Visualize training metrics, debug models with histograms, compare experiments, visualize model graphs, and profile performance with TensorBoard - Google's ML visualization toolkit
Score 70/100
Track ML experiments with automatic logging, visualize training in real-time, optimize hyperparameters with sweeps, and manage model registry with W&B - collaborative MLOps…
Score 70/100
Derive requirements and create a phased execution plan. Use after discussion or research to crystallize what we know into actionable work.
Score 70/100
Investigate unknowns identified during discussion. Selects research strategies based on discussion context, runs parallel subagents, and produces RESEARCH.md with a summary and…
Score 70/100
Merge multiple fine-tuned models using mergekit to combine capabilities without retraining. Use when creating specialized models by blending domain-specific expertise (math +…
Score 70/100
Run and analyze molecular dynamics simulations with OpenMM and MDAnalysis. Set up protein/small molecule systems, define force fields, run energy minimization and production MD,…
Score 70/100
Generates academic reviews for molecules in diseases using PubMed research. Invoke when user needs biomedical literature review with Vancouver citation format.
Score 70/100
Molecular featurization for ML (100+ featurizers). ECFP, MACCS, descriptors, pretrained models (ChemBERTa), convert SMILES to features, for QSAR and molecular ML.
Score 70/100
Molecular featurization hub (100+ featurizers) for ML. SMILES to fingerprints (ECFP, MACCS, MAP4), descriptors (RDKit 2D, Mordred), pretrained embeddings (ChemBERTa, GIN,…
Score 70/100
Estrategia e implementacao de monetizacao para produtos digitais - Stripe, subscriptions, pricing experiments, freemium, upgrade flows, churn prevention, revenue optimization e…
Score 70/100
Brainstorm 3-5 monetization strategies with audience fit, risks, and validation experiments. Use when exploring revenue models, evaluating pricing strategies, or deciding how to…
Score 70/100
Brainstorm 3-5 monetization strategies with audience fit, risks, and validation experiments. Use when exploring revenue models, evaluating pricing strategies, or deciding how to…
Score 70/100
Monitor running experiments, check progress, collect results. Use when user says \"check results\", \"is it done\", \"monitor\", or wants experiment output.
Score 70/100
Monitor Proxmox infrastructure health and performance. Track node statistics, analyze resource utilization, and identify optimization opportunities across your cluster.
Score 70/100
Monitor cross-chain bridge TVL, volume, fees, and transaction status across networks. Use when researching bridges, comparing routes, or tracking bridge transactions.
Score 70/100
Apply Howard Marks's investment philosophy to evaluate stocks, assess risk, and identify buy/sell timing.
Score 70/100
Motion (formerly Framer Motion) animation guidelines for React. Apply when editing files with `motion/react` imports, `whileHover`, `whileInView`, scroll, or spring effects.
Score 70/100
Retrieve quantitative phenotypes across inbred mouse strains from MPD: metabolic, behavioral, physiological traits.
Score 70/100
Conduct comprehensive research on any topic by coordinating 2-4 specialized researcher agents in parallel, then synthesizing findings into a detailed report via mandatory…
Score 70/100
Parallel multi-AI cross-validation research workflow (大版本). Dispatch N internal sub-agents + grok + gemini in parallel, automatically cross-validate findings, tier by confidence…
Score 70/100
Aggregates QC from 150+ bioinformatics tools into one interactive HTML report. Scans FastQC, samtools, STAR, HISAT2, Trim Galore, featureCounts, Kallisto, Salmon, Picard, GATK…
Score 70/100
Orchestrate an Agent Team to build complex n8n workflows. Use when the user requests a workflow with 5+ nodes, multi-branch logic, AI agents, error handling, or multiple…
Score 70/100
Per-feature NaN-safe Spearman/Pearson correlation across many features (genes, proteins, variants) with missing values.
Score 70/100
Trigger native web search. Use when you need quick internet research with concise summaries and full source URLs.
Score 70/100
The discipline of keeping a field notebook — words, pictures, numbers, metadata, and questions captured during sustained outdoor observation.
Score 70/100
Use when communicating with neurodivergent users — adapts response structure, clarity, and pacing for ADHD, autism, and other neurotypes. Recommended base for all nd-* skills.
Score 70/100
ADHD and neurodivergent-aware interaction rules for founders using Claude Code for business operations.
Score 70/100
Creates ADHD-friendly visual organizational tools using Mermaid diagrams optimized for neurodivergent thinking patterns.
Score 70/100
Python toolkit for neurophysiological signal processing: ECG (HR, HRV, R-peaks), EEG (complexity, PSD), EMG (activation onset), EDA/GSR (SCR decomposition), PPG, and RSP.
Score 70/100
Neuropixels neural recording analysis. Load SpikeGLX/OpenEphys data, preprocess, motion correction, Kilosort4 spike sorting, quality metrics, Allen/IBL curation, AI-assisted…
Score 70/100
Connect to a running NeuroSkill instance and incorporate the user's real-time cognitive and emotional state (focus, relaxation, mood, cognitive load, drowsiness, heart rate, HRV,…
Score 70/100
Run nf-core bioinformatics pipelines (rnaseq, sarek, atacseq) on sequencing data. Use when analyzing RNA-seq, WGS/WES, or ATAC-seq data—either local FASTQs or public datasets from…
Score 70/100
Dataflow workflow engine for scalable bioinformatics pipelines. Defines processes (containerized tasks) connected by channels; runs local, HPC (SLURM/SGE), cloud (AWS/GCP/Azure),…
Score 70/100
Provides guidance for interpreting and manipulating neural network internals using nnsight with optional NDIF remote execution.
Score 70/100
Provides domain-specific best practices for Node.js development with TypeScript, covering type stripping, async patterns, error handling, streams, modules, testing, performance,…
Score 70/100
Prepare meeting materials with Notion context and Codex research; use when gathering context, drafting agendas/pre-reads, and tailoring materials to attendees.
Score 70/100
Create a Notion database for tracking tasks related to a specific research topic. Use when the user wants to set up a Notion research tracker, create a Notion database for a…
Score 70/100
Research across Notion and synthesize into structured documentation; use when gathering info from multiple Notion sources to produce briefs, comparisons, or reports with citations.
Score 70/100
Pull up to 5 "To do" tasks from a Notion research tracker database, flip them to "In progress", spawn a planning-then-executing research subagent for each, and write the findings…
Score 70/100
Verify research idea novelty against recent literature. Use when user says \"查新\", \"novelty check\", \"有没有人做过\", \"check novelty\", or wants to verify a research idea is novel…
Score 70/100
Assesses whether a medical research topic is worth starting now by separating true novelty from pseudo-novelty, auditing real feasibility under stated resource constraints, and…
Score 70/100
Foundational concepts in nutrition science — macronutrients, micronutrients, energy balance, Atwater factors, reference intakes (DRI/RDA/AI/UL), food composition tables, and the…
Score 70/100
Official Firecrawl MCP Server exposes Firecrawl’s scraping, crawling, search, and deep research features to MCP clients.
Score 70/100
Scholarly research companion using Knows sidecar spec (.knows.yaml). Generates, validates, reviews, queries, and compares structured research-paper sidecars, and fetches them from…
Score 70/100
Intent-based search router with trust scoring. Routes queries to optimal channels (Context7 docs, native web search, gh/glab code search, Serena local) and attaches domain trust…
Score 70/100
onefetch is a Rust CLI tool that displays project information and code statistics for Git repositories directly in the terminal.
Score 70/100
Use when finding open access journals, checking journal policies, or identifying predatory publishers.
Score 70/100
Check if referenced bioinformatics software/code licenses allow commercial use (GPL vs MIT, etc.).
Score 70/100
Use when the user asks to create, scaffold, or edit Jupyter notebooks (`.ipynb`) for experiments,
Score 70/100
Use when the user asks about academic literature, research papers, scholarly works, authors, citations, institutions, journals, or any academic metadata.
Score 70/100
Generate publication-quality academic diagrams, methodology figures, architecture illustrations, and statistical plots from text descriptions using the PaperBanana multi-agent AI…
Score 70/100
Query the OpenData API for data research and analysis. Use when fetching dataset rows, filtering, sorting, aggregating, inspecting columns, composing cross-dataset joins,…
Score 70/100
Execute OpenEvidence secondary workflow: DeepConsult Research Synthesis. Trigger: "openevidence deepconsult research synthesis", "secondary openevidence workflow".
Score 70/100
Build custom LLM evaluation pipelines using the OpenJudge framework. Covers selecting and configuring graders (LLM-based, function-based, agentic), running batch evaluations with…
Score 70/100
When the user wants to research academic papers → search ArXiv, extract PDFs, summarize/review/Q&A, generate experiment code.
Score 70/100
Archive a completed change in the experimental workflow. Use when the user wants to finalize and archive a change after implementation is complete.
Score 70/100
Start a new OpenSpec change using the experimental artifact workflow. Use when the user wants to create a new feature, fix, or modification with a structured step-by-step approach.
Score 70/100
Build an Opportunity Solution Tree (OST) to structure product discovery — map a desired outcome to opportunities, solutions, and experiments.
Score 70/100
Use this agent when you need to track operational expenses, manage domain registrations, or get hosting recommendations.
Score 70/100
Use this agent when you need to set up a new SaaS tool account, purchase a plan, configure the tool, and verify it works.
Score 70/100