Types
Type checking and type generation
manage-database-usage
by inkeep
"How to correctly access the Doltgres manage database with branch-scoped connections. Use when reading or writing manage data (agents, tools, projects, credentials, triggers, evaluators, etc.). Triggers on: manage database, withRef, c.get('db'), manageDbPool, branch checkout, doltgres, ref-scope, branchScopedDb, AgentsManageDatabaseClient."
confidence-scoring
by laurigates
"Assess quality of PRPs and work-orders using systematic confidence scoring. Use when evaluating readiness for execution or subagent delegation."
QE Learning Optimization
by proffesor-for-testing
"Transfer learning, metrics optimization, and continuous improvement for AI-powered QE agents."
deduplication
by majiayu000
Event deduplication with canonical selection, reputation scoring, and hash-based grouping for multi-source data aggregation. Handles both ID-based and content-based deduplication.
flow-nexus-neural
by majiayu000
Train and deploy neural networks in distributed E2B sandboxes with Flow Nexus
flow-nexus-neural
by majiayu000
Train and deploy neural networks in distributed E2B sandboxes with Flow Nexus
atelier-typescript-functional-patterns
by martinffx
Functional programming patterns for reliable TypeScript. Use when modeling state machines, discriminated unions, Result/Option types, branded types, or building type-safe domain models.
QE Quality Assessment
by proffesor-for-testing
"Comprehensive quality gates, metrics analysis, and deployment readiness assessment for continuous quality assurance."
apollo-core-workflow-b
by Dicklesworthstone
Implement Apollo.io email sequences and outreach workflow. Use when building automated email campaigns, creating sequences, or managing outreach through Apollo. Trigger with phrases like "apollo email sequence", "apollo outreach", "apollo campaign", "apollo sequences", "apollo automated emails".
clay-cost-tuning
by Dicklesworthstone
Optimize Clay costs through tier selection, sampling, and usage monitoring. Use when analyzing Clay billing, reducing API costs, or implementing usage monitoring and budget alerts. Trigger with phrases like "clay cost", "clay billing", "reduce clay costs", "clay pricing", "clay expensive", "clay budget".
clay-observability
by Dicklesworthstone
Set up comprehensive observability for Clay integrations with metrics, traces, and alerts. Use when implementing monitoring for Clay operations, setting up dashboards, or configuring alerting for Clay integration health. Trigger with phrases like "clay monitoring", "clay metrics", "clay observability", "monitor clay", "clay alerts", "clay tracing".
clay-known-pitfalls
by Dicklesworthstone
Identify and avoid Clay anti-patterns and common integration mistakes. Use when reviewing Clay code for issues, onboarding new developers, or auditing existing Clay integrations for best practices violations. Trigger with phrases like "clay mistakes", "clay anti-patterns", "clay pitfalls", "clay what not to do", "clay code review".
clay-rate-limits
by Dicklesworthstone
Implement Clay rate limiting, backoff, and idempotency patterns. Use when handling rate limit errors, implementing retry logic, or optimizing API request throughput for Clay. Trigger with phrases like "clay rate limit", "clay throttling", "clay 429", "clay retry", "clay backoff".
clay-enterprise-rbac
by Dicklesworthstone
Configure Clay enterprise SSO, role-based access control, and organization management. Use when implementing SSO integration, configuring role-based permissions, or setting up organization-level controls for Clay. Trigger with phrases like "clay SSO", "clay RBAC", "clay enterprise", "clay roles", "clay permissions", "clay SAML".
apollo-sdk-patterns
by Dicklesworthstone
Apply production-ready Apollo.io SDK patterns. Use when implementing Apollo integrations, refactoring API usage, or establishing team coding standards. Trigger with phrases like "apollo sdk patterns", "apollo best practices", "apollo code patterns", "idiomatic apollo", "apollo client wrapper".
clay-reliability-patterns
by Dicklesworthstone
Implement Clay reliability patterns including circuit breakers, idempotency, and graceful degradation. Use when building fault-tolerant Clay integrations, implementing retry strategies, or adding resilience to production Clay services. Trigger with phrases like "clay reliability", "clay circuit breaker", "clay idempotent", "clay resilience", "clay fallback", "clay bulkhead".
Memory Faculty — Cognition
by acnlabs
No memories found â Don't fabricate memories. Say honestly: "I don't have a specific memory about that."
axiom-axe-ref
by CharlesWiltgen
Use when automating iOS Simulator UI interactions beyond simctl capabilities. Reference for AXe CLI covering accessibility-based tapping, gestures, text input, screenshots, video recording, and UI tree inspection.
instructor
by NousResearch
Extract structured data from LLM responses with Pydantic validation, retry failed extractions automatically, parse complex JSON with type safety, and stream partial results with Instructor - battle-tested structured output library
QE Chaos Resilience
by proffesor-for-testing
"Chaos engineering and resilience testing including fault injection, load testing, and system recovery validation."
QE Visual Accessibility
by proffesor-for-testing
"Visual regression testing, responsive design validation, and WCAG accessibility compliance testing."
drive-motivation
by wondelai
'Design motivation systems using Autonomy, Mastery, and Purpose (AMP) for products and teams. Use when the user mentions "intrinsic motivation", "gamification isn''t working", "team incentives", "autonomy", "mastery", or "purpose-driven". Covers why carrot-and-stick fails and how to build progress systems. For habit-forming product loops, see hooked-ux. For retention behavior design, see improve-retention.'
pragmatic-programmer
by wondelai
'Apply meta-principles of software craftsmanship: DRY, orthogonality, tracer bullets, and design by contract. Use when the user mentions "best practices", "pragmatic approach", "broken windows", "tracer bullet", or "software craftsmanship". Covers estimation, domain languages, and reversibility. For code-level quality, see clean-code. For refactoring techniques, see refactoring-patterns.'
web-typography
by wondelai
'Select, pair, and implement typefaces for web projects. Use when the user mentions "font pairing", "which typeface", "line height", "responsive typography", "web font loading", or "type hierarchy". Covers readability evaluation, CSS implementation, and performance optimization. For overall UI design systems, see refactoring-ui. For dramatic typographic experiences, see top-design.'