Outscraper platform help — data extraction platform that scrapes Google Maps, reviews, and 50+ sources plus an instant Business Catalog database. Use when Google Maps scraping isn't returning enough businesses, reviews aren't extracting correctly, email/contact scraping misses results, company enrichment data is incomplete, email validation flags too many false positives, or the Outscraper API isn't working as expected. Do NOT use for general prospect list strategy (use /sales-prospect-list), cross-platform enrichment strategy (use /sales-enrich), or email deliverability strategy (use /sales-deliverability).

RudderStack platform help — warehouse-native CDP, Event Streams, Reverse ETL, Transformations, Profiles, 200+ destinations, open-source. Use when setting up RudderStack SDKs or HTTP API, events not reaching destinations, Reverse ETL syncs failing or returning stale data, transformations throwing errors or dropping events, visitor profiles not merging across channels, choosing between RudderStack and Segment, or working with the RudderStack API. Do NOT use for general CDP comparison (use /sales-cdp) or CRM data dedup without RudderStack (use /sales-data-hygiene).

Skrapp.io platform help — B2B email finder and datan enrichment with 200M+ contacts and 20M+ company profiles. Use when you can't find a prospect's email, LinkedIn profiles don't show contact info, your CSV of leads is missing emails and firmographics, email verification is bouncing too many contacts, the Chrome extension isn't pulling data from LinkedIn, or the Skrapp API isn't returning results. Do NOT use for general enrichment strategy (use /sales-enrich), deliverability/warmup (use /sales-deliverability), or building prospect lists strategy (use /sales-prospect-list).

Whatfix platform help — Digital Adoption Platform (DAP), in-app Flows, Smart Tips, Beacons, Task Lists, Self Help widget, Product Analytics (funnels, Sankey charts, cohorts), Mirror sandbox training, NPS/custom surveys, Integration Hub. Use when Whatfix flows aren't triggering, users skip walkthroughs, Self Help widget isn't surfacing right content, product analytics look wrong, Mirror sandbox needs setup, Whatfix surveys have low completion, Integration Hub data isn't syncing, need help with Whatfix API or content tagging, setting up Whatfix for a new enterprise app, or comparing Whatfix to WalkMe or Pendo. Do NOT use for in-app messaging strategy across platforms (use /sales-in-app-messaging) or general customer feedback strategy (use /sales-customer-feedback).

ZeroBounce platform help — email validation, email finder, AI scoring, activity data, inbox placement testing, blacklist monitoring, DMARC, warmup. Use when your email list has too many bounces, catch-all addresses are hurting deliverability, you need to check if your IP is blacklisted, DMARC reports show unauthorized senders, or the ZeroBounce API isn't returning expected validation results. Do NOT use for general deliverability strategy (use /sales-deliverability), enrichment strategy (use /sales-enrich), or prospect list building strategy (use /sales-prospect-list).

Boomi platform help — enterprise iPaaS, 1000+ connectors, API Management, Data Hub MDM, Flow low-code builder, Event Streams, B2B/EDI, AgentStudio AI agents, MCP support. Use when Boomi integration keeps failing or data isn't syncing, connector won't authenticate to SAP or Salesforce, per-connection pricing is spiraling and you need to optimize, debugging a Boomi process is painful with vague error messages, evaluating Boomi vs MuleSoft vs Workato, or setting up API management and governance. Do NOT use for simple Zapier/Make automations (use /sales-integration) or MuleSoft-specific questions (use /sales-mulesoft).

Cal.com platform help — open-source scheduling infrastructure with REST API v2, webhooks, embeddable atoms, self-hosting, round-robin routing, and booking page workflows. Use when setting up Cal.com booking pages or event types, Cal.com API not returning expected data, Cal.com webhooks not firing on booking events, Cal.com round-robin not distributing meetings evenly, Cal.com self-hosted instance has calendar sync issues, choosing between Cal.com cloud and self-hosted, or Cal.com routing forms not qualifying leads correctly. Do NOT use for general scheduling strategy across tools (use /sales-meeting-scheduler), or calendar-based CRM automation patterns (use /sales-integration).

Calendly platform help — scheduling links, booking pages, event types, round-robin routing, workflows, routing forms, embeds, and API/webhook integration. Use when setting up Calendly booking pages or event types, Calendly round-robin not distributing meetings evenly, Calendly routing forms not qualifying leads, Calendly webhook not firing on booking events, Calendly API returning unexpected data or hitting rate limits, Calendly timezone showing wrong time to invitees, Calendly embed not loading in your app, or choosing between Calendly Standard vs Teams plan. Do NOT use for general scheduling strategy across tools (use /sales-meeting-scheduler), or calendar-based CRM automation patterns (use /sales-integration).

Front platform help — AI-powered customer operations platform with shared inbox, omnichannel support (email, SMS, chat, social, WhatsApp), Autopilot AI resolution, Copilot agent assistant, Smart QA/CSAT, ticketing, knowledge base, 160+ integrations, full REST API with webhooks ($25-105/seat/mo). Use when setting up Front for a support team, shared inbox assignments not routing correctly, Autopilot AI resolving wrong tickets, comparing Front to Missive or Hiver or Zendesk for team email, Front API returning 400 on conversation search, connecting Front to Salesforce or HubSpot via API, analytics reports showing zero values, wondering if Front is worth the price vs cheaper alternatives, or configuring Front webhooks for real-time event processing. Do NOT use for help desk platform comparison across tools (use /sales-helpdesk-selection). Do NOT use for CCaaS/contact center selection (use /sales-ccaas-selection).

Gong platform help — Revenue AI OS with call recording, transcript analytics, Smart Trackers, coaching scorecards, deal boards, Gong Forecast, Gong Engage sequences, Gong Agents, REST API (3 req/sec, 10k/day), webhook automation rules with JWT signing, CRM sync (Salesforce/HubSpot/Dynamics), MCP support. Use when setting up Gong call recording or transcript analysis, Smart Trackers returning false positives or missing key moments, Gong API integration for transcript export or deal data, configuring webhook automation rules, Gong Forecast not matching pipeline reality, Gong Engage sequences slow or buggy, coaching scorecards not reflecting methodology, or CRM sync delays. Do NOT use for picking a note-taker (use /sales-note-taker) or building a coaching program (use /sales-coaching).

Mailshake platform help — campaigns, Lead Catcher, recipients, senders, webhooks, API, analytics, integrations, deliverability settings. Use when Mailshake campaigns aren't getting replies, Lead Catcher is missing leads, recipients aren't importing correctly, sender accounts keep disconnecting, integrations aren't syncing, or API calls are failing. Do NOT use for building prospect lists (use /sales-prospect-list), enriching contacts (use /sales-enrich), designing cadence strategy (use /sales-cadence), or cross-platform deliverability (use /sales-deliverability).

Reclaim.ai platform help — AI calendar automation for task scheduling, focus time protection, habits, smart meetings, scheduling links, buffer time, calendar sync, and workforce analytics. Use when tasks aren't getting scheduled on your calendar, focus time keeps getting overridden by meetings, habits aren't finding open slots, Reclaim scheduling links not showing correct availability, calendar sync between Google and Outlook is delayed, choosing between Reclaim and Motion or Sunsama or Clockwise, buffer time not appearing between meetings, or building automations with the Reclaim API or webhooks. Do NOT use for meeting scheduling strategy across tools (use /sales-meeting-scheduler) or CRM calendar automation (use /sales-integration).

Tableau platform help — Tableau Desktop, Tableau Cloud, Tableau Server, Tableau Prep, Tableau Pulse, Embedding API, REST API (v3.28, PAT/JWT auth, 300+ endpoints), MCP server, and Tableau+. Use when dashboards are slow with large datasets, LOD expressions or calculated fields aren't working, licensing costs are confusing or spiraling, Tableau won't connect to Salesforce or your data warehouse, embedded analytics aren't rendering, Tableau Prep flows keep failing, or you need help choosing Creator vs Explorer vs Viewer licenses. Do NOT use for general CRM config (use /sales-salesforce) or sales forecasting methodology (use /sales-forecast).

Apollo.io platform help — config, integrations, CRM sync, API, analytics, dialer, Chrome extension, credit management, admin. Use when Apollo settings aren't configured right, CRM sync is breaking or duplicating records, running out of credits too fast, API calls returning errors, or something in Apollo isn't working as expected. Do NOT use for building prospect lists (use /sales-prospect-list), enriching contacts (use /sales-enrich), interpreting buying signals (use /sales-intent), or designing outbound sequences (use /sales-cadence).

Arrfounder platform help — founder revenue directory by @Folyd (2024) that auto-extracts MRR/ARR + products from Twitter/X bios via AI, lists 1000+ founders on sortable leaderboards (ARR / followers / products / recently added), free Airtable submission with 24-48h manual approval, auto-syncs within hours of bio changes. Social-proof verification only (no Stripe / Lemon Squeezy / Polar API integration) — built for peer discovery and community browsing, not acquisition-grade proof. Use when getting listed on Arrfounder, writing a Twitter/X bio that passes the MRR/ARR extractor, fixing a profile that didn't get approved or stopped updating after a bio edit, deciding Arrfounder vs TrustMRR or StartuPage for verified-revenue display, benchmarking against peers in the $1K-$10M+ ARR tiers, or using Arrfounder as a comp-check tool before pricing a sale or fundraise. Do NOT use for selling/buying a project or cross-marketplace valuation (use /sales-side-project-valuation).

Medallia platform help — Experience Cloud, NPS/CSAT/CES surveys, digital experience analytics (DXA), contact center intelligence, employee listening, experience orchestration, Frontline-Ready AI, REST + GraphQL APIs. Use when survey response rates are low, dashboards aren't showing the data you need, NPS scores are stagnant, feedback isn't reaching the right teams, DXA session recordings aren't capturing correctly, contact center quality scores seem off, API imports are failing, or you're comparing Medallia vs Qualtrics. Do NOT use for product review collection like Trustpilot or G2 (use /sales-customer-reviews) or general NPS/CSAT strategy across tools (use /sales-customer-feedback).

Missive platform help — collaborative team inbox merging email, SMS, WhatsApp, Instagram, live chat into a shared workspace with internal threads, collaborative drafting, task management, and rules-based automations ($14-36/user/mo). Use when setting up Missive shared inboxes for a team, Missive search not finding old emails or conversations, team can't see assigned emails or archiving affects everyone, connecting Missive to a CRM or other tools via API or Zapier, comparing Missive to Front or Hiver or Help Scout for shared inbox, or choosing between Missive Starter/Productive/Business plans. Do NOT use for comparing help desk platforms broadly (use /sales-helpdesk-selection). Do NOT use for contact center or CCaaS selection (use /sales-ccaas-selection).

Motion platform help — AI-powered calendar, task auto-scheduling, project management, meeting notes, and docs in one workspace. Use when tasks keep getting shuffled and you can't pin them to a time, AI calendar is double-booking across personal and work calendars, you want to auto-create Motion tasks from email or Slack via API or Zapier, the mobile app feels laggy or missing features compared to desktop, AI credit consumption is increasing your bill unexpectedly, Zapier integration is one-way and you need event triggers, or you're evaluating Motion vs Reclaim vs Sunsama for AI scheduling. Do NOT use for general scheduling strategy across tools (use /sales-meeting-scheduler) or choosing a dedicated AI note-taker (use /sales-note-taker).

Salesloft platform help — config, Rhythm, Conversations, Deals, Forecast, Analytics, Drift, integrations, admin, API. Use when Salesloft settings aren't configured right, Rhythm signals feel noisy or unhelpful, Analytics dashboards don't show what you need, Drift chatbots aren't converting, or Salesloft integrations are broken. Do NOT use for building cadences (use /sales-cadence), reviewing calls (use /sales-call-review), inspecting deals (use /sales-deal-inspect), or forecasting (use /sales-forecast).

Seamless.AI platform help — Prospector, Buyer Intent, Job Changes, CRM Enrich, Pitch Intelligence, Engagement Hub (email, calling, social), AI Agents, Autopilot, Chrome extension, API. Use when Seamless.AI searches return bad data, contact credits are burning too fast, Buyer Intent isn't surfacing relevant accounts, Pitch Intelligence suggestions feel generic, AI Agents aren't performing as expected, or the Seamless.AI API isn't returning results. Do NOT use for building prospect lists (use /sales-prospect-list), enriching contacts across tools (use /sales-enrich), interpreting buying signals across tools (use /sales-intent), cadence strategy (use /sales-cadence), cross-platform deliverability (use /sales-deliverability), or sales content strategy (use /sales-content).

Tealium platform help — enterprise Customer Data Platform (CDP), Real-Time CDP, Composable CDP, iQ Tag Management, EventStream, AudienceStream, 1300+ connectors, identity resolution, consent management, V3 API. Use when setting up Tealium CDP, tags not firing or loading slowly, connectors failing or data not flowing to destinations, visitor profiles not merging across channels, identity resolution producing duplicate profiles, choosing between Tealium and Segment or mParticle, configuring EventStream or AudienceStream, or working with the Tealium V3 API. Do NOT use for general email marketing (use /sales-email-marketing) or CRM data dedup without Tealium (use /sales-data-hygiene).

Celigo platform help — mid-market iPaaS, 1000+ connectors, AI-powered error management, endpoint+flow pricing, NetSuite depth, API Management, B2B/EDI, Embedded iPaaS, Celigo Ora AI agent. Use when integration errors are vague and you can't figure out what's failing, field mapping between apps is confusing or broken, evaluating Celigo vs Workato vs Boomi vs MuleSoft for your team, NetSuite integration keeps throwing invalid reference errors, flows stop processing data and you don't know why, or pricing tiers don't make sense and you need to optimize endpoints/flows. Do NOT use for simple Zapier/Make automations (use /sales-integration) or Workato/MuleSoft/Boomi-specific questions (use their platform skills).

Marketplace payouts strategy — selecting and operating the payment infrastructure that pays 1099 supply workers, sellers, drivers, hosts, and creators on a two-sided marketplace. Covers Stripe Connect (Standard / Express / Custom), PayPal Hyperwallet, Adyen for Platforms, Trolley, Tipalti, Branch, and more in the catalog — when to pick each, connected-account vs custodial, KYC / onboarding burden, on-demand-vs-scheduled pay, multi-currency, tax forms (1099-K, 1099-NEC, W-9, W-8), and 1099-misclassification risk. Use when choosing Stripe Connect Standard vs Express vs Custom for a 1099 marketplace, comparing Hyperwallet vs Trolley for multi-country payouts, the supply side churns because payouts arrive too slowly, choosing a per-payout API vs a full marketplace stack, or needing on-demand pay to compete on supply recruiting. Do NOT use for buyer-side checkout or payment collection (use /sales-checkout) or affiliate commission tracking that isn't a marketplace payout (use /sales-affiliate-program).

Pendo platform help — product analytics, in-app guides, session replay, NPS/CSAT surveys, feature adoption tracking, Leo AI. Use when Pendo guides aren't showing, feature tagging is tedious, analytics data looks wrong, users aren't completing onboarding, NPS scores are flat, need help with Pendo API or aggregation queries, setting up Pendo for the first time, or comparing Pendo to Appcues or WalkMe. Do NOT use for in-app messaging strategy across platforms (use /sales-in-app-messaging) or general customer feedback strategy (use /sales-customer-feedback).

Prospeo platform help — person enrichment, company enrichment, person search, company search, bulk enrichment, Chrome extension, LinkedIn Sales Navigator extraction, 5-step email verification, intent signals, API. Use when Prospeo enrichment isn't returning emails, LinkedIn extraction is failing, bulk lookups are eating too many credits, the API returns unexpected errors, or you can't get Prospeo connected to your CRM. Do NOT use for building prospect lists (use /sales-prospect-list), enrichment strategy across tools (use /sales-enrich), cross-platform deliverability (use /sales-deliverability), or interpreting buying signals (use /sales-intent).

Qualtrics XM platform help — CX surveys (NPS/CSAT/CES), Employee Experience (EX) pulse surveys, Strategy & Research, Experience Agents AI, XM Directory, dashboards, REST API v3, MCP servers. Use when surveys aren't getting responses, dashboards won't show the right data, API calls return errors, you're setting up Qualtrics for the first time, confused by XM Directory contact management, need to export response data, comparing Qualtrics vs Medallia, or Qualtrics is too complex and you need guidance. Do NOT use for general NPS/CSAT strategy across tools (use /sales-customer-feedback) or product review collection like Trustpilot or G2 (use /sales-customer-reviews).

Totango platform help — SuccessBLOCs, SuccessPlays, Health Scores, Customer 360, Touchpoints, Customer Data Hub, Unison AI, Catalyst, email campaigns, REST API. Use when implementation is taking too long and you need a setup plan, SuccessPlays aren't triggering or running on the wrong accounts, health scores don't match actual churn risk, integrations keep breaking or disconnecting from Salesforce or HubSpot, reports and dashboards feel rigid and you can't build custom views, Totango API returns errors or you need to query accounts, or you're migrating to Totango from Gainsight or ChurnZero. Do NOT use for general customer success strategy (use /sales-customer-success) or NPS/CSAT survey methodology (use /sales-customer-feedback).

Trend Seeker platform help — Reddit-based business idea discovery and validation with evidence scoring, demand signals, and a public API. Use when you want to find validated business ideas from real Reddit conversations, the Idea Validator score doesn't make sense or feels too low for your concept, you need to search the Trend Seeker API for ideas programmatically, free tier ideas are too basic and you're deciding whether Pro is worth it, you're comparing Trend Seeker vs PainOnSocial vs Reddinbox vs BigIdeasDB for Reddit idea validation, or you want to validate a micro-SaaS concept against real user requests before building. Do NOT use for social listening strategy across tools (use /sales-social-listening) or Reddit keyword monitoring and alerts (use /sales-syften or /sales-keymentions).

Attention platform help — AI-native conversation intelligence with CRM auto-update, coaching scorecards (MEDDIC/BANT/custom), real-time battlecards, follow-up automation, Ask Attention AI, and workflow builder. Use when setting up Attention CRM auto-update for Salesforce or HubSpot, coaching scorecards not generating or scoring incorrectly, CRM fields not populating after calls, configuring Attention workflow automations or triggers, choosing between Attention and Gong or Sybill or Avoma, understanding Attention pricing tiers (Starter $59 vs Professional $149 vs Enterprise $399), setting up Attention API or MCP server integration, or Ask Attention returning unhelpful insights. Do NOT use for picking between note-takers generally (use /sales-note-taker) or reviewing a single call for coaching (use /sales-call-review).

Bliro platform help — bot-free AI meeting assistant with CRM field-level sync, anonymous coaching, and in-person + online transcription. Use when setting up Bliro for a sales team, configuring Bliro CRM integration with Salesforce or HubSpot or SAP or Dynamics 365, building automations with the Bliro API or webhooks, troubleshooting Bliro speaker recognition accuracy, evaluating Bliro vs other bot-free note-takers (Jamie, Granola, Shadow, Memoro), or choosing a GDPR-compliant EU-hosted meeting assistant with ISO 27001 and SOC 2. Do NOT use for reviewing a single call for coaching (use /sales-call-review) or building a coaching program (use /sales-coaching).

KWatch.io platform help — multi-platform keyword monitoring across Reddit, Hacker News, X, LinkedIn, Facebook, YouTube with real-time email/Slack/webhook alerts, AI sentiment analysis, conversation tracking, REST API, bulk keyword import. Use when KWatch keyword alerts are returning too much noise and you need to tighten keyword filters or exclusions, you want to set up KWatch webhooks to push alerts to your CRM or dashboard, AI sentiment analysis results don't match what you see in conversations, you're not getting alerts for mentions you know exist on Reddit or LinkedIn, keyword quota is filling up before the month ends, you need to monitor LinkedIn posts alongside Reddit and HN on a budget, or you're comparing KWatch vs Syften vs F5Bot vs Brand24 for keyword monitoring. Do NOT use for social listening strategy across tools (use /sales-social-listening) or choosing between social listening platforms (use /sales-social-listening).

mParticle platform help — hybrid CDP with real-time event streaming, identity resolution, audience activation, 300+ integrations. Use when mParticle SDK not sending events, identity resolution merging wrong profiles, audience not syncing to destination, connection setup taking too long, Events API returning errors, data plan validation failing, or comparing mParticle pricing tiers. Do NOT use for choosing between CDPs (use /sales-cdp) or CRM data cleanup (use /sales-data-hygiene).

SafetyMails platform help — bulk email verification (up to 2M emails, 19-step algorithm), real-time API validation (JavaScript embed for forms), Email Finder (B2B corporate lookup), list cleaning, spamtrap/disposable/catch-all detection, integrations. Use when your email list has too many bounces, SafetyMails verification results look wrong, the JavaScript embed isn't catching bad emails on your forms, Email Finder isn't returning corporate addresses, or integrations aren't syncing verified results. Do NOT use for general deliverability strategy across tools (use /sales-deliverability), general enrichment strategy (use /sales-enrich), building prospect lists (use /sales-prospect-list), or connecting tools generically (use /sales-integration).

Trustpilot platform help — review collection, TrustBox widgets, TrustScore, Google Seller Ratings, Invitation API, and ecommerce integrations. Use when Trustpilot reviews not showing on website, TrustBox widget not loading, TrustScore dropping unexpectedly, setting up automated review invitations, configuring Trustpilot Shopify or WooCommerce plugin, connecting Trustpilot API to your app, reviews being removed or flagged unfairly, or deciding if Trustpilot is worth the cost for your business. Do NOT use for review collection strategy across platforms (use /sales-customer-reviews) or scraping Trustpilot reviews (use /sales-outscraper).

F5Bot platform help — free Reddit, Hacker News, and Lobsters keyword monitoring with email alerts, advanced filtering, AI semantic alerts, REST API, webhooks, Slack/Discord, RSS/JSON feeds. Use when F5Bot keyword alerts are drowning you in noise and you need to tighten filtering, the 50 hits/day free limit is causing you to miss important mentions, you want to set up F5Bot webhooks to push alerts to your CRM or dashboard, AI semantic alerts on Ultra aren't matching the right conversations, you need to monitor Reddit and HN on a zero budget, RSS or JSON feeds aren't updating or you want to build a pipeline on them, or you're comparing F5Bot vs Syften vs RedditMentions for Reddit monitoring. Do NOT use for social listening strategy across tools (use /sales-social-listening) or choosing between social listening platforms (use /sales-social-listening).

YouScan platform help — AI-powered social listening with visual analytics, logo/scene/object detection in images, Insights Copilot AI agent, sentiment analysis, audience demographics, competitive benchmarking. Use when YouScan monitoring returns too many irrelevant mentions and you need to tighten queries, Visual Insights isn't detecting your logo in user-generated photos, Insights Copilot responses aren't answering the question you asked, mention quota is filling up before the month ends on Starter plan, API calls are failing or returning incomplete data on the Unlimited plan, you need to send YouScan mentions to your CRM or BI tool via webhook, or you're unsure whether YouScan's $499/mo starting price is worth it vs cheaper alternatives. Do NOT use for social listening strategy across tools (use /sales-social-listening) or choosing between social listening platforms (use /sales-social-listening).

Avoma platform help — AI Meeting Assistant, Scheduler, Lead Router, Conversation Intelligence, and Revenue Intelligence modules. Use when Avoma bot not joining calls or dropping mid-meeting, transcription inaccurate with accents or technical terms, meeting notes not syncing to HubSpot or Salesforce, setting up MEDDIC or BANT scorecards in Avoma, configuring Avoma API keys or webhooks for a transcript pipeline, evaluating Avoma Startup vs Organization vs Enterprise tiers, or debugging Avoma Lead Router form routing. Do NOT use for selecting between Avoma and competitors like Fathom/Fireflies/Gong (use /sales-note-taker) or reviewing specific call recordings (use /sales-call-review).

Brandwatch platform help — Consumer Intelligence (social listening, 100M+ sources, Boolean queries, sentiment, audience research), Social Media Management (formerly Falcon.io — content calendar, social inbox, publishing, engagement), Influencer Marketing (Influence module — discovery, campaigns), Search Intelligence (Trajaan — GenAI monitoring), and 6 REST APIs (Analysis, Consumer Research, Data Upload, Measure, Publish, Engage). Use when Brandwatch queries return too much noise, dashboards not showing the right data, social posts not publishing on schedule, Influence campaigns underperforming, Brandwatch API calls failing, or unsure why metrics look wrong. Do NOT use for social listening strategy across tools (use /sales-social-listening), influencer marketing strategy across tools (use /sales-influencer-marketing), media relations or journalist databases (use /sales-media-relations or /sales-meltwater), or AI visibility monitoring (use /sales-ai-visibility).

MaestroQA platform help — conversation data QA platform with customizable scorecards, AI-powered coaching workflows, conversation analytics (AskAI), reverse-ETL to CRM/Slack/data warehouses, CSAT ingestion, chatbot QA monitoring. 60+ integrations (Zendesk, Freshdesk, Salesforce, Intercom, ServiceNow, Kustomer, Front, Gorgias, Gladly, Khoros Care, Five9, Talkdesk, Amazon Connect, NICE, Aircall, Gong, Zoom, Dialpad, Snowflake, BigQuery, Redshift). Rippit API (app.rippit.com/api/v1, token auth, 10 req/s). Use when QA scorecards not catching the right issues, coaching workflows feel disconnected from QA data, grading data export to warehouse, CSAT scores not correlating with QA scores, setting up MaestroQA integrations with helpdesk or phone system, MaestroQA API automation, or evaluating MaestroQA vs Observe.AI or Enthu.AI or Klaus. Do NOT use for CCaaS platform selection (use /sales-ccaas-selection) or real-time agent coaching during calls (use /sales-balto).

monday.com AI Notetaker platform help — native meeting recording, transcription, and action-item creation inside monday.com boards for Zoom/Meet/Teams. Use when deciding if monday's built-in notetaker is enough or if a dedicated tool like Fathom or Fireflies is better, setting up AI Notetaker with calendar auto-invite and Zoom bot permissions, turning meeting action items into monday.com board items automatically, querying meeting transcripts via the monday GraphQL API (notetaker.meetings endpoint), troubleshooting the notetaker bot not joining or recording, understanding AI credit costs for meeting transcription, or comparing monday Notetaker pricing on Pro vs Enterprise plans. Do NOT use for general note-taker comparison across many platforms (use /sales-note-taker) or reviewing a single call for coaching (use /sales-call-review).

Outreach platform help — sales engagement sequences, Kaia conversation intelligence, deal management, forecasting, and coaching. Use when sequences not getting replies in Outreach, Kaia not recording or transcribing correctly, deals stuck in pipeline and need Outreach deal insights, reps not following cadence steps, Outreach API integration or webhook setup, Outreach CRM sync issues with Salesforce or HubSpot, forecasting inaccurate in Outreach, or coaching reps using Kaia call recordings. Do NOT use for general cold email writing (use /sales-outreach) or Salesloft-specific questions (use /sales-salesloft).

RB2B platform help — Person-Level Website Visitor ID, Company-Level ID, Hot Pages, Hot Leads, Traffic Insights, Identity Resolution API, integrations. Use when you know companies visit your site but not which people, the RB2B pixel isn't identifying visitors, you need person-level ID not just company-level, Hot Pages aren't flagging high-intent visits, or you're comparing RB2B vs Clearbit Reveal for visitor identification. Do NOT use for visitor identification strategy across tools (use /sales-intent), enrichment strategy across tools (use /sales-enrich), building prospect lists across tools (use /sales-prospect-list), or lead scoring strategy (use /sales-lead-score).

Sprout Social platform help — Publishing, Smart Inbox, Analytics, Social Listening (add-on), Influencer Marketing, Employee Advocacy, AI Assist, API, Salesforce/HubSpot/Zendesk integrations. Use when Sprout Social posts aren't publishing on schedule, Smart Inbox is overwhelming and hard to triage, analytics reports don't show the metrics you need, social listening queries return too much noise, influencer campaigns in Sprout lack visibility, employee advocacy adoption is low, AI Assist suggestions feel off, CRM sync keeps disconnecting, or you're deciding between Sprout Social and Hootsuite/Buffer/Agorapulse. Do NOT use for social listening strategy across tools (use /sales-social-listening), influencer marketing strategy (use /sales-influencer-marketing), social media management strategy (use /sales-social-media-management), or employee advocacy strategy (use /sales-employee-advocacy).

Vista Social platform help — all-in-one social media management with publishing (15+ networks including Threads, Bluesky, Reddit), unified inbox, analytics, social listening add-on, review management, DM automations, employee advocacy, Vista Page link-in-bio, AI Assistant. Use when Vista Social posts aren't publishing on schedule or failing silently, profile connections keep disconnecting or throwing errors, you need to connect Vista Social to your CRM or other tools via Zapier or Make, DM automations aren't collecting leads as expected, the AI Assistant is suggesting irrelevant hashtags or captions, analytics reports don't match what you see natively on each platform, you're trying to set up social listening but the $75/mo add-on isn't clear, or you want to schedule posts programmatically via the Vista Social API. Do NOT use for social media management strategy across tools (use /sales-social-media-management) or social listening strategy across tools (use /sales-social-listening).

BuzzSumo platform help — content intelligence, trending topic discovery, content performance research, journalist database (700K+), influencer identification, monitoring alerts, and Search/Account/Backlinks REST APIs. Use when BuzzSumo search results are returning irrelevant content and you need better query filters, trending feeds aren't showing topics relevant to your niche, journalist database isn't surfacing the right reporters for your pitch, API call limits are exhausting too quickly on your plan, you need to pull BuzzSumo data into your dashboard or CRM via the API, content analysis isn't showing accurate share counts, or you're unsure whether BuzzSumo is worth $199/mo vs cheaper alternatives. Do NOT use for social listening strategy across tools (use /sales-social-listening) or media relations strategy (use /sales-media-relations).

Demodesk platform help — AI-powered sales meeting platform with conversation intelligence, coaching scorecards, CRM auto-update, and autonomous AI agents. Use when setting up Demodesk recording and transcription, CRM fields not syncing from Demodesk to Salesforce or HubSpot, AI coaching scorecards scoring inaccurately, transcription in wrong language or speakers mixed up, configuring AI Crew autonomous agents, downloading transcripts or summaries via the Demodesk API, comparing Demodesk to Gong or other conversation intelligence tools, or Demodesk webhook events not firing. Do NOT use for choosing between AI note-takers generally (use /sales-note-taker) or building a coaching program (use /sales-coaching).

GetAccept platform help — AI-powered digital sales room with proposals, e-signatures, contract management, CPQ, mutual action plans, and buyer engagement tracking. Use when your proposals aren't getting viewed or signed, digital sales room setup isn't working, e-signature workflow is broken, CRM integration with GetAccept isn't syncing deals, contract templates are inflexible and force duplicating documents, or GetAccept API calls are failing. Do NOT use for general proposal writing strategy (use /sales-proposal-page) or comparing digital sales room platforms (describe your need to /sales-do).

Mimestream platform help — native macOS email client built exclusively for Gmail using the Gmail API, with tracking prevention, email templates, Markdown compose, multi-account unified inbox, snooze, and deep macOS integration ($50/yr, no free tier). Use when setting up Mimestream for multiple Gmail accounts, Mimestream not showing labels or categories correctly, wondering if Mimestream is worth it over Gmail web or Apple Mail, comparing Mimestream to Superhuman or Airmail or Spark Mail for Mac, Mimestream notifications not working or delayed, Mimestream templates or Markdown formatting issues, frustrated by no Mimestream iOS app and stuck on Gmail mobile, or evaluating Mimestream privacy and tracking prevention. Do NOT use for AI email triage or AI-drafted replies (Mimestream has no AI features — use /sales-superhuman or /sales-fyxer). Do NOT use for team shared inbox or collaboration (use /sales-missive or /sales-hiver).

Modjo platform help — EU-native AI revenue intelligence with call scoring, CRM auto-fill, deal intelligence, AI agents, and conversation library. Use when setting up Modjo CRM sync to Salesforce or HubSpot, call scoring not working or scores seem inaccurate, AI-generated follow-up emails sounding too robotic, configuring Modjo AI agents for custom workflows, choosing between Modjo and Gong or Avoma or Claap, CRM fields not auto-populating after calls, setting up Modjo API or webhooks, transcription quality issues with European languages, or understanding Modjo pricing and listener vs recording licenses. Do NOT use for picking between note-takers generally (use /sales-note-taker) or reviewing a single call for coaching (use /sales-call-review).

Read.ai platform help — meeting intelligence with engagement/sentiment analytics, Search Copilot across meetings/email/chat, Ada digital twin, REST API (beta) + MCP Server (`api.read.ai/mcp/`), OAuth auth, webhook automations (`meeting_end` events with HMAC signing), CRM sync to Salesforce/HubSpot, Zapier/n8n workflows, 20+ language transcription. Use when setting up Read.ai webhooks or API integration, connecting Read.ai transcripts to a CRM or data warehouse, configuring Read.ai engagement analytics for a sales team, comparing Read.ai pricing tiers, troubleshooting Read.ai auto-joining meetings without permission, or setting up the Read.ai MCP server with Claude or Cursor. Do NOT use for picking between note-takers (use /sales-note-taker) or reviewing a specific call for coaching (use /sales-call-review).

Clari Copilot (formerly Wingman) platform help — conversation intelligence with real-time battlecards, live coaching during calls, AI call summaries, coaching scorecards, gametapes, deal intelligence, and CRM auto-update within Clari's revenue orchestration platform. Use when setting up Clari Copilot for a sales team, battlecards popping up too often during calls, meeting bot not joining or joining late, Clari Copilot vs Gong pricing or features, Clari API integration for forecast export or data ingestion, CRM field mapping not syncing correctly, coaching scorecards not scoring accurately, or evaluating Clari Copilot for enterprise conversation intelligence. Do NOT use for picking a note-taker across vendors (use /sales-note-taker) or building a coaching program (use /sales-coaching).

CRM comparison, selection, and migration strategy for startups — evaluates Attio, HubSpot, Salesforce, Folk, Pipedrive, Close, Zoho, and spreadsheets. Use when choosing a first CRM, deciding if you've outgrown spreadsheets, comparing CRMs for a small team, planning a CRM migration, figuring out when to upgrade from free tier, or evaluating whether you need Salesforce yet. Do NOT use for Attio-specific config or API (use /sales-attio), CRM data cleanup (use /sales-data-hygiene), or outbound sequences (use /sales-cadence).

Hyperlocal field-sales strategy — door-to-door / territory / route-based outbound to cash-heavy local SMB owners (restaurants, gas stations, salons, gyms, contractors, HVAC) who ignore email cadences and aren't on Apollo or ZoomInfo. Covers corridor / territory target-list building from local sources (Google Maps Places API, Yelp Fusion, Outscraper — NOT Apollo), route and density planning, 60-second clerk pitch frameworks, objection handling for cash-heavy owners, non-email follow-up via SMS / handwritten note / phone, and field-sales platform selection (SalesRabbit, Spotio, Badger Maps, and more in the catalog). Use when planning a single-corridor pilot before multi-city expansion, can't find local SMBs on Apollo, an email cadence gets no replies from a restaurant owner, picking a field-sales platform for a small rep team, or following up on an in-person maybe. Do NOT use for database-driven B2B SaaS prospect lists (use /sales-prospect-list) or digital email/LinkedIn cadences (use /sales-cadence).

Hedy AI platform help — real-time AI meeting coach with live coaching suggestions, transcription in 30+ languages, REST API at api.hedy.bot/v1, webhooks (HMAC-SHA256), MCP server, Zapier/n8n automation, pricing tiers (Free/Pro $12.99/Lifetime $299). Use when setting up Hedy for a sales team, configuring real-time coaching prompts and session contexts, building automations with the Hedy API or webhooks, connecting Hedy to CRM via Zapier or n8n, choosing between Hedy and other AI note-takers (Fathom, Granola, Cluely), troubleshooting iOS mic cutouts or Intel Mac crashes, or setting up the MCP server for Claude or ChatGPT. Do NOT use for reviewing a single call for coaching (use /sales-call-review) or comparing note-taker platforms broadly (use /sales-note-taker).

Jamie platform help — bot-free AI meeting note-taker, REST API with personal and workspace keys, webhook automations, CRM sync to HubSpot/Salesforce/Attio, MCP server for Claude/ChatGPT/Cursor. Use when setting up Jamie for a sales team, connecting Jamie webhooks to Make.com or a custom endpoint, pulling meeting transcripts and summaries via Jamie API, syncing Jamie action items to Asana or CRM, troubleshooting Jamie not recording or missing speakers, comparing Jamie pricing tiers, or configuring Jamie speaker recognition. Do NOT use for choosing between note-takers (use /sales-note-taker) or reviewing a specific call for coaching (use /sales-call-review).

Meltwater platform help — media intelligence, social listening, media relations (journalist database + outreach), influencer marketing, social media management, consumer intelligence, Mira AI, API, and integrations. Use when Meltwater Explore searches return noisy results, media monitoring is missing coverage, journalist contacts are outdated, influencer campaigns aren't tracking properly, social publishing isn't scheduling, Meltwater API or Mira AI isn't returning expected data, or CRM/BI integrations aren't syncing. Do NOT use for cross-platform social listening strategy (use /sales-social-listening), cross-platform media relations strategy (use /sales-media-relations), cross-platform influencer marketing strategy (use /sales-influencer-marketing), or email deliverability (use /sales-deliverability).

Syften platform help — AI-filtered keyword monitoring across Reddit, Hacker News, X, Bluesky, Mastodon, GitHub, YouTube, Stack Exchange, Dev.to, Lobste.rs, Indie Hackers, Slack communities, newsletters, podcasts. Sub-minute Reddit alerts, Boolean search, AI noise filtering, tag-based routing, Slack integration, webhooks (PRO), REST API (Standard+), Zapier (1 trigger). Use when Syften keyword alerts are returning too much noise and you need to tune filters or exclusions, you're not getting alerts fast enough and need to understand monitoring latency, AI filtering is suppressing mentions you actually want to see, you want to push Syften mentions to your CRM or dashboard via API or webhooks, tag routing isn't sending results to the right Slack channel, or you need a GummySearch replacement that covers Reddit plus other developer communities. Do NOT use for social listening strategy across tools (use /sales-social-listening) or choosing between social listening platforms (use /sales-social-listening).

Calabrio ONE platform help — workforce engagement management with WFM forecasting/scheduling/adherence, quality management automated scorecards, interaction analytics speech/text/sentiment, bot analytics for chatbot/voicebot performance, call recording, performance management coaching. Use when setting up Calabrio WFM schedules or forecasts, Calabrio QM evaluation forms not scoring correctly, Calabrio analytics dashboards loading slowly, Calabrio API integration for schedule or absence data, Calabrio crashing or unstable in cloud deployment, or connecting Calabrio to Amazon Connect or Genesys or Salesforce. Do NOT use for choosing between CCaaS platforms (use /sales-ccaas-selection) or for QA tool comparison across vendors (use /sales-coaching).

Fellow platform help — AI meeting assistant with REST API for transcripts, agendas, action items, and meeting metadata. Use when Fellow AI notes missing action items or creating false ones, bot-free recording not notifying external participants, transcript export hard to find, CRM sync not pushing notes to HubSpot or Salesforce, Zapier triggers requiring manual kickoff, picking between Fellow Free vs Team vs Business vs Enterprise, enabling the Developer API in workspace settings, or building a Fellow transcript pipeline. Do NOT use for selecting between Fellow and competitors like Fathom/Fireflies/Gong (use /sales-note-taker) or reviewing specific call recordings (use /sales-call-review).

LoyaltyLion platform help — points, tiers, rewards, referrals, custom loyalty pages, receipt upload (omnichannel), AI recommendations, analytics, Klaviyo Events integration, Admin API, Headless API. Use when LoyaltyLion points not accruing correctly, tiers not promoting members, custom loyalty page not displaying, Klaviyo flows not triggering from LoyaltyLion events, API returning errors, or rewards not redeeming at checkout. Do NOT use for cross-platform loyalty strategy (use /sales-loyalty), cross-platform email marketing (use /sales-email-marketing), or connecting tools generally (use /sales-integration).

Omi AI wearable platform help — open-source AI necklace for all-day conversation capture (in-person + online meetings), Developer API (`api.omi.me/v1/dev`, Bearer token, 100 req/min), app marketplace with webhook integrations, memories/conversations/action-items endpoints. Use when setting up an Omi wearable for meeting capture, building a custom Omi app or integration, troubleshooting Bluetooth disconnects or transcription accuracy, connecting Omi to Slack or CRM via webhooks, comparing Omi to Plaud or Limitless for in-person recording, or accessing Omi's API to export conversations and action items. Do NOT use for choosing between software-only note-takers without wearable needs (use /sales-note-taker).

Product Hunt platform help — the largest product launch platform (DR91 dofollow, 5M+ monthly visits). Covers launch preparation (6-week timeline, asset checklist, supporter list building), launch day execution (24-hour window, first comment strategy, engagement tactics), 2026 algorithm changes (comment quality > raw upvotes, account age weighting, anti-manipulation), Pro ($100/mo) and Super Pro ($300/mo) tiers, Ship for pre-launch pages, Promoted Products ($4-6K/day), GraphQL API, and post-launch strategy. Use when your Product Hunt launch flopped or you want the next one to land top 5, you're not sure if your product is ready for PH, your listing isn't converting visitors, or you can't figure out the best day and time to launch. Do NOT use for multi-directory launch coordination (use /sales-launch-directory). Do NOT use for other launch platforms (use the platform-specific skill).

Payhip platform help — digital downloads, courses, memberships, coaching, store builder, marketing tools, API. Use when setting up a Payhip store or product, choosing between Payhip Free vs Plus vs Pro plan, configuring Payhip coupons or affiliate program, connecting Payhip to an email service provider, embedding Payhip on an existing website, troubleshooting Payhip checkout or payment issues, or managing Payhip webhooks and license keys. Do NOT use for general digital product strategy without a Payhip context (use /sales-digital-products).

Konnect Insights platform help — omnichannel CXM with social listening, social CRM, unified inbox (30+ channels), analytics, publishing, crisis management, Zapier integration, REST API. Use when Konnect Insights mentions are full of irrelevant noise and you need to tighten keyword queries, the unified inbox is overwhelming and you need to organize ticket routing, social listening dashboards don't show the metrics your stakeholders care about, Zapier triggers aren't firing for new mentions or tickets, API authentication isn't working with your account token and user token, or you need to connect Konnect Insights to your CRM (Salesforce, HubSpot, Zoho). Do NOT use for social listening strategy across tools (use /sales-social-listening) or choosing between social listening platforms (use /sales-social-listening).

tl;dv platform help — AI meeting note-taker with recording, transcription, CRM sync, and sales coaching. Use when configuring tl;dv recording on Zoom/Meet/Teams, tl;dv bot joining calls you didn't invite it to, tl;dv free plan AI summary limits or recording deletion, syncing tl;dv notes to HubSpot or Salesforce, setting up tl;dv API or webhooks for transcript export, tl;dv sales coaching playbooks (MEDDIC/BANT/SPIN), tl;dv transcription accuracy with multiple speakers, or tl;dv MCP server setup. Do NOT use for picking between AI note-takers (use /sales-note-taker) or reviewing a single call for coaching insights (use /sales-call-review).

Verint Open Platform help — enterprise CX automation with Da Vinci AI bots (Quality Bot 100% QA, Coaching Bot real-time guidance, Wrap Up Bot auto-summaries, CX/EX Scoring, TimeFlex agent scheduling, Exact Transcription 80+ languages), WFM forecasting/scheduling/adherence, knowledge automation, IVA virtual assistants, speech/text analytics, financial compliance, Verint Marketplace 350+ listings. Use when Verint reports loading slowly or showing inconsistent data, Quality Bot not scoring interactions correctly, Coaching Bot recommendations irrelevant, WFM forecasts off vs actual volume, Verint API integration or developer portal questions, comparing Verint vs NICE vs Genesys WEM capabilities, or connecting Verint to your CCaaS or CRM. Do NOT use for choosing between CCaaS platforms (use /sales-ccaas-selection) or for QA tool comparison across vendors (use /sales-coaching).

KaraX.ai platform help — agentic AI workspace combining multi-LLM chat (Claude/Gemini), real-time meeting transcription, and AI workflow automation across 800+ integrations from a single OneChat interface, SOC 2 Type II/HIPAA/GDPR, no public API. Use when setting up KaraX for meeting transcription on Zoom or Google Meet or Teams, KaraX OneChat not triggering workflows or automations, choosing between KaraX and Otter or Fathom or Fireflies for meeting notes, KaraX free plan data disappearing after 7 days, KaraX integration with Salesforce or HubSpot not syncing, KaraX meeting recording hitting 30-minute cap on Starter, or KaraX plan selection (Starter free/Pro $14.99/Business $39.99/Enterprise custom). Do NOT use for comparing all AI note-takers (use /sales-note-taker) or reviewing a call for coaching (use /sales-call-review).

Supernormal platform help — AI agent for agencies that turns meeting context into deliverables (pitch decks, briefs, emails, spreadsheets). Use when setting up Supernormal desktop app for bot-free recording, Supernormal AI agents not generating deliverables, Supernormal credits running out or credit system confusion, Supernormal bot joining Zoom calls uninvited, comparing Supernormal to Sembly or Fathom or Fireflies for agency work, Supernormal MCP integration, Supernormal Slack or CRM sync to HubSpot or Salesforce, or Supernormal transcription accuracy issues with accents. Do NOT use for choosing between AI note-takers (use /sales-note-taker) or general meeting transcript API integration (use /sales-note-taker).

BetaList platform help — pre-launch startup discovery directory where early adopters find startups before they make it big (15,000+ featured startups, 100K+ early adopters, DR67 dofollow backlink). Covers submission optimization, acceptance criteria (21% acceptance rate), free queue vs $129 Priority listing, newsletter inclusion (30K+ subscribers), listing best practices, and API access. Use when your startup needs early adopter signups, BetaList submission got rejected, not sure if Priority listing is worth $129, or listing isn't attracting enough interest. Do NOT use for multi-directory launch strategy (use /sales-launch-directory). Do NOT use for Product Hunt (use /sales-producthunt).

DevHunt platform help — open-source developer tool launch platform ('Product Hunt for developers'). Covers free submission (DR57-62 dofollow backlink), $49 featured placement, GitHub-authenticated voting, weekly rankings, 25+ developer categories (DevOps, AI, CI/CD, API, Database, Open Source), newsletter promotion, and OSS Friends directory. Use when you want your dev tool listed on DevHunt, wondering if the DevHunt backlink is worth it, not sure how to get votes or featured placement, or deciding between DevHunt and other developer directories. Do NOT use for multi-directory launch strategy (use /sales-launch-directory). Do NOT use for Product Hunt launches (use /product-hunt-launch).

Jamy.ai platform help — AI meeting assistant with real-time transcription, 100+ language translation, and cross-language search. Use when setting up Jamy for multilingual meetings, configuring auto-join for Zoom/Meet/Teams, connecting Jamy to HubSpot CRM, building API integrations with Jamy's Create Report endpoint, troubleshooting Jamy bot not joining meetings, comparing Jamy pricing tiers (Starter/Pro/Global Business), or syncing meeting notes to Slack/Notion/Trello. Do NOT use for picking between note-takers (use /sales-note-taker) or reviewing a call for coaching (use /sales-call-review).

NoteWave platform help — iOS AI note-taker with one-tap recording, transcription in 100+ languages, AI summaries, speaker identification, flashcard/quiz generation, YouTube URL and PDF document import. Use when setting up NoteWave for meeting recording, NoteWave transcription not working or inaccurate, NoteWave vs Otter or Notta or Fathom or Cleft Notes, NoteWave premium subscription not activating, choosing a simple iOS-only AI note-taking app for meetings or lectures, or evaluating NoteWave for a small team. Do NOT use for CRM integration or API automation (NoteWave has none — use /sales-note-taker for platforms with API/CRM), or for sales coaching and deal intelligence (use /sales-coaching).

Builds automations connecting Qwilr to CRM and other tools via API, Zapier, or native integrations. Use when reps manually copy deal data into proposals, Qwilr and your CRM are out of sync, proposal status isn't updating in Salesforce or HubSpot, you want proposals auto-created when deals hit a stage, or webhooks aren't triggering on proposal views or acceptance.

Programmatic Power BI development with PBIR, PBIP, TMDL, TOM, and fabric-cicd. PROACTIVELY activate for: (1) creating Power BI reports programmatically (PBIR enhanced report format), (2) PBIR vs PBIR-Legacy selection (2026 default), (3) PBIP developer mode and Power BI project files, (4) Tabular Object Model (TOM) / .NET SDK scripting, (5) Tabular Editor scripting (C# scripts, advanced scripting), (6) pbi-tools workflows, (7) fabric-cicd Python deployments (FabricWorkspace, publish_all_items), (8) Fabric CLI (fab deploy), (9) Semantic Link / sempy / semantic-link-labs, (10) generating PBIX programmatically, (11) parameter.yml for environment-specific deployments, (12) ALM Toolkit. Provides: PBIR/PBIP project templates, fabric-cicd deploy.py, Tabular Editor scripting recipes, parameter.yml patterns, and end-to-end programmatic workflows.

ADF + Azure ML and analytics integrations. PROACTIVELY activate for: (1) Azure ML batch endpoints invoked from ADF, (2) Azure OpenAI Batch API pipeline patterns, (3) ADF ML scoring orchestration, (4) SQL to Storage archival pipelines, (5) AI Services integration via REST connector, (6) Databricks notebook execution from ADF, (7) Data Flow feature engineering, (8) Synapse / Fabric integration from ADF, (9) Cognitive Search indexer triggers, (10) Power BI dataset refresh via REST. Provides: REST connector recipes, Databricks linked service setup, Data Flow templates, and end-to-end ML scoring pipelines.

Modern Python patterns for Modal.com serverless platform. PROACTIVELY activate for: (1) Modal function deployment, (2) Type-safe Modal with Pydantic, (3) Async patterns in Modal, (4) GPU workloads (ML inference, training), (5) FastAPI web endpoints on Modal, (6) Scheduled tasks and cron jobs, (7) Modal Volumes and storage, (8) Testing Modal functions with pytest, (9) Modal classes and lifecycle methods, (10) Parallel processing with map/starmap. Provides: Type hints patterns, Pydantic integration, async/await patterns, pytest testing, FastAPI integration, scheduled tasks, Volume usage, cost optimization, and production-ready examples following Python 3.11+ best practices.

Terraform task patterns — common workflows and pipeline steps. PROACTIVELY activate for: (1) terraform init/plan/apply/destroy workflows, (2) terraform fmt and validate in CI, (3) workspace management (terraform workspace), (4) remote state backends (Azure Storage, S3, Terraform Cloud), (5) state locking and DynamoDB locks, (6) terraform import for existing resources, (7) terraform refresh and drift detection, (8) -target and -replace use cases, (9) version pinning (required_version, required_providers), (10) tfvars file conventions for environments. Provides: workflow templates, backend configuration examples, state-locking setup, import recipes, and CI pipeline patterns.

Complete FastAPI production system. PROACTIVELY activate for: (1) Project structure (scalable layout), (2) Pydantic schemas (input/output separation), (3) Dependency injection, (4) Async database with SQLAlchemy, (5) JWT authentication, (6) Error handling patterns, (7) Docker deployment, (8) Gunicorn + Uvicorn production, (9) Rate limiting, (10) Testing with httpx. Provides: Project templates, schema patterns, auth setup, Docker config. Ensures production-ready FastAPI applications.

This skill should be used when the user asks to optimize slow T-SQL queries, fix SQL Server performance regressions, improve SARGability, rewrite joins, prove whether joins can be removed, compare temp-table data types, select rewrite templates, diagnose parameter sniffing, evaluate query hints, inspect statistics/cardinality estimates, reduce spills or memory grants, use Query Store, or interpret plan evidence. PROACTIVELY activate for slow queries, scans vs seeks, implicit conversions, bad joins, tempdb spills, query rewrites, partition predicate safety, and before recommending indexes or hints. Provides: evidence-first workflow, rewrite templates, parameter-sniffing playbook, and gating rules before recommending indexes or hints.

This skill should be used when the user asks for implementation recipes, examples, migration guidance, troubleshooting, or best practices for specific TUI frameworks and libraries: Rust Ratatui/Crossterm/Termion/Cursive, Python Textual/Rich/prompt_toolkit/curses/Urwid/asciimatics, Go Bubble Tea/Lip Gloss/Bubbles/tview/tcell/termui/gocui, Node Ink/Blessed/Inquirer/Prompts, .NET Terminal.Gui/Spectre.Console, C/C++ ncurses/notcurses/FTXUI, Zig vaxis, and SwiftTUI. PROACTIVELY activate for: framework-specific app structure, cleanup, testing, widgets, migration, library comparison, framework troubleshooting, API gotchas, and porting between TUI frameworks. Provides: framework defaults, gotchas, testing hooks, and selection recipes.

SQL Server 2025 and SqlPackage 170.2.70 (October 2025) — vector databases, AI integration, and modern features. PROACTIVELY activate for: (1) SQL Server 2025 features, (2) vector type and vector indexes for AI, (3) Vector functions (VECTOR_DISTANCE, etc.), (4) AI integration (Azure OpenAI, embeddings, RAG), (5) JSON type and JSON_ARRAYAGG, (6) parameter sensitivity plan optimization, (7) SqlPackage 170.2.70 new features and switches, (8) Always Encrypted with secure enclaves on 2025, (9) ledger tables, (10) Azure Arc-enabled SQL Server. Provides: SQL 2025 changelog, vector type usage, AI integration patterns, SqlPackage 170.2.70 reference, and migration guidance.

Microsoft Fabric integration with Power BI semantic models. PROACTIVELY activate for: (1) Microsoft Fabric platform tasks, (2) Direct Lake mode and OneLake connectivity, (3) Fabric lakehouse, warehouse, KQL Database, Eventstream, Data Activator, (4) Dataflow Gen2 ETL, (5) Fabric notebooks (PySpark, Spark SQL, semantic-link), (6) Fabric workspace and capacity (F-SKU) management, (7) delta tables and V-Order optimization, (8) medallion architecture (bronze/silver/gold), (9) Semantic Link / sempy / semantic-link-labs Python workflows, (10) Direct Lake fallback rules and mixed mode. Provides: Direct Lake setup, Fabric capacity sizing, lakehouse-to-semantic-model patterns, sempy/semantic-link-labs recipes, and end-to-end medallion architecture templates.

Microsoft .NET Microservices Architecture Guide reference. PROACTIVELY activate for: (1) reading or applying patterns from Microsoft .NET Microservices Architecture for Containerized .NET Applications, (2) eShopOnContainers reference architecture, (3) DDD and bounded contexts, (4) integration events (RabbitMQ, Azure Service Bus), (5) API gateway patterns (Ocelot, YARP), (6) resilience patterns (Polly), (7) data patterns (CQRS, event sourcing), (8) testing strategies in microservices, (9) deployment to Kubernetes/AKS/Container Apps. Provides: chapter-by-chapter summary, code patterns from eShopOnContainers, decision matrices for sync vs async integration, and links into specific guide sections.

Complete Python testing system. PROACTIVELY activate for: (1) pytest fundamentals, (2) Fixtures and scopes, (3) Parameterized tests, (4) Mocking with pytest-mock, (5) Async testing with pytest-asyncio, (6) Coverage configuration, (7) FastAPI testing with httpx, (8) Property-based testing with hypothesis, (9) Snapshot testing. Provides: pytest patterns, fixture examples, mock setup, coverage config. Ensures comprehensive test coverage with best practices.

Latest Docker features (2025-2026) including Docker AI, Enhanced Container Isolation, BuildKit improvements, and Moby. PROACTIVELY activate for: (1) Docker AI / Ask Gordon assistant, (2) Enhanced Container Isolation (ECI) for hardened runtime, (3) Moby 25+ engine features, (4) BuildKit advancements (cache mounts, secrets, SBOM, provenance), (5) Docker Compose v2 features (watch mode, profiles, includes), (6) Docker Desktop new settings (Resource Saver, Synchronized File Shares, virtiofs), (7) Docker Build Cloud, (8) Docker Scout for vulnerability scanning, (9) WSL2 backend updates, (10) ContainerD integration. Provides: feature reference, version-detection snippets, BuildKit cache/secret recipes, Compose v2 watch examples, and migration notes.

Power BI REST API and Fabric REST API automation. PROACTIVELY activate for: (1) calling Power BI REST APIs, (2) embed-token generation (App Owns Data, User Owns Data), (3) service-principal authentication for Power BI, (4) dataset refresh API and refresh status polling, (5) push datasets and streaming, (6) Admin API (workspace/dataset enumeration), (7) Power BI Embedded and the JavaScript SDK (powerbi-client), (8) export-to-file API (PDF/PPTX/PNG), (9) Power BI automation via PowerShell (MicrosoftPowerBIMgmt), (10) Scanner API for tenant inventory, (11) app registration in Microsoft Entra ID. Provides: REST endpoint reference, OAuth/MSAL token recipes, embed-token patterns, refresh automation scripts, JavaScript SDK examples, and PowerShell module recipes.

This skill should be used when the user asks to analyze SQL Server execution plans, .sqlplan files, ShowPlan XML, actual vs estimated plans, plan warnings, or operator costs. PROACTIVELY activate for: .sqlplan triage, ShowPlan XML inspection, high-cost operator ranking, scan vs seek review, residual predicate analysis, CONVERT_IMPLICIT warnings, bad row estimates, cardinality-estimation warnings, partition elimination verification, missing-index suggestions, unused-index warnings, spills, key lookups, sorts, hash joins, and plan-regression evidence gathering. Provides: plan triage workflow, operator-cost ranking heuristics, warning interpretation rubric, and rewrite/index recommendation gating.

This skill should be used when the user asks to test, debug, snapshot, validate, reproduce, or automate terminal UIs, curses apps, raw ANSI output, PTY-driven interactions, virtual terminal emulators, ConPTY behavior, resize tests, keyboard/mouse/paste tests, or flaky terminal snapshots. PROACTIVELY activate for: TUI testing, snapshot tests, golden files, pty integration tests, pseudo-terminal automation, ConPTY, Pexpect, node-pty, vt emulators, Textual Pilot, Ratatui snapshots, Bubble Tea tests, terminal debug logs, and CI failures. Provides: layered test strategy, deterministic snapshot rules, PTY/ConPTY patterns, debugging playbooks, and flake prevention.

This skill should be used when the user asks to automate Azure ML and Azure Data Factory production workflows. PROACTIVELY activate for: (1) Azure ML code asset registration, azure-ai-ml SDK, AML code versions, `result.version`, requested-vs-actual versions, (2) ADF to Azure ML orchestration, ADF WebActivity, managed identity blob reads, `connectVia`, managed VNet IR, (3) code asset version pointer blobs, latest.json contracts, training/scoring code version propagation, (4) private storage firewalls, Microsoft-hosted CI agents, temporary network rules, storage data-plane smoke tests, (5) marshmallow<4 pinning, AML SDK import failures, runtime validation for Azure ML infrastructure. Provides: operationally safe Azure ML + ADF automation patterns.

Git 2.49+ features and modern Git workflows (2025-2026). PROACTIVELY activate for: (1) Git 2.49+ features (reftables, sparse-checkout, partial clone, worktrees), (2) git-backfill for partial clones, (3) reftables migration (file backend to reftable backend), (4) sparse-checkout for monorepos, (5) git worktrees for parallel development, (6) partial clone (--filter=blob:none), (7) commit graph and bitmap optimizations, (8) trunk-based development workflows, (9) Git LFS, (10) modern alternatives to legacy commands. Provides: feature reference, version-detection snippets, sparse-checkout configuration, worktree workflow patterns, and migration guidance from older Git versions.

Complete Python Cloudflare deployment system. PROACTIVELY activate for: (1) Python Workers with Pyodide, (2) FastAPI on Workers, (3) Cloudflare Containers for heavy compute, (4) Service bindings (RPC), (5) Environment variables in Workers, (6) Cold start optimization, (7) Workflows for durable execution, (8) GPU containers for AI. Provides: Worker code patterns, wrangler config, Dockerfile templates, FastAPI integration. Ensures edge deployment with proper architecture choices.

Advanced T-SQL patterns and techniques for SQL Server and Azure SQL. PROACTIVELY activate for: (1) writing CTEs and recursive queries, (2) APPLY operator (CROSS APPLY, OUTER APPLY), (3) MERGE statement and OUTPUT clause, (4) temporal tables (system-versioned), (5) In-Memory OLTP / memory-optimized tables, (6) advanced grouping (ROLLUP, CUBE, GROUPING SETS), (7) PIVOT and UNPIVOT, (8) ROW_NUMBER/RANK/DENSE_RANK with PARTITION BY, (9) hierarchies via recursive CTE or HierarchyId, (10) JSON_ARRAYAGG and STRING_AGG patterns. Provides: pattern catalog with examples for each technique, performance tradeoffs, and copy-pasteable templates for common advanced query shapes.

Azure SQL Database optimization and platform-specific features. PROACTIVELY activate for: (1) Azure SQL Database optimization, (2) DTU vs vCore selection and right-sizing, (3) automatic tuning (force last good plan, create/drop index), (4) Hyperscale tier and read replicas, (5) Serverless tier and auto-pause, (6) Azure SQL performance monitoring (Query Performance Insight, Intelligent Insights), (7) elastic pools, (8) Always Encrypted with secure enclaves, (9) Managed Instance vs Azure SQL DB tradeoffs, (10) failover groups and geo-replication. Provides: tier-selection matrix, automatic-tuning enablement steps, Hyperscale architecture overview, monitoring queries, and elastic pool sizing guidance.

Git 2.49 specific features and performance improvements. PROACTIVELY activate for: (1) git-backfill command (new in 2.49) for partial clones, (2) path-walk API improvements, (3) zlib-ng integration for faster compression, (4) reftables backend stabilization, (5) revision-walk performance, (6) bundle URI improvements, (7) sparse-checkout enhancements in 2.49, (8) git maintenance defaults in 2.49, (9) credential helper updates. Provides: 2.49 changelog summary, git-backfill recipes, performance comparison vs 2.48, and migration notes for users upgrading from 2.40+.

Stripe list-API pagination and event.data.previous_attributes semantics. PROACTIVELY activate for: (1) invoice.lines.data / charge.refunds.data / subscription.items.data embedded pagination, (2) starting_after cursor when falling through to list APIs, (3) has_more flag checking, (4) event.data.previous_attributes field semantics (which fields changed between old and new state), (5) Cumulative vs per-event Stripe fields (charge.amount_refunded is cumulative), (6) Delta computation patterns, (7) Plan resolution from invoice line items with pagination, (8) Safety fallback on pagination exhaustion (G6 — {plan:'free',credits:0}), (9) API error handling mid-scan. Provides: full pagination scan pattern, previous_attributes delta helper, plan resolver with paginated line-item scan.

Kaggle notebook/kernel lifecycle operations. PROACTIVELY activate for: (1) creating Kaggle notebooks or kernels, (2) `kaggle kernels init`, (3) pushing or running notebooks with `kaggle kernels push`, (4) pulling notebooks with metadata, (5) checking kernel status, files, logs, or outputs, (6) downloading output artifacts with file patterns, (7) deleting kernels, (8) Python API kernel operations, (9) auth for notebook CLI workflows. Provides: safe CLI/Python lifecycle commands, run monitoring, output retrieval, destructive-action guardrails.