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. Code-mode for engineering work, API for production agents, MCP for tool access. Fluent in eval design, prompt caching, system-prompt hardening.
Anthropic SDK Direct Claude API integration for production agents — prompt caching, structured outputs, tool use, streaming.
OpenRouter Multi-model gateway. Routes prospect-specific copy across 200+ models when Claude isn't the right fit for the job.
Manus Deep company research at scale. Long-horizon agentic research for ICP modeling and account intelligence.
Octave Prospect-specific copy generation. Voice-constrained variants tied to ICP, persona, and value prop.
OpenAI Codex CLI Adversarial second opinion on engineering work — independent diff review, "challenge mode" for breaking my own code, consult mode for architecture decisions.
Paperclip AI agent control plane. 45+ agent org chart organized into Revenue / Delivery / Growth / Intelligence / Operations departments. Where agentic decisions get made before Trigger.dev / n8n executes them.
MCP (Model Context Protocol) 35+ MCP-connected services running in production. Custom MCP servers for proprietary CRM data, workflow surfaces, and KG retrieval.

Orchestration & execution

ToolRole in production
n8n Visual orchestration for SaaS chains — webhooks, CRM sync, content pipelines, Meeting Prep. Daily across Lantern + GTMify + scottwueschinski.com.
Trigger.dev Durable execution for long-running and LLM retry loops — autogtm copy gen, Claudeopedia ingestion, batch fan-out, HITL gates.
Cloudflare Workers Edge compute for microsites, APIs, MCP servers, Durable Objects-backed state.
Supabase Edge Functions Serverless TypeScript runtime sitting next to the data — KB retrieval, hybrid search, lightweight agent endpoints.
Vercel Edge deployment for personal sites + microsites. Astro + Next.js + serverless API routes.
Railway Paperclip control plane hosting + managed Postgres for the agent org chart.

Data & lists

ToolRole in production
Apollo.io ICP search, list building, contact enrichment.
LinkedIn Sales Navigator Advanced people search and lead lists — first-party LinkedIn surface.
Vayne Sales Navigator scraping & enrichment via API.
Captain Data LinkedIn extraction primitives — profile activity, post commenters, post likers — called from n8n / Trigger.dev.
Ocean.io Lookalike company discovery for ICP expansion.
Sumble Lead sourcing and prospecting.
Discolike Lookalike account discovery — natural-language + domain matching across 60M+ companies.
ZoomInfo Genpact-only — paired with Apollo on enterprise advisory engagements when ZoomInfo is the contractual data layer.

Enrichment waterfall

ToolRole in production
Brandfetch Logo, domain, and firmographic kickoff — first step in the cascade.
Signaliz GTM enrichment — primary cascade entry. 66-tool surface via JSON-RPC.
Deepline Routed second-layer waterfall — orchestrates Leadmagic, Prospeo, BetterContact, PDL by signal.
Leadmagic Email discovery layer inside the Deepline cascade.
Prospeo B2B verified-lead lookups — runs inside the routed Deepline step.
BetterContact Multi-source contact enrichment — fallback inside the cascade.
People Data Labs Identity graph + reverse-lookup-from-personal-email path.
BounceBan Bounce verification and catch-all detection — last step before send.

Intent & signals

ToolRole in production
RB2B Website visitor deanonymization for on-site intent.
Delivr.ai Identity resolution — on-site signals + off-site contact monitoring.
Common Room Customer intelligence — community, product, and social intent signals.
Gojiberry Competitor engagement signals + LinkedIn DM sequencing.
Warmly Website visitor auto-trigger and chat for hot intent.
PitchGhost Prospect content monitoring — comments, likes, posts on ICP accounts.

Outbound & channels

ToolRole in production
Reply.io Email + LinkedIn automation. Campaign sequences, reply intent classification.
Lemlist Multi-channel email + LinkedIn sequences with ICP-tier branching.
Instantly Cold email infrastructure & sending at volume.
ScaledMail Email infrastructure, warmup, and inbox provisioning.
MailReef Email infrastructure & deliverability.
Masterinbox Unified inbox across email + LinkedIn + SMS + WhatsApp + phone.
HeyReach LinkedIn outreach automation for high-volume ABM motions.
SuperGrow LinkedIn content publishing + audience warm-up. 4–6 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.
HubSpot Mid-market client CRM integrations. Custom workflows + Claude-driven scoring.
Salesforce Enterprise client CRM integrations (working knowledge — defer to Apex specialists for deep customization).
Supabase Postgres + Edge Functions + RLS + pgvector. Source of truth for agent state, dedup logs, knowledge bases, and per-workspace data.
Snowflake Enterprise data warehouse work — auth scoping, audit-trail-ready schemas, governed RAG.
PostHog Product analytics, feature flags, session replay for GTM apps and microsites.
Claudeopedia (Obsidian KG) 2,600+ entity Obsidian-backed knowledge graph. Version-controlled in git, indexed in Supabase, dual-synced across the team.

Research & content

ToolRole in production
Firecrawl Search + scrape for content pipelines, account research, and agent context retrieval.
Apify Web scraping primitives when Firecrawl isn't enough — long-running browser actors.
Exa Semantic web search for agent-driven research — better than keyword search for "find competitors of X".
agent-browser Ref-based headless browser automation. ~10× 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 + Tailwind on a managed multi-tenant runtime.
Cloudflare DNS / CDN DNS, CDN, TLS, and edge security across every property.
Stripe Subscription + invoice automation for fractional engagements.
DocuSeal Contract signing and document workflows. Replaced PandaDoc for GTMify's e-signature surface.
Slack Real-time alerts, escalation channels for agentic workflows, team coordination.
Linear PlatformOS engineering task tracking — anything that ships to app.gtmify.io.
ClickUp Operations, client delivery, and cross-team task tracking — anything that doesn't ship to PlatformOS.
GitHub Source control, PR-driven content publishing, CI/CD via Vercel + 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.
Kondo LinkedIn inbox triage and reply discipline — keeps social-selling responses from disappearing into the noise.
Vimcal Calendar with shortcut-driven scheduling. Cuts the time-to-meeting overhead that ate ~30 min/day in the old workflow.
Stable Virtual mailing address + business mail handling. Single mailing address across every business filing.
Notion Personal docs and lightweight workspace. Public-facing project notes that don't need Obsidian's graph.
Raycast Mac launcher + shortcut surface. Snippets, clipboard history, AI prompts, window management — daily.
Granola Meeting transcription + notes. Lighter-weight alternative to Circleback for solo calls.
Superhuman Email client. Speed of inbox triage that the regular Gmail web UI can't match.
Mercury Business banking for GTMify. Treasury sweeps, multi-user controls, native API for ops automation, and clean Stripe payout integration.

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
EasyGen AI-driven LinkedIn content generation. Used during early POV experimentation; SuperGrow ultimately replaced it for cadence work.
FullEnrich Email + phone waterfall enrichment. Evaluated against the Signaliz/Deepline cascade — strong on personal phones, fine fallback option.
Findymail Email finder + verification. Single-source alternative to running the full enrichment cascade — good fit when you need a quick find without Signaliz/Deepline complexity.
Attio Modern CRM. Evaluated as a Clarify/HubSpot alternative for early-stage teams — clean object model and customization model.
Autobound AI prospect research + email gen. Evaluated against Octave — Octave won on voice-fidelity, Autobound is solid for high-volume tactical email.
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 the production work to Claude Code + n8n.
Make Visual automation. Evaluated as a Zapier/n8n alternative — fine for one-off integrations, n8n won for production.
Circleback Meeting transcription + 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 — interesting for proof-of-concept work.

Recent builds (anonymized)

Twice-weekly auto-drafting POV pipeline

Cron-driven content engine: Supabase queue → Firecrawl source enrichment → Claude draft → GitHub PR → Slack notify. ~$0.25/draft. 100+ POVs/year.

Stack: n8n + Claude API + Supabase + GitHub + 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), Anthropic SDK, OpenRouter, Manus, Octave, OpenAI Codex CLI, Paperclip control plane, custom MCP servers, eval harnesses, prompt caching.

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

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

GTM data & enrichment: Apollo, Sales Navigator, Vayne, Captain Data, Ocean.io, Sumble, Discolike, Brandfetch, Signaliz, Deepline, Leadmagic, Prospeo, BetterContact, People Data Labs, BounceBan, ZoomInfo (Genpact-only).

Intent & outbound: RB2B, Delivr.ai, Common Room, Gojiberry, Warmly, PitchGhost, Reply.io, Lemlist, Instantly, ScaledMail, MailReef, Masterinbox, HeyReach, SuperGrow.

CRM: Clarify CRM, HubSpot, Salesforce (working).

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 — 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.