This skill should be used for advanced LLM evaluation: LLM-as-judge systems, direct scoring, pairwise comparison, rubric calibration…
This skill should be used when long-running agent sessions need context compression, structured summarization, compaction, token-per-task…
This skill should be used for improving context efficiency: context budgeting, observation masking, prefix or KV-cache strategy…
This skill should be used when designing hosted or background agent infrastructure: sandboxed execution, remote coding environments, warm…
This skill should be used for project-level decisions about LLM-powered systems: whether an LLM is the right primitive for the task at…
Use at the START of any bug bounty hunting session, when switching targets, or when feeling lost about what to do next.
Analyze music/audio files locally without external APIs.
Extract MIDI/score from an existing production
Run 4-stem separation (vocals/drums/bass/other) on an existing production
Integrate Apple Music playback, catalog search, and Now Playing metadata using MusicKit and MediaPlayer.
Run Stryker mutation testing on a single source file and return a structured, token-frugal report that's pipeable to a follow-up…
The MVP scope policy: the justification standard applied when the goal is to prove or disprove a hypothesis with the smallest thing that…
Specialized documentation writer and reviewer with code-to-docs generation and drift detection
For My Justice Mailbox (MJP): submit electronically to the court: establishes the legal standard, burden of proof, and counter-argument…
Generates MyBatis-Plus code (Entity, Mapper, Service, ServiceImpl, Controller, DTO, VO, BO) from database tables.
Core myfy patterns and conventions for building applications.
MYOB integration via Apideck's Accounting unified API — same methods work across every connector in Accounting, switch by changing…
Architects comprehensive database schemas, entity relationships, and data migration strategies for complex software features.
Audits Git repository codebases against MySpec custom specifications to verify compliance and synchronize documentation with actual code…
Reviews and audits MySpec specification repositories to detect conflicts, redundant entries, and outdated documentation.
When to activate: MySQL, MariaDB, InnoDB, mysql, JSON column, EXPLAIN, replication, ProxySQL