyG) for graph neural networks: node/graph classification, link prediction with GCN, GAT, GraphSAGE, GIN.
PyTorch Geometric (PyG) for graph neural networks — node/link/graph classification, message passing (GCN, GAT, GraphSAGE, GIN), heterogeneous graphs, neighbor sampling, and custom…
PyTorch-native graph neural networks for molecules and proteins. Use when building custom GNN architectures for drug discovery, protein modeling, or knowledge graph reaso — from…
PyTorch-native graph neural networks for molecules and proteins. Use when building custom GNN architectures for drug discovery, protein modeling, or knowledge graph reaso — from…
Graph-based drug discovery toolkit. Molecular property prediction (ADMET), protein modeling, knowledge graph reasoning, molecular generation, retrosynthesis, GNNs (GIN, G — from…
PyTorch-native Graph Neural Network framework for molecules and proteins. Suitable for building custom GNN architectures for drug discovery, protein modeling, or knowledge graph…
PyTorch-native graph neural networks for molecules and proteins. Use when building custom GNN architectures for drug discovery, protein modeling, or knowledge graph reaso — from…
Provides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms.
Provides guidance for PyTorch-native agentic RL using torchforge, Meta's library separating infra from algorithms.
Interactive guided tour of the Claude Memory Kit aimed at marketers, content creators, and agency operators — not developers.
Identify which processes, connections, and remote hosts are actually using bandwidth before you chase the wrong incident hypothesis.
Use when when processing LC-MS data from isotope labeling experiments where the tracer (13C, 2H, 15N, 18O, or 34S) has known isotopic impurity and you observe discrepancies…
Use when you have acquired LC-MS peak tables from both unlabeled (12C) and isotope-labeled (13C) samples from a stable isotope tracing experiment, paired with sample metadata…
Trace downstream data lineage and impact analysis. Use when the user asks what depends on this data, what breaks if something changes, downstream dependencies, or needs to assess…
Trace upstream data lineage. Use when the user asks where data comes from, what feeds a table, upstream dependencies, data sources, or needs to understand data origins.
Retrieve climate-relevant disaster events, anomalies, and climate news. Use when the user asks about floods, cyclones, droughts, heatwaves, wildfires, or climate disruption.
Set up MLflow tracking server for experiment management, configure autologging for popular ML frameworks, compare runs with metrics and visualizations, and manage artifacts in…
Track and visualize ML training experiments with Trackio. Use when logging metrics during training (Python API), firing alerts for training diagnostics, or retrieving/ana — from…
Implement the Entrepreneurial Operating System (EOS) to align vision and execution across a company. Use when the user mentions "EOS", "V/TO", "quarterly rocks", "Level 1 — from…
Generate falsifiable trade strategy hypotheses from market data, trade logs, and journal snippets. Use when you have a structured input bundle and want ranked hypothesis cards…
Multi-agent trading analysis for a stock ticker. Runs technical, news, fundamentals, and macro analysts in parallel, then an adversarial bull/bear debate, then Research Manager,…
Binance cryptocurrency trading research, technical analysis, and position management. Triggers on requests for crypto prices, market data, trading analysis, DCA planning, position…
Front-door skill for selecting and coordinating Claude Trading Skills inside Hermes for market research, earnings triage, risk review, and journaling.
Research market conditions, on-chain data, and sentiment to identify trading opportunities. Use for market analysis.
Design and backtest trading strategies using technical indicators, fundamental analysis, and statistical models.
Diagnose why website traffic changed. Use when the user asks "why did traffic drop/spike", investigates an anomaly, or wants to separate tracking regressions from real behaviour…
Generates structured summaries of traffic law enforcement data covering DUI metrics, violation trends, enforcement outcomes, and resource allocation.
Research the Israeli traffic statute behind a specific offense — find the regulation/section, number of points, fine tier, applicable appeal route (legacy vs.
Trains and evaluates a classic (non-LLM) ML model — business-aligned metric selection, leakage-safe train/validation/test splits, Pipeline-scoped feature engineering,…
Run a quick training experiment locally (CPU or MPS). Use when the user wants to test a model change, debug training code, run a smoke test, or validate a new architecture before…
Generate a comprehensive HTML training dashboard showing progress toward half marathon training goals.
Run and audit Blood Bowl RL experiments with immutable reward manifests, paired seeds, provenance/integrity gates, held-out transfer, checkpoint/build discipline, metric…
Use when you have collected liquid chromatography (LC) spectra and retention time labels for your in-house molecular database, and you want to leverage a pretrained GNN-RT model…
Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and activation caching.
Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and activation caching.
Provides guidance for mechanistic interpretability research using TransformerLens to inspect and manipulate transformer internals via HookPoints and activation caching.
Hugging Face Transformers for loading Hub models, running pipeline inference, text generation, and Trainer fine-tuning on NLP, vision, audio, and multimodal tasks.
Use when targeting Transportation Research Part B (Methodological) or deciding whether a transportation manuscript fits this venue.
Research and recommend hotels, resorts, Airbnbs, and villas for client travel. Covers family-friendliness assessment, luxury evaluation, price-range estimation, and compiling with…
Research and book multi-leg travel (flights, ferries, trains, buses) via online aggregators using browser tools.
Research flight options, compare route families, and present clean booking links and concise recommendations.
Create personalized, source-grounded travel dossiers from a destination, dates, duration, travelers, and constraints.
วางแผนทริปครบวงจร — destination research, day-by-day itinerary, budget calculator, packing list, visa info (ไทย+ต่างประเทศ)
Systematically gather comprehensive travel itinerary requirements through structured discovery questions, MCP-powered research (Perplexity, Exa), and expert detail gathering.
Research and compare destinations with deeper scoring across budget, climate, logistics, activity fit, and seasonal tradeoffs before moving into full trip planning.
Run a command or prompt on a recurring interval, like a lab rat on a wheel. Use when the user wants to poll, repeat a task periodically, set up a recurring check, or keep a…
Guides collaborative requirements discovery before implementation. Creates task directory, seeds PRD, asks high-value questions one at a time, researches technical choices, and…
Research any topic across Reddit, X (Twitter), and the web to identify recent trends (last 30 days) and generate production-ready prompts or recommendations
Expert market intelligence analyst specializing in identifying emerging trends, competitive analysis, and opportunity assessment.
Trending audio and sound finder for Instagram Reels and TikTok — research currently trending sounds, match them to your niche, and suggest how to use them in your content.
Research what the community actually thinks about a topic in the LAST 30 DAYS — search Reddit, X, YouTube, Hacker News and GitHub in parallel, weight results by real engagement…
Perform breadth-first hypothesis surfacing and prioritization across all ownership zones, without commitment. This is not diagnosis and not investigation.
The /flow engine's TRIAGE stage — classify and route incoming work. Classifies a freeform brief/idea/bug/question into the right work-item type, or evaluates an already-captured…
Generate optimized clinical trial designs given a therapeutic hypothesis, target population, and development stage.
Use Meta's TRIBE v2 brain encoder to validate cortical alignment of AI model representations (LLaMA, V-JEPA2, Wav2Vec, or any encoder) and inform model selection in the Life/Arcan…
In-silico neuroscience experiments using Meta's TRIBE v2 (TRansformer for In-silico Brain Experiments).
When the user mentions a trip they're planning, booked, or considering ('I booked X', 'going to Y', 'thinking about Z') — create the trip note in the Obsidian Travel vault and…
Use when authoring or refreshing the "before you go" entry/customs prep for a trip in this template — solicits traveler nationality and document status, researches current entry…
(Industry standard: Meta-Learning System / Automated Autoresearch) Primary Use Case: Continuous, self-improving orchestration of an agentic system over multiple sessions.
tRPC v11 features: SSE subscriptions with tracked() reconnection, streaming queries/mutations, @trpc/tanstack-react-query options API, Next.js server actions via…