性能
性能分析与优化
benchmark-optimization-loop
texugo7badger
Use when the user asks to make something faster, try many variants, run recursive optimization, benchmark latency/throughput/cost, or choose the best implementation by repeated measured tests.
dev-wrapup
andreaserradev-gbj
Review the current session for learnings and self-improvement signals. Surfaces memory candidates and improvement opportunities for user-confirmed application.
route
G-Eskayo
Classify a task and surface the optimal Claude profile + model routing decision
topmind-ledger
topmindspace
通用记账到记忆平面（默认个人/自己账本，用户自建账本与分类）。Use when 记账、记一笔、花了、存入、查看账单、账户余额。 Do NOT use for 记一下到动态、待办、微信读书、发推、Feishu/lark-cli.
databases
zircote
Work with MongoDB (document database, BSON documents, aggregation pipelines, Atlas cloud) and PostgreSQL (relational database, SQL queries, psql CLI, pgAdmin). Use when designing database schemas, writing queries and aggregations, optimizing indexes for performance, performing database migrations, configuring replication and sharding, implementing backup and restore strategies, managing database users and permissions, analyzing query performance, or administering production databases.
sentry-setup-tracing
getsentry
Setup Sentry Tracing (Performance Monitoring) in any project. Use when asked to enable tracing, track transactions/spans, measure latency, or add performance monitoring. Supports JavaScript, Python, and Ruby.
react
joabgonzalez
"Modern React with hooks and functional components. Trigger: When creating components, implementing hooks, managing state, or optimizing."
welcome
ai-ecoverse
Use this when you receive a <lick channel="sprinkle" source="sprinkle:welcome"> with the action onboarding-complete, sent once when the user finishes the welcome card. Covers the reply it expects.
javascript
joabgonzalez
"Modern JavaScript (ES2020+) patterns. Trigger: When writing JavaScript code, using ES2020+ features, or refactoring legacy JS."
performance
89jobrien
Comprehensive performance specialist covering analysis, optimization,
estimate
kbrdn1
Provide development estimates for tasks, features, or projects with intelligent analysis
database-optimization
89jobrien
SQL query optimization and database performance specialist. Use when
cleanup-context
kbrdn1
Optimize memory bank files by removing duplicates, consolidating content, and archiving obsolete documentation
memory-defrag
basicmachines-co
"Defragment and reorganize agent memory files: split bloated files, merge duplicates, remove stale information, and restructure the memory hierarchy. Use when memory files have grown unwieldy, contain redundancies, or need reorganization. Run periodically (weekly) or on demand."
memory-ingest
basicmachines-co
"Process unstructured external input (meeting transcripts, conversation logs, pasted documents) into structured Basic Memory entities. Extracts entities, searches for existing matches, proposes new entities with approval, creates notes with observations and relations, and captures action items."
golang-performance
89jobrien
Go performance optimization techniques including profiling with pprof,
nextjs-architecture
89jobrien
Next.js architecture specialist. Use when designing Next.js applications,
kiss-principle
markpitt
Apply the K.I.S.S principle (Keep It Simple, Stupid) to reduce complexity, improve maintainability, and solve problems elegantly. Use when designing systems, writing code, planning solutions, creating documentation, architecting features, or making decisions where simplicity drives quality and efficiency.
prompt-optimization
89jobrien
Expert prompt optimization for LLMs and AI systems. Use when building
memory-lifecycle
basicmachines-co
"Manage entity status transitions in Basic Memory: archive completed work, move notes between status folders, update frontmatter, and handle edge cases. Use when marking items complete, archiving old entities, or managing any folder-based status workflow."
memory-reflect
basicmachines-co
"Sleep-time memory reflection: review recent conversations and daily notes, extract insights, and consolidate into long-term memory. Use when triggered by cron, heartbeat, or explicit request to reflect on recent activity. Runs as background processing to improve memory quality over time."
memory-notes
basicmachines-co
"How to write well-structured Basic Memory notes: frontmatter, observations with semantic categories, relations with wiki-links, and best practices for building a rich knowledge graph. Use when creating or improving notes."
context-engineering
siviter-xyz
Master context engineering for AI agent systems. Use when designing agent architectures, debugging context failures, optimizing token usage, implementing memory systems, building multi-agent coordination, evaluating agent performance, or developing LLM-powered pipelines. Covers context fundamentals, degradation patterns, optimization techniques, compression strategies, memory architectures, multi-agent patterns, evaluation, tool design, and project development.
pmf-survey
wdavidturner
Use when asked to "PMF survey", "measure product-market fit", "40% rule", "Sean Ellis test", "Rahul Vohra method", or "how disappointed would you be". Helps quantify product-market fit and systematically improve it. The PMF Survey framework (created by Sean Ellis, popularized by Rahul Vohra at Superhuman) measures how disappointed users would be without your product and turns that data into a roadmap.