Detect agent capabilities and manage context intelligently

Monitor and triage GitHub issues against design docs and implementation status. Use when user asks to "check issues", "triage issues", "sync issues", "what issues are open", or wants to ensure issues are up-to-date with development progress.

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Agent development tools - generation and validation. Use when creating new agent templates from scaffolding, or validating and linting existing agent profiles for correctness and completeness.

ENFORCEMENT tool that detects when Skills automation is duplicated in agent definitions, lessons learned, or process docs. Prevents "single source of truth nightmare" by finding bash commands, step-by-step procedures, or process descriptions that replicate Skills. BLOCKING AUTHORITY - workflow cannot complete with violations.

Automate Advent of Code daily puzzle solving - fetch puzzle, implement solution, test, and submit answers

Meta-skill for managing Claude Code Skills for the Ascend platform documentation.

Strategic leadership for GabeDA - refines requirements, orchestrates skills, makes architectural decisions, and ensures project coherence. Acts as CEO/CTO/PM to bridge vision and execution.

Automated Filament resource generation with correct namespace imports (Schemas vs Forms), Vietnamese labels, standard structure, Observer patterns, ImagesRelationManager integration. USE WHEN user says 'tạo resource mới', 'create new resource', 'generate Filament resource', 'scaffold admin resource', or wants to add new entity to admin panel.

INVOKE FIRST before any code work. Validates git workflow (branch, issue, worklog) and checks approach. Use at START of every task and END before completing. Prevents skipped steps.

Example of a properly self-contained skill following all best practices

Find AILANG vs Python eval gaps and improve prompts/language. Use when user says 'find eval gaps', 'analyze benchmark failures', 'close Python-AILANG gap', or after running evals.

Documentation organization, maintenance, and cleanup. USE WHEN: organizing docs, cleaning project root, updating documentation, checking for redundancy, maintaining docs structure. NOT FOR: technical implementation (use relevant technical skill). Examples: <example> Context: User added documentation to wrong location. user: "I added a new API doc file to the root directory" assistant: "I'll use docs-keeper to organize it in the proper docs/ location." <commentary>File organization is docs-keeper responsibility.</commentary> </example> <example> Context: User needs to update docs after code changes. user: "I modified the auth system and need to update the docs" assistant: "I'll use docs-keeper to update the authentication documentation." <commentary>Documentation updates are docs-keeper responsibility.</commentary> </example>

Troubleshoot and manage GCP e2-micro VM running eth-realtime-collector. Use when VM service is down, systemd failures occur, real-time data stream stops, or VM network issues arise. Keywords systemd, journalctl, eth-collector, gcloud compute.

Abductive analysis for qualitative interview data following Timmermans & Tavory. Guides you through theory-first analysis that recognizes anomalies and generates novel theoretical insights through systematic puzzle exploration.

Monitor Hawk job status, view logs, and diagnose issues. Use when the user wants to check job progress, view error logs, debug a failing job, or generate a monitoring report for a Hawk evaluation run.

Expert in Google Merchant API (the new API replacing Content API). Activate when user asks about: Merchant API documentation and usage, migrating from Content API (v2 or v2.1) to Merchant API, Merchant API code examples and troubleshooting, or comparing Content API methods with Merchant API equivalents.

Define reusable capabilities for an agent, enabling complex workflows and enhancing functionality without code.

Add or customize shadcn/ui components in the shared UI package. Use when adding new components from shadcn registry, updating existing component variants, customizing styling with Tailwind, or debugging shadcn/ui component issues.

Unsafe code and FFI expert covering raw pointers (*mut, *const), FFI patterns, transmute, union,