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Log Analysis
DevOps
Analyze application and system logs to identify errors, patterns, and root causes. Use log aggregation tools and structured logging for effective debugging. Ideal for troubleshooting errors, performance investigations, and security incident analysis.
Student Activity Analysis
Education & Training
Analyze student git activity, lab submissions, and project work in software engineering courses. Generates comprehensive reports on progress and participation.
Product Specification Generator
Development
Generates a product specification document (PRODUCT_SPEC.md) via guided Q&A, designed for new greenfield projects. It checks the working directory, confirms the output location with the user, and prevents accidental overwrites. During the Q&A, it captures deferred requirements and writes them to DEFERRED.md for future planning.
World Composition
Development
Open world streaming skill for world partition. Enables dynamic loading of zones in open-world games.
Plutonium Development Guide
Development
This high-level guide provides the foundational rules and conventions for building Plutonium applications. It covers the four-layer resource architecture, essential code generators for resources and portals, and directs developers to more specialized skills for definition fields, policies, and authentication.
Advanced Juicebox Data Migration
DevOps
This skill provides advanced strategies for migrating data into Juicebox from other recruiting platforms such as LinkedIn Recruiter, Greenhouse, and Lever. It covers data assessment, schema mapping, and bulk import pipelines.
Review Uncommitted Changes
Development
Reviews uncommitted working changes using 'git diffall' to identify logic errors, unwanted behavior, and bugs. Does not summarize changes but focuses on actual or potential issues, including significant omissions.
Tapestry Social Graph Protocol Integration
Development
Integration of the Tapestry social graph protocol for building social features in a React Native (Expo) app. Provides API client patterns, React Query hooks, and endpoint references for profiles, follows, content, feeds, identity resolution, and trades. Use when implementing social trading functionality with on-chain identity and activity graphs.
Update Guide Screenshots
Documentation
This skill verifies the NiFi custom UI via Chrome, takes fresh screenshots, and updates `doc/guides/` documentation to match the current UI. It helps keep documentation in sync when the UI changes, with optional verification-only or screenshot-only modes.
Game Generator
Development
Generates valid GameSpec JSON and Lua scripts for the AI Game Platform. Use when creating new games (FPS, 2D side-scrollers, 3D platformers) or adding features like player movement, enemies, and collectibles. Also helps fix Lua script issues.
Data Management with XDB CLI
Data & AI
Use XDB CLI to store, query, and manage structured data with a URI-based addressing system. It supports flexible, strict, or dynamic schemas and namespace organization for different projects, users, or agents. This is useful for persisting data from web scraping, issue tracking, metrics, logs, or conversation memory.
Context7 MCP for Library APIs
Development
This skill uses the Context7 MCP tool to retrieve official library documentation and API references. It helps when you need function signatures, usage examples, or explanations for a specific package, avoiding guesswork.