Data

Market Research extracts community pain points, detects trends, and analyzes competitor sentiment from Reddit, HN, GitHub Issues, Bluesky, and Mastodon, then produces a single markdown brief. Use it for voice-of-customer research, trend windows, or competitor SWOT positioning.

PDF to Markdown converts PDF files into structured Markdown or another extraction format using opendataloader-pdf, preserving headings, lists, tables, and images for LLM context, RAG, or downstream review. Use it when a PDF must be parsed into AI-ready text.

Scholar searches, fetches, generates, validates, analyzes, reviews, and compares scholarly paper sidecars using the Knows .knows.yaml spec for token-efficient research workflows. Use it to read papers efficiently, produce peer reviews as sidecars, or compare papers structurally.

Data Visualization Guide helps choose chart types and structure information for dashboards and presentations. Use it when designing comparisons, trends, compositions, and visual storytelling.

Media Mix Calculator provides formulas for GRP, CPM, CPC, CPA, ROAS, and related media metrics. Use it to plan budgets, compare channels, and benchmark campaign performance.

Visual Flow GIF turns source material such as articles, workflow notes, or architecture sketches into a static PNG diagram and an animated GIF using a JSON specification and a local Python/Pillow renderer. Use it when you need a clear animated flow diagram with visible motion and a reusable spec for later edits.

Database Domain Specialist provides patterns and implementations for PostgreSQL, MongoDB, Redis, Oracle, and cloud databases. Use it for schema design, query optimization, indexing, data modeling, and cloud database selection.

HTML Report Renderer converts markdown reports into self-contained single-file HTML files with audience-tier enrichment and inline SVG charts. Use it when a report must be email-attached, printed, or viewed offline.

SVG Technical Infographic produces hand-editable SVG diagrams, computing geometry numerically before writing markup and rendering a 2x PNG via headless Chromium. Use it for static technical infographics—architecture, flow, comparison, hierarchy—when pixel-level control or CJK text wrapping is required.

Ad Campaign Analyzer turns Google, Meta, and LinkedIn performance data into campaign diagnostics and budget shift recommendations. It identifies winners, waste, statistical significance, and where to cut, scale, or test next.

Ad Lead Quality Analyzer joins ad platform data with downstream funnel events to replace signup CPA with true CAC per qualified lead. Use it to find tracking gaps and classify creatives as Scale, Keep, Investigate, or Cut.

Scrapes competitor ads from Google Ads by domain, returning ad creatives, formats, and campaign details for competitive research and messaging analysis.