Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
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Operate production databases (PostgreSQL, MySQL, MongoDB, Redis), managed or not: health checks, slow queries, locks, connections, maintenance, replication lag, and what to do in a database incident. Read-only by default.
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实测评分 未实测
查看安装方法安装前可以查看交给 AI 代理的指令内容。
Keeping a running database healthy, and finding the cause when it is not. It assumes a managed service (Cloud SQL, RDS, Atlas, Memorystore, ElastiCache) or an existing server; installing and configuring servers is out of scope. Backups and restores are in /backup-strategy; schema and migrations in /database and /run-migrations.
| Mode | Does |
|---|---|
health | Runs the health checks for the engine and gives a verdict |
incident | Something is slow or failing now: finds the cause, proposes the fix |
tune | Reviews slow queries, indexes, connection and memory settings |
| No arg | health |
Detect the engine and where it runs from the connection string, docker-compose.yml, IaC or env files. Ask for read-only credentials; never use the application's admin user for diagnosis.
| Engine | Reference | Also |
|---|---|---|
| PostgreSQL | references/postgres.md | /query-optimization, /database-indexing, /read-replicas |
| MySQL | references/mysql.md | |
| MongoDB | references/mongodb.md | |
| Redis | references/redis.md |
Read only the reference for the engine in use.
Every engine gets the same six questions; the reference has the exact queries:
On a managed service, start with its own tools (Cloud SQL Query Insights, RDS Performance Insights, Atlas Performance Advisor): they keep history that ad-hoc queries do not.
/incident.| Verdict | When |
|---|---|
| PASS | All six checks within limits |
| CONCERNS | Something trending toward a limit: connections above 70% of max, growing lag, bloat, a slow query in the top 5 by total time |
| FAIL | At or past a limit: connections exhausted, replication broken or lag above the RPO, disk above 85%, Postgres transaction ID age near wraparound, Redis evicting keys that are not cache |
Report: verdict, one row per check (value, limit, evidence), then the fixes in order of risk.
VACUUM FULL, OPTIMIZE TABLE, failovers, FLUSHALL, CONFIG SET and index builds on large tables are changes: show the exact command and ask first./backup-strategy for backups, PITR and restore tests./slo-sli and /observability-setup to alert on these checks instead of running them by hand./incident for the post-mortem.还没有评价。欢迎分享你的使用感受。
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Plan, design, and implement A/B tests and experiments with statistical rigor. Covers hypothesis frameworks, sample sizing, metrics, and result analysis.
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Web/mobile accessibility decision guide: WCAG 2.2 AA, ARIA, keyboard nav, focus management, contrast, testing. Use for: a11y, accessibility, wcag, aria, screen reader, keyboard, contrast.
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Generate, iterate, and scale ad creative for paid advertising across Google, Meta, LinkedIn, and X. Covers platform specs, creative frameworks, and quality validation.
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Musica interactiva para juegos: layering vertical, re-secuenciacion horizontal, stingers, reglas de transicion con sync points, y mapeo de estados de gameplay a musica. Usar para: musica adaptativa, sistema de musica dinamica, transiciones musicales, combat music.
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Design multi-agent systems, create agent architectures, define communication patterns, and build autonomous agent workflows with structured evaluation frameworks.
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Inter-agent communication protocol for C-suite agent teams. Defines invocation syntax, loop prevention, isolation rules, response formats, and quality loops.
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