Parse and validate project specifications. Use when loading YAML/JSON specs, validating spec structure, extracting requirements, or converting between spec formats.
Analyze blog posts and web articles by fetching content from URLs. Use when the user mentions blog post, article, Substack, Medium, web page, newsletter, or provides a URL to…
Generate technical articles and documentation using AI. Use for writing blog posts, documentation, and technical content.
Build investment systems in the style of AQR Capital Management, the quantitative investment firm pioneering factor investing.
Interactive code review for agent iterations. Captures comments, tracks resolution status, and integrates with git diffs.
Retrieve and analyze MasterGo design DSL data. Use when users provide MasterGo links (https://mastergo.com/file/xxx or /goto/xxx) to fetch design structure, component…
Guide users through discovering and defining system architecture through structured conversation. Triggers on "I want to build", "design a system", "architect", "planning a new…
Aggregate pre-computed metrics (gauge, counter, delta types) using OPAL. Use when analyzing request counts, error rates, resource utilization, or any numeric metrics over time.
Guides consistent, correct implementation of Stripe payment processing including payment flows, webhooks, subscriptions, and customer management.
Write effective system prompts for TD AI agents. Covers role definition, constraint specification, output formatting, tool usage instructions, and prompt structure patterns.
Language-aware build orchestration that detects project language and runs appropriate build pipeline
Generates app icons in all required sizes for iOS, Android, and PWA from a single source image. Use when user asks to "generate app icons", "create ios icons", "android app…
Apidog API development platform documentation - API design, testing, mocking, and documentation
Generates integration tests for frontend → backend → Genkit flow connections. Use when creating E2E API tests.
Build WCAG 2.1 AA compliant web applications for University of Sheffield. Covers semantic HTML, ARIA patterns, form accessibility, keyboard navigation, color contrast, alt text,…
Expert in statistical analysis for blind A/B and ABX audio testing. Validates randomization, calculates statistical significance, and ensures proper experimental design.
Initialize or improve AGENTS.md files that define how coding agents operate in a repo. Use when asked to set up or replace an agent init command (Codex, Claude), standardize…
Analyzes pricing strategies, competitive pricing benchmarks, pricing models, value metrics, and willingness-to-pay to optimize pricing and positioning.
Creates comprehensive assessment tools, rubrics, and evaluation materials for student work. Use when the user asks to create rubrics, build assessments, evaluate student learning,…
Agent SDK development utilities for creating, testing, and managing AI agents with comprehensive tooling and debugging capabilities.
Read any website or search Google, even when sites block bots or are geo-restricted. Handles CAPTCHAs, JavaScript rendering, and anti-bot protection server-side via residential…
Add integration for an additional Odoo Studio model to an existing Odoo PWA project. Use when user wants to add support for another model, mentions "add new model", "integrate…
Imports Shadowrun 5e character archetypes from sourcebook stat blocks into hierarchical markdown and PDF documents with priority inference and data validation.
Generate API documentation in OpenAPI/Swagger, Markdown, or Postman Collection formats. Use when documenting REST APIs, GraphQL schemas, or creating client code examples.
Archive completed plan documents by moving them to the plans/archived folder. Use when a plan has been fully implemented, all to-do items are completed, or when the user requests…
Ruthlessly audit project features for justification. Challenge every feature to prove its value with evidence or face removal. Uses MCP tools for research.
Implements API endpoints, routes, controllers, and request/response handling. Use when implementing REST APIs, GraphQL APIs, or other API endpoints.
Automate Ambient Weather tasks via Rube MCP (Composio). Always search tools first for current schemas.
Form infrastructure for Astro. Zod validation, email, rate limiting, Turnstile, GDPR, Sheets. FAIL = no conversion.
When the user wants to optimize signup, registration, account creation, or trial activation flows. Also use when the user mentions "signup conversions," "registration friction,"…
Run background agents and bash commands asynchronously for CircleTel development. Use when running dev servers, parallel tests, long builds, or multi-agent research tasks without…
Real-time alerting and notification system for Univers infrastructure. Use this when you need to monitor system health, service status, and send proactive alerts when thresholds…
Generate admin dashboard pages with data tables, filters, bulk actions, dialogs, and forms. Use when building admin interfaces, management pages, or dashboard components.
Use the GitHub Copilot CLI for agentic coding, session management, custom agents, skills, plugins, SDK integration, and Ralph Wiggum loops.
Audit subscriptions AND optimize credit card rewards. Analyzes bank CSVs to find recurring charges, categorize spend, identify which card each charge should be on, and calculate…
PlayIntegrityFork bypass verification and validation for Play Integrity spoofing detection
Enables "Time Machine" coding. Records tasks as a Recipe and allows intelligent replay/modification of history.
Google Gemini API integration for building AI-powered applications. Use when working with Google's Gemini API, Python SDK (google-genai), TypeScript SDK (@google/genai),…
Use when analyzing requirements or project specifications - guides shannon analyze command, explains 8D complexity output, caching behavior, context-aware mode with --project flag
Automated asset packaging—converts validated PNG + IDF JSON into complete production bundle (context.md, tokens.json, usage.md).
Complete visual design language for Arcanea - cosmic theme tokens, component patterns, animation standards, and Academy-specific aesthetics
Verify architecture health including layer violations, circular dependencies, package structure, and design pattern compliance
Systematic framework for selecting the optimal specialized agent for any task. Use when delegating to subagents via the Task tool to ensure the most appropriate specialist is…
Complete guide for Apache Spark data processing including RDDs, DataFrames, Spark SQL, streaming, MLlib, and production deployment
Assess a codebase for patterns, anti-patterns, and quality opportunities; use when asked to generate coding rules, standards, or quality guidelines.
Multi-persona analytical framework for comprehensive code review and decision-making
Manage knowledge graph for autonomous coding. Use when storing relationships, querying connected knowledge, building project understanding, or maintaining semantic memory.
Generates PHPUnit integration tests for PHP 8.5. Creates tests with real dependencies, database transactions, HTTP mocking. Supports repositories, API clients, message handlers.
ADHD-optimized task tracking with abandonment detection, intervention strategies, and completion accountability
ADHD-optimized task tracking and intervention system. Use when tracking tasks, detecting context switches, providing accountability interventions, or managing ADHD-specific…
Conduct structured interviews with the user. Use when multiple decisions need user input: ask ONE question at a time, wait for response, record answer, then proceed to next…
Run TDD cycle for feature implementation. Use when implementing features with RED-GREEN-REFACTOR, running test-driven development, automating TDD workflow, or ensuring test-first…
Download Claude Code templates from aitmpl.com (GitHub API). Use PROACTIVELY to search and install agents, commands, skills, mcps, settings, hooks, and plugins.
Manage Advance Review Copy (ARC) campaigns for book launches. Use when recruiting beta readers, distributing advance copies, tracking reviewer commitments, writing ARC recruitment…
This pipeline performs genome-wide segmentation of CpG methylation profiles to identify Unmethylated Regions (UMRs), Low-Methylated Regions (LMRs), and Partially Methylated…
AgentHero AI - Hierarchical multi-agent orchestration system with PM coordination, file-based state management, and interactive menu interface.
Systematic debugging approaches for isolating and fixing software defects. Use when something isn't working and the cause is unclear.
MCP server tools for creating and managing MESS physical-world task requests. Provides mess, mess_status, mess_capabilities, mess_request, mess_answer, mess_cancel, and mess_fetch…
Expert guide for Vercel AI SDK 6 - ToolLoopAgent, safety patterns, MCP, RAG, DevTools.
Create well-structured prompts for AI agents using proven architecture patterns. Use when users ask to write agent prompts, system prompts, or agent instructions, or want to…