Scott Wueschinski

Production stack

The stack I build with and advise on

I run the stack I write about. This is what's in production across Stravonvale engagements, GTMify, and scottwueschinski.com itself. n8n consultant. Claude expert. MCP-fluent. Available for fractional and project work.

I get hired because I run the agentic stack I advise on. Strategy without execution is a slide deck. The list below is what's actually in production today, not what's in a vendor pitch deck.

Production stack

The tools I touch on a daily-or-weekly cadence across active client engagements. Organized the same way the GTMify reference architecture organizes them, because that’s the architecture I help operate.

AI & agents

ToolRole in production
Claude (Code, API, MCP) Daily driver. Claude Code for engineering work, the API for production agents (prompt caching, structured outputs, tool use, streaming), MCP for tool access.
OpenRouter Multi-model gateway. The one sanctioned route for programmatic LLM calls, across Claude, Gemini and OpenAI models.
Groq Fast speech-to-text for call recordings and video, inside GTMify where a customer turns it on.
OpenAI Codex CLI Independent second opinion on engineering work: the default reviewer on Claude-built pull requests, plus consult mode for architecture decisions.
Paperclip AI agent control plane. 45+ agent org chart across Revenue, Delivery, Growth, Intelligence and Operations. Agentic decisions get made here before Trigger.dev executes them.
MCP (Model Context Protocol) 35+ MCP-connected services in production. Custom MCP servers for proprietary CRM data, workflow surfaces and knowledge graph retrieval.

Orchestration & execution

ToolRole in production
Trigger.dev Durable execution and the default home for new automation: webhook glue, crons, long-running jobs, LLM retry loops, batch fan-out, human-in-the-loop gates.
n8n Legacy visual orchestration. Still running GTMify workflows, but being retired since August 2026; nothing new gets built on it.
Cloudflare Workers Edge compute for microsites, APIs, MCP servers, Durable Objects-backed state.
Supabase Edge Functions Serverless TypeScript runtime next to the data: KB retrieval, hybrid search, lightweight agent endpoints.
Vercel Edge deployment for personal sites and microsites. Astro, Next.js and serverless API routes.
Railway Paperclip control plane hosting plus managed Postgres for the agent org chart.

Data & lists

ToolRole in production
LinkedIn Sales Navigator Advanced people search and lead lists on the first-party LinkedIn surface.
Vayne Sales Navigator scraping and enrichment via API.
Captain Data LinkedIn extraction primitives (profile activity, post commenters, post likers) called from Trigger.dev.
Sumble Lead sourcing and company-scoped people search.
Diffbot Company and people data for market intelligence: ICP search, market sizing, firmographics.
BuiltWith Technology detection on company domains.
Enigma Revenue and size estimates for private businesses, built from card-spend data.

Enrichment waterfall

ToolRole in production
Brandfetch Logo, domain and firmographic kickoff, the first step in the cascade.
Signaliz GTM enrichment and the primary cascade entry. 66-tool surface via JSON-RPC.
Deepline Routed second-layer waterfall, routing each lookup to the provider most likely to resolve it.
People Data Labs Identity graph, the final step of the waterfall, and the reverse lookup from a personal email.
BounceBan Bounce verification and catch-all detection, the last step before send.

Intent & signals

ToolRole in production
Delivr.ai Identity resolution: on-site signals plus off-site contact monitoring.
Common Room Customer intelligence across community, product and social intent signals.
Gojiberry Competitor engagement signals plus LinkedIn DM sequencing.
Warmly Website visitor auto-trigger and chat for hot intent.
PredictLeads Company-level funding, hiring and news signals, run through the Deepline cascade.
GetLeads Company-level funding and acquisition signals.

Outbound & channels

ToolRole in production
Lemlist Multi-channel email and LinkedIn sequences with ICP-tier branching.
Instantly Cold email infrastructure and sending at volume.
Maildoso The primary sending fleet since August 2026: per-domain mailbox provisioning, authentication records and warmup.
ScaledMail Legacy sending infrastructure and warmup; Maildoso handles new onboarding.
Scribe Robot-handwritten cards and direct mail, an option for accounts that warrant a physical touch.
MXroute Mailbox hosting for user inboxes on the GTMify email domain.
Masterinbox Unified inbox across email, LinkedIn, SMS, WhatsApp and phone.
HeyReach LinkedIn outreach automation for high-volume ABM motions.
SuperGrow LinkedIn content publishing and audience warm-up: 4 to 6 weeks of authority content before any campaign launches.

CRM & data platform

ToolRole in production
Clarify CRM AI-native CRM for GTMify. Webhook-driven workflows, embedded scoring agents, unified inbox handoff.
Supabase Postgres, Edge Functions, RLS and pgvector. Source of truth for agent state, dedup logs, knowledge bases and per-workspace data.
PostHog Product analytics, feature flags and session replay for GTM apps and microsites.
Claudeopedia (Obsidian KG) Obsidian-backed knowledge graph of 1,800+ entities across clients, vendors, decisions and sources. Version-controlled in git and indexed in Supabase.

Research & content

ToolRole in production
Firecrawl Search and scrape for content pipelines, account research and agent context retrieval.
Apify Web scraping primitives when Firecrawl is not enough: long-running browser actors.
Serper Google search API for web lookups inside enrichment plays.
Parallel Web research and deep-research API for open questions an agent has to answer with sources.
NIH RePORTER Federal grant and award search for account planning research.
agent-browser Ref-based headless browser automation, roughly 10x cheaper than screenshot-driven Playwright for agentic flows.

Front door & ops

ToolRole in production
PlatformOS / SiteGlide app.gtmify.io and gtmify.io hosting: Liquid, GraphQL and Tailwind on a managed multi-tenant runtime.
Cloudflare DNS / CDN DNS, CDN, TLS and edge security across every property.
Dynadot Registrar for the outbound sending domains.
Porkbun Domain registration for owned web properties.
Google Workspace Email, docs, calendar and collaboration.
Stripe Subscription and invoice automation.
QuickBooks Online Accounting and invoicing.
DocuSeal Contract signing and document workflows. Replaced PandaDoc for GTMify e-signature.
Slack Real-time alerts, escalation channels for agentic workflows, team coordination.
Linear System of record for all engineering work, organized as one project per product surface.
ClickUp Non-engineering operations: client delivery, campaigns, contracts and invoicing.
GitHub Source control, PR-driven content publishing, CI/CD through GitHub Actions, Vercel and Cloudflare.

Daily-driver personal tools

ToolRole in production
Wispr Flow Voice-to-text dictation across every app. Faster than typing for everything from Slack to long-form drafts. Daily.
Slashy AI email and calendar assistant on the GTMify mailbox. Every outbound email starts as a Slashy draft I review.
Kondo LinkedIn inbox triage and reply discipline, so social-selling responses do not disappear into the noise.
Vimcal Calendar with shortcut-driven scheduling. Cuts the time-to-meeting overhead that ate about 30 minutes a day in the old workflow.
Reclaim.ai Booking links and calendar defense. The discovery-call link on this page runs through it.
Stable Virtual mailing address and business mail handling. One mailing address across every business filing.
Raycast Mac launcher and shortcut surface: snippets, clipboard history, AI prompts, window management. Daily.
Grammarly Writing assistant across every app, a last pass on tone and clarity before anything goes out.
Granola Meeting transcription and notes. Lighter weight than Circleback for solo calls, and now a GTMify integration.
Mercury Business banking for GTMify. Treasury sweeps, multi-user controls, a native API for ops automation, and clean Stripe payouts.

Tools I’ve used and recommend

Not in active production today, but evaluated, used, or recommended at the right stage. Listed here because the recommendation still stands. If any of these fit your situation better than what’s in the production stack above, the link gets you the same way.

ToolHow I’ve used it
Octave Voice-constrained prospect copy tied to ICP, persona and value prop. Ran in production through mid-2026 and won my evaluation against Autobound on voice fidelity.
Apollo.io ICP search, list building and contact enrichment. Used heavily for list work before the current enrichment cascade.
Ocean.io Lookalike company discovery for ICP expansion.
Leadmagic Email discovery. Ran as a layer inside the Deepline cascade before it was retired.
BetterContact Multi-source contact enrichment. Ran as a fallback inside the cascade before it was retired.
Prospeo B2B verified-lead lookups. Ran inside the routed Deepline step until August 2026.
RB2B Website visitor identification for on-site intent. Dropped in August 2026 over the quality of its person-level resolution.
Reply.io Email and LinkedIn sequences with reply intent classification. Ran the event-attendee campaigns; being removed from GTMify.
Manus Long-horizon agentic research for ICP modeling and account intelligence.
Discolike Lookalike account discovery with natural-language and domain matching across 60M+ companies.
PitchGhost Prospect content monitoring: comments, likes and posts on ICP accounts.
EasyGen AI-driven LinkedIn content generation. Used during early POV experimentation; SuperGrow replaced it for cadence work.
FullEnrich Email and phone waterfall enrichment. Evaluated against the Signaliz and Deepline cascade: strong on personal phones, a fine fallback.
Findymail Email finder and verification. A single-source alternative to running a full enrichment cascade, good for a quick find.
Attio Modern CRM. Evaluated as a Clarify or HubSpot alternative for early-stage teams, with a clean object and customization model.
Autobound AI prospect research and email generation. Solid for high-volume tactical email; Octave won on voice fidelity.
GetSales LinkedIn outreach automation. Evaluated as a HeyReach alternative: narrower feature set, simpler price point.
Cassidy AI No-code AI workflow builder. Used for client-facing assistant prototypes before moving production work to Claude Code.
Make Visual automation. Fine for one-off integrations; n8n won for production at the time.
Circleback Meeting transcription and AI notes. Used heavily in 2025; the Clarify-native transcription pipeline replaced it for client work.
Marblism AI app generator. Evaluated for rapid client-facing prototypes, useful for proof-of-concept work.

Recent builds (anonymized)

Autonomous POV and article pipeline

Cron-driven content engine on GitHub Actions: Supabase topic queue → Claude draft via OpenRouter → gated GitHub PR → Slack notify. On merge it schedules the LinkedIn post in SuperGrow and cross-posts GTM pieces to gtmify.io. Four POVs a week plus a weekly long-form article.

Stack: GitHub Actions + OpenRouter (Claude) + Supabase + SuperGrow + Slack

AI lead-scoring agent (GTMify Cortex)

ICP tier logic with disqualifier reasoning. Closed-loop signal ingestion + agentic re-scoring on every event (not on a batch schedule).

Stack: Claude + Clay + Supabase + custom MCP server

Event-attendee extraction pipeline

Mobile event app → n8n parse → Supabase dedup → Clarify enrichment → Reply.io campaign launch. Production for multi-event retail conference coverage.

Stack: n8n + Supabase + Clarify + Reply.io

Multi-tenant Claude Code consulting infra

35+ MCP-connected services per workspace. Custom MCP servers expose proprietary CRM data + workflow surfaces to Claude Code agents.

Stack: Claude Code + custom MCP servers + Supabase

What I'm fluent enough to build with

Languages: TypeScript, JavaScript, Python (working), SQL, YAML/Liquid.

AI / agents: Claude (Code, API, MCP), OpenRouter, Groq, OpenAI Codex CLI, Paperclip control plane, custom MCP servers, eval harnesses, prompt caching.

Workflow / orchestration: Trigger.dev (production), n8n (legacy, being retired), Cloudflare Workers, Supabase Edge Functions, Vercel Functions, Railway.

Data: Supabase (Postgres, Edge Functions, RLS, pgvector), Postgres direct, PostHog, Obsidian-backed knowledge graphs.

GTM data & enrichment: Sales Navigator, Vayne, Captain Data, Sumble, Diffbot, BuiltWith, Enigma, Brandfetch, Signaliz, Deepline, People Data Labs, BounceBan.

Intent & outbound: Delivr.ai, Common Room, Gojiberry, Warmly, PredictLeads, GetLeads, Lemlist, Instantly, Maildoso, ScaledMail, MXroute, Scribe, Masterinbox, HeyReach, SuperGrow.

CRM: Clarify CRM.

Web: Astro, Next.js, React, Tailwind, Vercel.

What I won't pretend to build

Native mobile, deep ML training, distributed systems engineering, smart contracts. I'll point you at someone better if your work needs those.

Why this matters when you hire me

Most "AI consultants" recommend tools they haven't deployed. I deploy the ones I recommend, including the ones I recommend against. When I tell you a vendor is wrong for your stage, I've watched it fail in production for someone in your stage.

Engagements run through Stravonvale, the advisory firm I co-founded with Josh Carter.

Disclosure

Some links on this page are referral or affiliate links. If you click through and become a customer, I may earn a commission at no extra cost to you. I only link to tools I run in production today, and the disclosure doesn’t change which tools make this page or the order they’re listed in.

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Based in Greater Philadelphia (Marlton, NJ). Engagements run globally.