Investigates a session recording by gathering metadata, person profile, same-session events, and linked error tracking issues in one pass.
Investigates server/infrastructure metric anomalies in PostHog Metrics — from "this metric is rising/dropping/spiking" or a fired alert to…
Evidence collection methods, problem categorization, analysis techniques, and solution design patterns
Tighten prompts across passes with a change log.
Compare Itô prediction-market baskets against a user's knowledge base, portfolio notes, financial context, watchlist, or research thesis.
Research prediction-market events, venues, underliers, liquidity, and news context for Itô basket workflows.
Write SLO-based alert rules with burn rate thresholds and paired runbooks.
Use when asked to select chart types for analytics dashboards, choose BI visualizations, or design data displays.
Retention diagnosis + intervention plan — analyze the retention curve, identify the primary drop-off point, and produce a specific…
Use when the user asks to create, scaffold, or edit Jupyter notebooks (`.ipynb`) for experiments, explorations, or tutorials; prefer the…
Comprehensive toolkit for creating, analyzing, and visualizing complex networks and graphs in Python.
Single-cell RNA-seq analysis. Load .h5ad/10X data, QC, normalization, PCA/UMAP/t-SNE, Leiden clustering, marker genes, cell type…
Evaluate research rigor. Assess methodology, experimental design, statistical validity, biases, confounding, evidence quality (GRADE…
Review Kafka Connect connector configurations for common misconfigurations using the Lenses MCP server.
Review Kafka producer and consumer performance configurations in both the live cluster (via Lenses MCP) and the codebase.
Audit all Kafka topic configurations against production best practices using the Lenses MCP server.
Prevent wasted research by verifying Kaggle competition data format BEFORE investing in RAG, technical planning, or model architecture…
Use when writing, reviewing, or committing code to enforce Karpathy's 4 coding principles — surface assumptions before coding, keep it…
Evaluates code implementations against the minimalist and rigorous engineering principles championed by Andrej Karpathy.
Use when designing or auditing the empirical section of a KDD paper, where evidence combines quality deltas with scalability and…
Use when hardening the reproducibility story of a KDD paper, where reproducibility is an explicit decision factor for area chairs.