AI Agent Workflow Collection

Academic writing, research methodology, and scholarly communication workflows. Use when writing papers, literature reviews, grant proposals, conducting research, managing citations, or preparing for peer review. Essential for researchers, graduate students, and academics across disciplines.

API security hardening patterns. Use when implementing rate limiting, input validation, CORS configuration, API key management, request throttling, or protecting endpoints from abuse. Covers defense-in-depth strategies for REST APIs with practical implementations for Express, FastAPI, and serverless.

Legal methods for accessing paywalled and geo-blocked content. Use when researching behind paywalls, accessing academic papers, bypassing geographic restrictions, or finding open access alternatives. Covers Unpaywall, library databases, VPNs, and ethical access strategies for journalists and researchers.

Crisis communication and rapid response workflows for journalists and communications professionals. Use when covering breaking news events, managing organizational communications during crises, coordinating rapid fact-checking efforts, or developing crisis response plans. Essential for newsrooms, PR teams, and anyone who needs to communicate accurately under time pressure.

Data journalism workflows for analysis, visualization, and storytelling. Use when analyzing datasets, creating charts and maps, cleaning messy data, calculating statistics or building data-driven stories. Essential for reporters, newsrooms and researchers working with quantitative information.

Digital archiving workflows with AI enrichment, entity extraction, and knowledge graph construction. Use when building content archives, implementing AI-powered categorization, extracting entities and relationships, or integrating multiple data sources. Covers patterns from the Jay Rosen Digital Archive project.

Use when the user asks to "create a proposal", "design a report", "make a one-pager", "build a PDF", "create a newsletter", "design slides", "make event materials", "design a flyer", or needs help with print-ready HTML documents. Provides brand configuration, CSS patterns for print layout, and document design best practices.

Manage editorial workflows for newsrooms and publications. Use when tracking story assignments, managing deadlines, coordinating editorial calendars, or establishing handoff protocols between reporters and editors. Includes templates for assignment tracking, editorial calendars, and workflow documentation.

Electron desktop application development with React, TypeScript, and Vite. Use when building desktop apps, implementing IPC communication, managing windows/tray, handling PTY terminals, integrating WebRTC/audio, or packaging with electron-builder. Covers patterns from AudioBash, Yap, and Pisscord projects.

Structured workflow for fact-checking claims in journalism. Use when verifying statements for publication, rating claims for fact-check articles, or building pre-publication verification processes. Includes claim extraction, evidence gathering, rating scales, and correction protocols.

Freedom of Information Act (FOIA) and public records request workflows. Use when drafting records requests, tracking submissions, understanding exemptions, appealing denials, or managing large document productions. Essential for investigative journalists, researchers, and transparency advocates.

Use when suggesting APIs for a project, looking for free data sources, building weekend projects that need external data, or when the user needs weather, news, finance, sports, ML, or entertainment data without paid…

Interview management, transcription workflows, and source note-taking for journalists. Use when preparing for interviews, managing recordings, transcribing audio/video, organizing source notes, creating timestamped references, or building interview databases. Essential for reporters conducting interviews and managing source relationships.

Web page monitoring, change detection, and availability tracking. Use when tracking content changes, detecting when pages go down, monitoring for updates, preserving content before deletion, or generating feeds for pages without RSS. Covers Visualping, ChangeTower, Distill.io, and self-hosted monitoring solutions.

Design and edit professional PDF reports and proposals with live…

Python data processing pipelines with modular architecture. Use when building content processing workflows, implementing dispatcher patterns, integrating Google Sheets/Drive APIs, or creating batch processing systems. Covers patterns from rosen-scraper, image-analyzer, and social-scraper projects.

Secure authentication implementation patterns. Use when implementing user login, registration, password reset, session management, JWT authentication, or OAuth integration. Provides production-ready patterns that avoid common tutorial pitfalls like insecure token storage, weak password hashing, and session fixation.

Configure install-time cooldowns for npm/bun (minimum release age) and run a sandboxed pre-install scan when the cooldown has to be bypassed. Use when the user asks about supply-chain attacks, npm/bun security, "minimum release age", a "cooldown" for installs, hardening against Shai-Hulud-class worms, or how to safely install a package that was just published. Also use after any recent supply-chain incident in the npm ecosystem.

Choose the correct CLAUDE.md or LESSONS.md template for journalism projects. Use when starting a new project, setting up documentation, or unsure which template category fits best. Provides decision trees and selection guidance for 6 journalism-focused template types.

Use when the user reports a bug, describes unexpected behavior, says something is "broken", "not working", "failing", mentions an "error", "issue", or "problem" in code, or asks to "fix" something. Enforces test-driven bug fixing workflow.

Use when starting any conversation - establishes how to find and use skills, requiring Skill tool invocation before ANY response including clarifying…

Web page archiving and retrieval from cached/deleted sources. Use when accessing unavailable pages, preserving web content, creating legal evidence archives, or building redundant archival workflows. Covers Wayback Machine, Archive.today, ArchiveBox, and evidence preservation tools.

Signs of taste in web UI. Use when building or reviewing any user-facing web interface — dashboards, SaaS apps, marketing sites, internal tools. Covers interaction speed, navigation depth, visual restraint, copy quality, and the small details that separate polished products from rough ones.

Zero-build frontend development with CDN-loaded React, Tailwind CSS, and vanilla JavaScript. Use when building static web apps without bundlers, creating Leaflet maps, integrating Google Sheets as database, or developing browser extensions. Covers patterns from rosen-frontend, NJCIC map, and PocketLink projects.