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Data & AI

A systematic workflow for turning observations into testable hypotheses, grounded in literature review and rigorous evaluation. Helps researchers and students structure scientific questions and design meaningful experiments.

Data & AI

Extracts text from PDFs, fills forms, and merges documents. Includes scripts for analyzing structure, extracting content, filling form fields, and validating outputs. Useful for automated PDF document processing.

Data & AI

Provides comprehensive guidance for writing, debugging, and optimizing APL queries for Axiom, including operators, functions, query patterns, CLI usage, and common pitfalls. Auto-invoked when working with APL queries to ensure accurate and efficient query building.

Data & AI

Conducts market sizing, competitive analysis, and industry intelligence to support build-or-skip decisions. Helps when evaluating market entry, sizing opportunities, comparing competitors or OSS alternatives, and validating pricing. Produces actionable research with sourced data and falsifiable assumptions.

Data & AI

Provides automated guidance for statistical significance calculations, offering step-by-step instructions and best practices for data analytics tasks like SQL queries and visualizations. It helps when you need to implement or understand statistical significance tests in your analysis workflows.

Data & AI

Automate Amplitude product analytics tasks. Query user behavior data, build funnels, and generate retention reports programmatically.

Data & AI

Design of parameterized quantum circuits for variational algorithms, balancing expressibility and trainability. Hardware-efficient ansatz generation and barren plateau detection.

Data & AI

Extracts dominant colors from an image using a Python script. Specify the image path and optionally set the number of colors, quality, output format (hex, rgb, tuple, full), or get JSON output. Helpful for design work, generating color palettes, or programmatic extraction.

Data & AI

Deep learning-based variant calling from long reads using Clair3 for SNPs and small indels. Use when calling germline variants from ONT or PacBio alignments, particularly when high accuracy is needed for clinical or research applications. Supports platform-specific models, region-specific calling, gVCF output, phasing, and quality filtering.

Data & AI

CLI tool for managing a local database of academic papers (list, exact search, add via arXiv/URL/PDF). Use it before MCP RAG tools: quickly check if a paper exists, extract summaries or equations, and search exact text without LLM overhead.

Data & AI

Automates Ip2location IO operations through Composio's toolkit via Rube MCP. Enables IP geolocation lookups and related tasks without manual API calls. Requires Rube MCP connected and an active Ip2location IO connection.

Data & AI

CLI assistant to manage and query a local database of academic papers using the `papi` command. Supports listing, searching (exact text, BM25, hybrid), showing summaries/equations, and adding papers via arXiv ID or PDF. Use before MCP RAG tools for fast, low-cost lookups.