Configure Clay workspace roles, team access control, and credit budget allocation. Use when managing team access to Clay tables, setting per-user credit budgets, or configuring workspace-level permissions for Clay. Trigger with phrases like "clay SSO", "clay RBAC", "clay enterprise", "clay roles", "clay permissions", "clay team access", "clay workspace".

Set up a local development loop for building and testing Clay integrations. Use when iterating on Clay webhook handlers, testing enrichment pipelines, or building scripts that push data into Clay tables. Trigger with phrases like "clay local dev", "clay development setup", "clay testing locally", "clay dev workflow", "iterate clay integration".

Implement CodeRabbit PII handling, data retention, and GDPR/CCPA compliance patterns. Use when handling sensitive data, implementing data redaction, configuring retention policies, or ensuring compliance with privacy regulations for CodeRabbit integrations. Trigger with phrases like "coderabbit data", "coderabbit PII", "coderabbit GDPR", "coderabbit data retention", "coderabbit privacy", "coderabbit CCPA".

Evaluate model performance — check for accuracy drops, data drift, and error patterns. Use when asked about "model accuracy dropped", "evaluate the model", "check for drift", or "model performance".

Build a product roadmap with sequenced bets and explicit tradeoffs. Use when asked to "build a roadmap", "prioritize the backlog strategically", "what do we build next quarter", "sequence our bets", "what should we focus on", or "product strategy for the next N months".

Create a minimal working Databricks example with cluster and notebook. Use when starting a new Databricks project, testing your setup, or learning basic Databricks patterns. Trigger with phrases like "databricks hello world", "databricks example", "databricks quick start", "first databricks notebook", "create cluster".

Feedback synthesis — cluster support tickets, NPS verbatims, app store reviews, and churn surveys by theme, separate signal from noise, and produce an actionable insight report. Use when asked to "synthesize this feedback", "analyze support tickets", "what are users complaining about", "NPS analysis", "churn feedback synthesis", or "what's the feedback telling us".

Migrate from other search APIs (Google, Bing, Tavily, Serper) to Exa neural search. Use when switching to Exa from another search provider, migrating search pipelines, or evaluating Exa as a replacement for traditional search APIs. Trigger with phrases like "migrate to exa", "switch to exa", "replace google search with exa", "exa vs tavily", "exa migration", "move to exa".

Execute Firecrawl incident response procedures with triage, mitigation, and postmortem. Use when responding to Firecrawl-related outages, investigating scrape/crawl failures, or running post-incident reviews for Firecrawl integration issues. Trigger with phrases like "firecrawl incident", "firecrawl outage", "firecrawl down", "firecrawl on-call", "firecrawl emergency", "firecrawl broken".

Configure Firecrawl across development, staging, and production environments. Use when setting up multi-environment scraping pipelines, managing credit budgets per env, or configuring self-hosted Firecrawl for development. Trigger with phrases like "firecrawl environments", "firecrawl staging", "firecrawl dev prod", "firecrawl environment setup", "firecrawl config by env".

Optimize Firecrawl scraping performance with caching, batch scraping, and format selection. Use when experiencing slow scrapes, optimizing credit usage per page, or building high-throughput scraping pipelines. Trigger with phrases like "firecrawl performance", "optimize firecrawl", "firecrawl latency", "firecrawl caching", "firecrawl slow", "firecrawl batch".

Retrieve and process Fireflies.ai meeting transcripts with speaker diarization and summaries. Use when fetching transcripts, extracting action items, or building meeting intelligence pipelines. Trigger with phrases like "fireflies transcript", "get meeting notes", "fireflies meeting data", "fetch fireflies recording".

Configure Fireflies.ai workspace roles, channels, privacy controls, and meeting sharing. Use when managing team access, setting up channels, or configuring transcript visibility and sharing rules. Trigger with phrases like "fireflies roles", "fireflies permissions", "fireflies channels", "fireflies privacy", "fireflies sharing", "fireflies RBAC".

Meeting preparation and template setup in Granola — templates, recipes, and pre-meeting workflows. Use when configuring note templates for 1:1s, standups, discovery calls, or sprint planning, creating custom recipes, or preparing agenda notes before important meetings. Trigger: "granola template", "granola meeting prep", "granola recipe", "granola agenda".

Scope arbitration — resolve disagreements between product and engineering on what is in or out of scope, with a decision log and escalation path. Use when asked to "resolve this scope disagreement", "arbitrate between product and eng", "scope is creeping", "we can't agree on what's in scope", or "help us decide what to cut".

Execute Ideogram incident response with triage, mitigation, and postmortem. Use when responding to Ideogram-related outages, investigating errors, or running post-incident reviews for Ideogram integration failures. Trigger with phrases like "ideogram incident", "ideogram outage", "ideogram down", "ideogram on-call", "ideogram emergency", "ideogram broken".

Configure Ideogram across development, staging, and production environments. Use when setting up multi-environment deployments, configuring per-environment keys, or implementing environment-specific Ideogram configurations. Trigger with phrases like "ideogram environments", "ideogram staging", "ideogram dev prod", "ideogram environment setup", "ideogram multi-env".

Churn risk identification and intervention — scans health signals for at-risk accounts, classifies risk level (CRITICAL/HIGH/MEDIUM), and produces an intervention sequence per risk type. Use when asked to "find at-risk accounts", "who might churn", "build a churn prevention plan", "identify churn signals", or "rescue this account".

Create a minimal working Langfuse trace example. Use when starting a new Langfuse integration, testing your setup, or learning basic Langfuse tracing patterns. Trigger with phrases like "langfuse hello world", "langfuse example", "langfuse quick start", "first langfuse trace", "simple langfuse code".

Execute Mistral AI incident response procedures with triage, mitigation, and postmortem. Use when responding to Mistral AI-related outages, investigating errors, or running post-incident reviews. Trigger with phrases like "mistral incident", "mistral outage", "mistral down", "mistral on-call", "mistral emergency".

Analyzes contracts for unfavorable or risky clauses and generates prioritized counter-proposals with replacement language. Use when reviewing a contract before signing, preparing for a negotiation, or responding to unfavorable terms. Trigger with "/negotiate" or "generate counter-proposals for this contract".

Implement Palantir Foundry reference architecture with best-practice project layout. Use when designing new Foundry integrations, planning data pipeline architecture, or establishing patterns for Ontology-driven applications. Trigger with phrases like "palantir architecture", "foundry best practices", "foundry project structure", "how to organize palantir".

Choose and implement Perplexity architecture blueprints for different scales: direct search widget, cached research layer, and multi-query pipeline. Trigger with phrases like "perplexity architecture", "perplexity blueprint", "how to structure perplexity", "perplexity project layout".

Implement Perplexity query sanitization, citation validation, result caching, and conversation context management for search workflows. Trigger with phrases like "perplexity data", "perplexity PII", "perplexity citations", "perplexity cache", "perplexity context".

Optimize PostHog costs: autocapture tuning, event sampling with before_send, bot filtering, session recording sampling, and billing monitoring. Trigger: "posthog cost", "posthog billing", "reduce posthog costs", "posthog pricing", "posthog expensive", "posthog budget", "posthog free tier".

PostHog incident response: triage decision tree, immediate actions for 401/429/500 errors, graceful degradation, evidence collection, and postmortem. Trigger: "posthog incident", "posthog outage", "posthog down", "posthog on-call", "posthog emergency", "posthog broken production".

Optimize PostHog performance: local flag evaluation, client batching config, event sampling, efficient HogQL queries, and serverless flush patterns. Trigger: "posthog performance", "optimize posthog", "posthog latency", "posthog caching", "posthog slow", "posthog batch", "posthog fast".

Manage Replit Teams, member permissions, deployment promotion, and bulk Repl admin. Use when managing team access, configuring deployment environments, auditing Repls, or administering organization settings. Trigger with phrases like "replit team management", "replit admin", "replit permissions", "replit bulk operations", "manage replit members".

Create a minimal working Replit app with database, object storage, and auth. Use when starting a new Replit project, testing your setup, or learning Replit's built-in services (DB, Auth, Object Storage). Trigger with phrases like "replit hello world", "replit starter", "replit quick start", "first replit app", "replit example".

Handle Replit resource limits: KV database caps, deployment quotas, and request throttling. Use when hitting storage limits, managing deployment resources, or implementing rate limiting in your Replit-hosted app. Trigger with phrases like "replit rate limit", "replit throttling", "replit 429", "replit storage limit", "replit quota".

Upgrade Replit Nix channels, migrate between database types, and update deployment targets. Use when upgrading Nix channel versions, migrating from Replit DB to PostgreSQL, switching deployment types, or updating system dependencies. Trigger with phrases like "upgrade replit", "replit nix upgrade", "migrate replit database", "replit version update", "replit channel update".

Execute Snowflake production readiness checklist with monitoring and rollback. Use when deploying Snowflake pipelines to production, preparing for go-live, or validating production Snowflake configuration. Trigger with phrases like "snowflake production", "snowflake go-live", "snowflake launch checklist", "snowflake prod ready".

Handle Snowflake concurrency limits, warehouse queuing, and query throttling. Use when queries are queuing, hitting concurrency limits, or needing to optimize warehouse sizing for throughput. Trigger with phrases like "snowflake rate limit", "snowflake throttling", "snowflake queuing", "snowflake concurrency", "snowflake warehouse sizing".

First-run onboarding tour — guided walkthrough of tonone's 23 agents, key skills, and worktree sessions. Two paths — expert (~90 sec) and newcomer (~8 min). Use when asked "how do I use tonone", "what can tonone do", "show me around", or "first steps".

Mobile reconnaissance — understand the app's tech stack, architecture, dependencies, and health for takeover. Use when asked to "understand this app", "mobile assessment", or "app health".

Execute Vast.ai primary workflow: GPU instance provisioning and job execution. Use when renting GPUs for training, searching offers by price and specs, or managing the full instance lifecycle from search to teardown. Trigger with phrases like "vastai rent gpu", "vastai training job", "vastai provision instance", "run job on vastai".

Execute Windsurf's secondary workflow: Workflows, Memories, and reusable automation. Use when creating reusable Cascade workflows, managing persistent memories, or automating repetitive development tasks. Trigger with phrases like "windsurf workflow", "windsurf automation", "windsurf memories", "cascade workflow", "windsurf slash command".

Optimize Windsurf licensing costs through seat management, tier selection, and credit monitoring. Use when analyzing Windsurf billing, reducing per-seat costs, or implementing usage monitoring and budget controls. Trigger with phrases like "windsurf cost", "windsurf billing", "reduce windsurf costs", "windsurf pricing", "windsurf budget".

Upgrade Windsurf IDE, migrate settings from VS Code or Cursor, and handle breaking changes. Use when upgrading Windsurf versions, migrating from another editor, or handling configuration changes after updates. Trigger with phrases like "upgrade windsurf", "windsurf update", "migrate to windsurf", "windsurf from cursor", "windsurf from vscode".

Set up Abridge clinical AI platform authentication and EHR integration credentials. Use when onboarding a healthcare org to Abridge, configuring Epic/Athena integration, or setting up developer sandbox access for ambient AI documentation. Trigger: "install abridge", "setup abridge", "abridge auth", "configure abridge credentials".

Implement Algolia indexing pipeline: data sync, partial updates, synonyms, and rules. The secondary money-path workflow: keep your index in sync with source data. Trigger: "algolia indexing", "sync data to algolia", "algolia synonyms", "algolia rules", "algolia partial update", "algolia reindex".

Implement AssemblyAI rate limiting, backoff, and queue-based throttling. Use when handling rate limit errors, implementing retry logic, or managing concurrent transcription throughput. Trigger with phrases like "assemblyai rate limit", "assemblyai throttling", "assemblyai 429", "assemblyai retry", "assemblyai backoff".

Full CRUD on Attio records -- create, read, update, delete, and search across people, companies, deals, and custom objects. Trigger: "attio records", "attio CRUD", "create attio record", "update attio person", "search attio companies", "attio objects".

Set up a fast local development loop for Attio integrations with hot reload, mock server, and integration tests. Trigger: "attio dev setup", "attio local development", "attio dev environment", "develop with attio", "attio project setup".

Scrape structured data with Bright Data Scraping Browser using Playwright/Puppeteer. Use when scraping JavaScript-rendered pages, SPAs, or sites requiring browser interaction. Trigger with phrases like "brightdata scraping browser", "brightdata playwright", "brightdata puppeteer", "scrape SPA with brightdata", "browser scraping".

Navigate Clay plan changes, pricing migrations, and feature upgrades. Use when upgrading Clay plans, migrating to the 2026 pricing model, or adapting integrations to new Clay features. Trigger with phrases like "upgrade clay", "clay migration", "clay pricing change", "clay plan upgrade", "clay new pricing".

Implement CodeRabbit webhook signature validation and event handling. Use when setting up webhook endpoints, implementing signature verification, or handling CodeRabbit event notifications securely. Trigger with phrases like "coderabbit webhook", "coderabbit events", "coderabbit webhook signature", "handle coderabbit events", "coderabbit notifications".

Upgrade CoreWeave deployments and migrate between GPU types. Use when migrating from A100 to H100, upgrading CUDA versions, or updating inference server versions. Trigger with phrases like "upgrade coreweave", "coreweave gpu migration", "coreweave cuda upgrade", "migrate coreweave".

ML reconnaissance — inventory all models, pipelines, data sources, and monitoring. Use when asked "what ML do we have", "model inventory", or "ML assessment".

Execute Exa incident response with triage, mitigation, and postmortem procedures. Use when responding to Exa-related outages, investigating errors, or running post-incident reviews for Exa integration failures. Trigger with phrases like "exa incident", "exa outage", "exa down", "exa on-call", "exa emergency", "exa broken".

Use when the user wants to manually flush a deferred-commit queue from a prior or interrupted chain. Reads .hyperflow/commits-queue/manifest.json, fast-forwards the staging branch onto the user's branch, deletes staging, clears the queue. Recovery interface when a chain crashed before its Step 4 auto-flush ran. Trigger with /hyperflow:flush, "flush pending commits", "flush queue", "apply staged commits", "where are my commits".

Implement Framer reference architecture with best-practice project layout. Use when designing new Framer integrations, reviewing project structure, or establishing architecture standards for Framer applications. Trigger with phrases like "framer architecture", "framer best practices", "framer project structure", "how to organize framer", "framer layout".

Manage incident response for Gamma integration issues. Use when experiencing production incidents, outages, or need systematic troubleshooting procedures. Trigger with phrases like "gamma incident", "gamma outage", "gamma down", "gamma emergency", "gamma runbook".

Use when asked to write a product brief, turn a feature idea into a spec, define requirements for something to build, or clarify what a product should do and why. Examples: "write a brief for X", "turn this idea into a spec", "what should we build here", "help me define requirements".

Use when a product brief is finalized and ready to hand off to the engineering team, or when asked to send a brief to Apex, kick off engineering work, or start development on a product spec. Examples: "hand this off to engineering", "send brief to Apex", "start building this", "kick off dev on this spec".

Configure Palantir Foundry local development with Python transforms and testing. Use when setting up a development environment, running transforms locally, or establishing a fast iteration cycle with Foundry. Trigger with phrases like "palantir dev setup", "palantir local development", "foundry local dev", "develop with palantir".

Configure Palantir Foundry across development, staging, and production environments. Use when setting up multi-environment Foundry deployments, managing per-environment credentials, or implementing environment-specific configurations. Trigger with phrases like "palantir environments", "foundry staging", "foundry dev prod", "palantir environment setup".

Platform reconnaissance — inventory all developer tooling, environments, build systems, and developer workflows for project takeover. Use when asked to "understand the dev setup", "developer tooling assessment", "platform assessment", or "how do developers work here".

Execute Perplexity primary workflow: single-query search with citations. Use when implementing AI search, building fact-checking tools, or integrating web-grounded answers into your application. Trigger with phrases like "perplexity search", "perplexity query", "search with citations", "perplexity main workflow".

Work with Persona verification types: government ID, selfie, database checks. Use when implementing specific verification checks, reviewing verification results, or building custom verification workflows. Trigger with phrases like "persona verification", "government ID check", "selfie verification", "persona database check", "verification results".

Collaborative thinking partner for exploring ideas, challenges, and decisions. Use when the user says "think through", "explore", "brainstorm", "help me figure out", asks open-ended questions about strategy or priorities, or needs to work through a problem without a clear solution yet.

Execute Vast.ai incident response for GPU instance failures and outages. Use when responding to instance failures, investigating training crashes, or handling spot preemption emergencies. Trigger with phrases like "vastai incident", "vastai outage", "vastai down", "vastai emergency", "vastai instance failed".

Optimize Vast.ai GPU instance selection, startup time, and training throughput. Use when optimizing instance selection, reducing startup latency, or maximizing GPU utilization on rented hardware. Trigger with phrases like "vastai performance", "optimize vastai", "vastai slow", "vastai gpu utilization", "vastai throughput".

Build event-driven workflows around Vast.ai instance lifecycle events. Use when monitoring instance status changes, implementing auto-recovery, or building event-driven GPU orchestration. Trigger with phrases like "vastai events", "vastai instance monitoring", "vastai status changes", "vastai lifecycle events".

Execute Windsurf's primary workflow: Cascade Write mode for multi-file agentic coding. Use when building features, refactoring across files, or performing complex code tasks. Trigger with phrases like "windsurf cascade write", "windsurf agentic coding", "windsurf multi-file edit", "cascade write mode", "windsurf build feature".

Configure Windsurf local development workflow with Cascade, Previews, and terminal integration. Use when setting up a development environment, configuring Turbo mode, or establishing a fast iteration cycle with Windsurf AI. Trigger with phrases like "windsurf dev setup", "windsurf local development", "windsurf dev environment", "windsurf workflow", "develop with windsurf".

Optimize Windsurf IDE performance: indexing speed, Cascade responsiveness, and memory usage. Use when Windsurf is slow, indexing takes too long, Cascade times out, or the IDE uses too much memory. Trigger with phrases like "windsurf slow", "windsurf performance", "optimize windsurf", "windsurf memory", "cascade slow", "indexing slow".

Implement Algolia search with filters, facets, highlighting, and pagination. The primary money-path workflow: search records, apply filters, display results. Trigger: "algolia search", "search with algolia", "algolia filters", "algolia facets", "algolia search implementation".

Handle Algolia rate limits and throttling: per-key limits, indexing queue limits, 429 responses, and backoff strategies. Trigger: "algolia rate limit", "algolia throttling", "algolia 429", "algolia retry", "algolia backoff", "algolia too many requests".

Run your first Apify Actor and retrieve results via apify-client. Use when starting a new Apify integration, testing connectivity, or learning the Actor call/dataset retrieval pattern. Trigger: "apify hello world", "apify example", "run an apify actor", "apify quick start", "first apify scrape".

Create, read, and list Apple Notes using JXA and AppleScript. Use when learning Notes automation, creating your first automated note, or testing read/write access to Apple Notes from scripts. Trigger: "apple notes hello world", "create apple note", "read apple notes", "apple notes example", "osascript notes".

Create a minimal working AssemblyAI transcription example. Use when starting a new AssemblyAI integration, testing your setup, or learning basic transcription patterns. Trigger with phrases like "assemblyai hello world", "assemblyai example", "assemblyai quick start", "simple assemblyai transcription".

Documentation reconnaissance for takeover — find all docs, assess accuracy, freshness, coverage, and discoverability, and identify critical knowledge gaps. Use when asked "what docs exist", "documentation assessment", or "knowledge gaps".

Configure CAST AI Workload Autoscaler for pod-level right-sizing and VPA. Use when enabling workload autoscaling, configuring resource recommendations, or tuning pod CPU and memory requests with CAST AI. Trigger with phrases like "cast ai workload autoscaler", "cast ai pod sizing", "cast ai resource recommendations", "cast ai VPA".

Handle training data and model artifacts on CoreWeave persistent storage. Use when managing large datasets, configuring storage classes, or implementing data pipelines for GPU workloads. Trigger with phrases like "coreweave data", "coreweave storage", "coreweave pvc", "coreweave dataset management".

Build an ML pipeline — from data to trained model to serving endpoint. Use when asked to "build ML model", "train a model", "prediction pipeline", "classification", or "regression".

Strategic context reconnaissance — read existing roadmaps, OKRs, competitive docs, and briefs to establish context before planning. Use when asked to "understand our strategy", "what's the current roadmap", "what OKRs do we have", "strategic context", or before starting any prioritization or roadmap work.

MEDDPICC-based deal qualification worksheet — guide Deal through structured qualification of any opportunity and produce a filled card + recommended next action. Use when asked to "qualify this deal", "run MEDDPICC on this opportunity", "should we pursue this", or "is this deal real".

Create a minimal working Exa search example with real results. Use when starting a new Exa integration, testing your setup, or learning basic search, searchAndContents, and findSimilar patterns. Trigger with phrases like "exa hello world", "exa example", "exa quick start", "simple exa search", "first exa query".

Implement data handling for Flexport supply chain data including PII redaction, shipment data retention, GDPR compliance, and secure document management. Trigger: "flexport data handling", "flexport PII", "flexport GDPR", "flexport data retention".

Diagnose runtime infrastructure issues — cold starts, timeouts, scaling problems, network failures. Use when asked about "infra is slow", "cold starts", "network issues", "why is this timing out", "scaling problem", "latency spikes", or "service is down".

Implement Palantir Foundry data handling with PII protection, markings, and GDPR compliance. Use when handling sensitive data in Foundry, implementing data classifications, or ensuring compliance with privacy regulations. Trigger with phrases like "palantir data", "foundry PII", "palantir GDPR", "foundry data protection", "palantir markings".

Configure Palantir Foundry enterprise access control with project roles, markings, and service users. Use when implementing role-based access, configuring project permissions, or setting up service user accounts for Foundry integrations. Trigger with phrases like "palantir RBAC", "foundry roles", "palantir permissions", "foundry access control", "foundry service user".

Implement Palantir Foundry webhook handling for Ontology change events. Use when reacting to Ontology object changes, dataset updates, or build completion events from Foundry. Trigger with phrases like "palantir webhook", "foundry events", "palantir notifications", "ontology change events".

Create a minimal working Perplexity Sonar search example with citations. Use when starting a new Perplexity integration, testing your setup, or learning basic search-with-citations patterns. Trigger with phrases like "perplexity hello world", "perplexity example", "perplexity quick start", "simple perplexity search".

Implement SalesLoft webhook handling with signature verification and event routing. Use when setting up webhook endpoints, handling activity notifications, or syncing SalesLoft data to external systems in real-time. Trigger: "salesloft webhook", "salesloft events", "salesloft notifications".

Rent your first GPU instance on Vast.ai and run a workload. Use when starting a new Vast.ai integration, testing your setup, or learning basic Vast.ai GPU rental patterns. Trigger with phrases like "vastai hello world", "vastai example", "vastai quick start", "rent first gpu", "vastai first instance".

Configure Vast.ai local development with testing and fast iteration. Use when setting up a development environment, testing instance provisioning, or building a fast iteration cycle for GPU workloads. Trigger with phrases like "vastai dev setup", "vastai local development", "vastai dev environment", "develop with vastai".

Observability reconnaissance — inventory what monitoring exists, map coverage, highlight blind spots. Use when asked "what monitoring exists", "observability assessment", or "what can we see".

Build a device driver or protocol handler — I2C sensors, BLE services, MQTT clients, SPI peripherals with interrupt-driven I/O and clean HAL abstraction. Use when asked to "write a driver", "I2C device", "BLE service", "MQTT client", or "sensor integration".

Firmware reconnaissance for takeover — inventory the MCU, peripherals, RTOS, protocols, OTA, power management, and assess code quality with risk flags. Use when asked to "understand this firmware", "device inventory", or "embedded assessment".

Create your first Windsurf Cascade interaction and Supercomplete experience. Use when starting with Windsurf, testing your setup, or learning basic Cascade and Supercomplete workflows. Trigger with phrases like "windsurf hello world", "windsurf example", "windsurf quick start", "first windsurf project", "try windsurf".

Understand and manage Windsurf credit system, usage limits, and model selection. Use when running out of credits, optimizing AI usage costs, or understanding the credit-per-model pricing structure. Trigger with phrases like "windsurf credits", "windsurf rate limit", "windsurf usage", "windsurf out of credits", "windsurf model costs".

Create a minimal working Algolia example — index records and search them. Use when starting a new Algolia integration, testing your setup, or learning the saveObjects/searchSingleIndex pattern. Trigger: "algolia hello world", "algolia example", "algolia quick start", "first algolia search".

Plan and scope a project — discovery, challenge assumptions, present S/M/L options with token and cost estimates. Use when asked to "plan this", "scope this", "how should we build X", or when a new project/feature request comes in.

System takeover — take ownership of an existing codebase or inherited system. Use when "we acquired this", "previous team left", "take over this system", "inherited this codebase".