Andrew Fribush

Projects

Things I’ve worked on.

40 public-data APIs turning US government datasets into MCP servers and REST APIs, e-commerce and AI engineering for brands like Pat McGrath Labs and Credo Beauty, plus a handful of ventures of my own.

443 MCP tools · 313 REST routes · 2,000+ generated pages on the data side, and live storefronts and integrations on the commerce side.

Case studies

The pieces I’m proudest of.

Dendrite

The corpus engine behind the public-data fleet: one configuration turns a raw dataset into an MCP server, a REST API, and a static site.

40products
443MCP tools
2,068pages
FrameworkNext.jsMCPOpenAPI

Cairn

A zero-runtime continuity layer over git and files that guards long-horizon LLM work against forgetting and confabulation.

~80%context cut
30/30tests
LLMTypeScriptCLIMCP

ALL-SAFE

An AI assessment OS for surgical training, scaffolding modules through agentic automation, combining peer, expert, and automated review, with AI feedback and video tuned for low-resource settings.

$700Kgrand prize won
3countries deployed
AIComputer VisionHealthcareAgents

Credo Beauty

Multi-year work for a leading US clean-beauty retailer: Shopify Plus, deep NetSuite ERP and POS integration, and a mobile app taken from zero to over $5M a year in sales.

$5M+app revenue / yr
+44%BFCM revenue
Shopify PlusNetSuiteMobileNode.js

Spartacus

A platform for collective-action campaigns powered by conditional commitments, pledges that only trigger once a threshold is met.

TypeScriptNext.jsCivic tech

The catalog

Every dataset, one query surface.

Dendrite

The corpus engine behind the public-data fleet: one configuration turns a raw dataset into an MCP server, a REST API, and a static site.

Shared framework40

Cairn

A zero-runtime continuity layer over git and files that guards long-horizon LLM work against forgetting and confabulation.

LLM tooling~80%

Stratum

A complete, searchable SEC EDGAR corpus, every public-company filing from 1993 to today, as MCP and REST.

SEC EDGAR filings16 tools

Tokenpylon

A price-history API and alerting service for LLM tokens, track model pricing over time and get notified on drops.

LLM token pricing

Quarry

A workbench for collaborative, multi-turn reasoning over documents.

Reasoning tooling

Shopify MCP

An MCP server for the Shopify Admin, Storefront, and Partner APIs plus theme management, 332 tools organized into 41 lazy-loaded categories.

Shopify GraphQL APIs332

Stenobase

A small Python package wrapping LangChain for everyday LLM work: prompt templating, generation, and batch runs behind one client class.

Python · LLM utilities

ALL-SAFE

An AI assessment OS for surgical training, scaffolding modules through agentic automation, combining peer, expert, and automated review, with AI feedback and video tuned for low-resource settings.

Surgical training · Global health$700K

FINCA International

Audio AI that transcribed, anonymized, and indexed thousands of hours of multilingual field interviews, making them queryable by meaning, not keywords.

Speech AI · Semantic search6

SELF

A self-directed surgical-education platform: a portfolio-intelligence dashboard that scores training modules against a 37-step playbook, and an AI module builder that interviews authors into compliance.

Surgical education · AI37

CADAR

AI visual identification for the fine-jewelry brand: point a phone at a piece and the system tells you which one it is. Plus the storefront redesign behind it.

Computer vision · Shopify

Mi-TRAC

Residency-assessment analytics for University of Michigan OB-GYN: MedHub evaluation data through a Rasch measurement model into competency dashboards and reports.

Medical education · Analytics

Credo Beauty

Multi-year work for a leading US clean-beauty retailer: Shopify Plus, deep NetSuite ERP and POS integration, and a mobile app taken from zero to over $5M a year in sales.

Shopify Plus · NetSuite · Mobile$5M+

Pat McGrath Labs

Storefront design and serverless feed and webhook middleware for the patmcgrath.com Shopify experience.

Shopify · Serverless

Steele Canvas

A Shopify storefront redesign for the heritage canvas-goods maker, rebuilt for speed and conversion.

Shopify · Performance & CRO+43%

AUrate New York

Shopify storefront plus a serverless ETL pipeline powering product-listing filtering for the fine-jewelry brand.

Shopify · Serverless ETL

Cellcosmet

US Shopify storefront theme and custom checkout apps for the Swiss cellular-cosmetics brand.

Shopify · Checkout apps

Saatva

Customer-intelligence AI for the luxury mattress retailer, ingesting calls, chat, reviews, and tickets to surface the real reasons people buy, plus a support chatbot.

Customer intelligence · LLM

OHHO

Shopify theme with social-selling serverless tasks, an image-upload proxy, and seller analytics for weareohho.com.

Shopify · Social selling

Temple St. Clair

Serverless integration tasks behind the Temple St. Clair fine-jewelry storefront.

Shopify · Serverless

Loops Beauty

Storefront engineering and an in-flight redesign for the hydrogel-mask brand, backed by custom audit, analytics, and screenshot tooling.

Shopify · Redesign

Urban Natural

Migrated the furniture retailer's collection pages onto a Preact front end powered by Nosto search, reusing the theme's exact markup so no CSS had to be duplicated.

Shopify · Preact · Nosto

Follain

Long-running theme engineering for the clean-beauty retailer: store locator, brand directory, clean-standards content system, and gift-with-purchase mechanics.

Shopify · Liquid

Lady & Butler

Custom Shopify theme for the uniform-design house serving hospitality and aviation brands: client galleries, lookbooks, and services sections on a heavily extended Dawn base.

Shopify · Liquid

Toutibo

Shopify theme build for the fine-jewelry brand's storefront on a Dawn base.

Shopify · Liquid

Eleven Madison Park

Headless Shopify storefront for the New York restaurant's commerce arm: Next.js over the Storefront API, with Contentful powering editorial and story pages alongside full commerce.

Headless Shopify · Contentful

Del Mar Vacations

Four years as technical lead building a custom commerce-and-service engine for a vacation-rental business: storefront off WordPress, fulfillment and operations integrated end to end.

Commerce engine · Operations10x

Spartacus

A platform for collective-action campaigns powered by conditional commitments, pledges that only trigger once a threshold is met.

Collective action

OpenFace AI

An AI platform and product, built with the OpenFace AI team.

AI platform

Lensbase

A Lens Specification API that extracts structured optical-lens specs from natural-language descriptions using LLMs, with an iterative chat interface.

LLM · Optical engineering

Darkset

Identity resolution at scale across consumer, credit-bureau, and device-graph data: a fine-tuned embedding model, a GPU pipeline that embedded 150M records for about $230, graph clustering into stable IDs, and an FCRA gate on every credit-bureau read.

Consumer, credit-bureau, and device-graph data0.9387

Netloft

Infrastructure where AI agents live: identity, deployment, persistence, messaging, and budgets for long-lived agents, one layer beneath the frameworks.

Agent infrastructure

AccentHelper

An AI speaking coach: record yourself, get phoneme-level pronunciation scoring and LLM coaching tuned to your goal, from accent reduction to public speaking.

Speech AI · SaaS

Cameral

Civic-tech application integrating dozens of APIs and analyzing a billion-plus data points to help candidates and advocacy groups organize and campaign.

Civic data · Analysis1B+

Lucolo

Co-founded a SaaS bundling sales, email, and early AI software, including a custom protocol; the largest corporate partner was Moo.

SaaS · Sales tooling

Witenai

A machine-readable enumeration of every US governmental entity, from the federal branches down to special districts, with the offices inside them.

US Gov Manual · Census · Federal Register93,590

MemoryWell

Co-founded venture turning seniors’ life stories into professional mini-biographies for dementia care: a Rails storytelling platform plus a freelance-writer marketplace. Halcyon Cohort 6; inaugural WeWork Creator Awards ($130K grant, 2017).

Rails · writer marketplace

MyNJAppeal

Judicial software for New Jersey’s property-tax-appeals system (subcontracted, State of New Jersey): the legal-appeals web app plus Assessored, a companion assessment tool.

Web app · legal

MMD Inspector

Mold-inspection platform with IoT sensing: field inspection workflow with analog air sampling tracked in software, Protimeter BLE moisture meters and FLIR C/E thermal cameras integrated, and custom leave-behind sensors taken through contract manufacturing to a mass-production build.

IoT · inspection software

Allermi

Allergy-telehealth engineering for the custom-formula allergy clinic: provider app, patient app, and backend.

Telehealth · mobile + backend

Kitty Poo Club

Shopify Plus migration and Stripe subscription billing for the DTC cat-litter subscription brand.

Shopify Plus · Stripe

DeepSpace

Interface engineering on the DEEPSPACE web3 space game: the Next.js token and liquidity interface.

Next.js · web3

Lockheed Martin space catalog

Space-catalog web and OIDC auth integration at Lockheed Martin Space, Littleton: a subcontract (via TTJB Inc) with direct LM network access, identity, and hardware.

Laravel · OIDC

NeuroPraxis

Native iOS healthtech app for NeuroPraxis.

iOS · Swift

Docketly

Federal court dockets, district, bankruptcy, appellate, and Supreme.

CourtListener / RECAP federal dockets11 tools

Echofile

EPA-regulated facilities and environmental enforcement actions.

EPA ECHO enforcement data11 tools

Excludely

HHS-OIG excluded providers, integrity agreements, and civil penalties.

HHS-OIG LEIE excluded providers11 tools

Faragent

DOJ FARA foreign-agent registrations and disclosures.

DOJ FARA foreign-agent registrations11 tools

Lobbyly

Senate LDA lobbying disclosures, queryable via MCP and REST.

Senate LDA lobbying disclosures8 tools

Oshafile

OSHA workplace inspections, citations, and severe-injury records.

OSHA inspections & violations11 tools

PACly

Every FEC campaign-finance filing, queryable via MCP and REST.

FEC campaign-finance filings11 tools

Recally

NHTSA, FDA, USDA, and CPSC safety recalls in one place.

NHTSA / FDA / USDA / CPSC recalls11 tools

Rulely

Federal Register notices, proposed and final rules, and executive orders.

Federal Register / eRulemaking11 tools

Sanctly

OFAC, UN, EU, UK, and SAM sanctions and debarment lists.

OFAC / UN / EU sanctions & debarment11 tools

Cmsly

CMS Open Payments, drug and device payments to physicians.

CMS Open Payments (Sunshine Act)11 tools

Eeocly

EEOC lawsuits, charge statistics, and EEO-1 employment data.

EEOC charges & EEO-1 statistics11 tools

Hospitally

CMS Hospital Compare, provider data, and Medicare cost reports.

CMS Hospital Compare & HCRIS11 tools

Laborly

NLRB case decisions, elections, and unfair-labor-practice cases.

NLRB case decisions & elections14 tools

Nonprofitly

IRS Form 990 tax-exempt nonprofit filings, queryable via MCP and REST.

IRS Form 990 tax-exempt filings11 tools

Pensionly

US retirement and benefit plans, pensions, and Form 5500 filings.

PBGC pension plans / Form 550011 tools

Pharmly

OpenFDA drugs, labels, adverse events, and recalls.

OpenFDA drug, device & adverse events10 tools

Recipiently

USAspending federal contracts, grants, and awards.

USAspending federal contracts & grants8 tools

Researchly

NIH and NSF research grants and federal research funding.

NIH / NSF research-grant funding11 tools

Trially

ClinicalTrials.gov registrations and posted results.

ClinicalTrials.gov registrations11 tools

Wagely

BLS occupations, wages, employment, and job openings.

BLS OEWS, QCEW, JOLTS & CPS data11 tools

Arcosly

DEA ARCOS controlled-substance distributor reports.

DEA ARCOS distributor reports11 tools

Bankly

FFIEC Call Reports and Federal Reserve FR Y-9C bank financials.

FFIEC Call Reports & Fed FR Y-9C13 tools

Billly

Congressional bills, votes, and committee hearings.

Congress.gov / GovInfo bills & votes12 tools

Bondly

MSRB EMMA and FINRA TRACE municipal and corporate bonds.

MSRB EMMA & FINRA TRACE11 tools

Censusly

US Census, ACS, and Economic Census demographic indicators.

US Census Bureau / ACS data11 tools

CFPBly

CFPB consumer complaints and enforcement actions.

CFPB consumer complaints & enforcement11 tools

Climately

US storms, droughts, FEMA disasters, and environmental justice.

NOAA / FEMA climate data & EPA11 tools

CVEly

CVE, NVD, and CISA KEV public software vulnerabilities, cross-referenced.

NVD / CVE / CISA public vulnerabilities12 tools

Energily

US power plants, generators, and electricity pricing.

EIA plants & generators / FERC11 tools

Fercly

FERC dockets, filings, Form 1 utility financials, and EQR data.

FERC eLibrary & Form 1 filings11 tools

Hmdaly

HMDA Home Mortgage Disclosure Act applications.

CFPB HMDA mortgage applications12 tools

OpenAlexly

Academic papers, authors, and citations via OpenAlex.

OpenAlex academic papers & citations11 tools

Patentry

USPTO granted patents from 1976 to today, with metadata.

USPTO PatentsView / patent grants8 tools

Pipely

DOT PHMSA pipeline operators, incidents, and infrastructure.

DOT PHMSA pipeline incidents11 tools

SBAly

SBA lending, PPP, EIDL, 7(a), 504, and disaster loans.

SBA loan programs (PPP / EIDL / 7a)11 tools

Tailregistry

FAA aircraft registry, NTSB accidents, and airworthiness directives.

FAA aircraft registry & NTSB accidents10 tools

Trademarkly

USPTO trademark applications, registrations, and TTAB proceedings.

USPTO TSDR trademark filings11 tools

Yieldly

US Treasury auctions and Federal Reserve economic series.

Federal Reserve & Treasury data12 tools

The record

Since 2008: 86 named engagements and 6 worked-with relationships, drawn to one scale: employment, founded companies, consulting, and independent work all run concurrently, which is the point.

fig. 1.4.1 · the engagements, 2008 to now, drawn to one scale.
’08’10’12’14’16’18’20’22’24’26nowemploymentfoundedconsultingindependentworked with›Fribush TechnologyIndiana Chamber of CommerceCheckiOCodeshipCONSTRVCTcoUrbanizeOutlinequnbEastern BankCodeanywhereStreamrootEdTripsMakerBotROCKIBank of AmericaBoston-area university innovation programsLucolo (client)Indico DataCuseumProvenderThriveHiveKwambioAjiri TeaWorld Tech MakersKinematiq (WOO Sports)Women's iLabPavlokLucolodanger!awesomeLearnLaunchVetscapeHoughton Mifflin HarcourtMemoryWellHalcyon IncubatorBevi›Upwork consulting practiceNeedsListParallel18›CameralPeacock PressWiser GamesKitty Poo ClubOptionsGeekMyNJAppealJKI (Jim Kring)EnRoute911ChronicTokenDel Mar VacationsMMD InspectorJobsite365DeepSpaceAbleSpoke (P2P SMS)AllermiCommandFiSpecFactor / AedilityJonathan AdlerHatchpathNatural LifeGoodLifeJetsonOnomyPat McGrath LabsEleven Madison ParkBridge SMRLockheed MartinAUrate New YorkTemple St. ClairAbstractOHHOLady & ButlerNeuroPraxisSummitNextZoomeralCredo BeautyALL-SAFEFINCA InternationalSpartacus.appDSD (software-developer bootcamp)Steele CanvasCellcosmetGovSlackersMedHubToutiboUrban NaturalSaatvaUniform ObjectCadarLoops›Public-data corpus (Dendrite)NavaMitrac2008 → now · 86 engagements + 6 worked-with · the public recordandrewfribush.com/fig/1.4.1

source: content/career/engagements.json · reconciled 2026-08-31

employment

  • 2022–2026Abstract · Lead Engineer → Director of Engineering · Lead Engineer 2022–2023 → Director of Engineering 2023–2026; ran the AI practice — a multi-year contract engagement through the Fribush practice
    • SELF product suite · internal: self-os, dashboard, API
    • CEP platform · internal
    • Shopify analyst agent + corpora · internal AI tooling
  • 2019–2022Del Mar Vacations · Senior Engineer → Technical Lead · began Dec 2019 on Upwork ($325K, 2,845 tracked hours), converted to full-time; more than 10× scaling + IoT digital twins
    • Owner portal · property owners' reporting + payouts
    • Core API · the platform backbone (582 commits)
    • ResolveIt · field-service dispatch system (577 commits)
    • DRM · dynamic rate management
    • Field-service app · React Native, iOS + Android, for on-site pros
    • Home-monitoring IoT · AWS IoT digital twin per property across a rapidly expanding fleet — 227 managed homes (Nov 2020) grown to 320 by Oct 2021; sprawling heterogeneous device estate (Flo, Flume, YoLink LoRa, SensorPush, Minut, Tank Utility, mixed locks/alarms/thermostats/networking, among others) plus custom ESP32 pressure nodes and Raspberry Pi gateways
    • Storefront migration · off WooCommerce/WordPress
    • Auth/login system
  • 2014Eastern Bank · Software Engineer
  • 2014–2015Bank of America · Software Engineer I–II
  • 2011–2014Indiana Chamber of Commerce · Data & Business Analyst

founded

  • 2018Peacock Press · High-end printing venture in the DC makerspace scene
  • 2017–Cameral · Founder
    • Mail platform
    • Front-end app
    • Analysis pipeline · billion-plus data points
  • 2016Lucolo · Co-founder & CTO · continuation of the 2015 client engagement
    • Sales/email/AI SaaS · including a new protocol
  • 2016–2017MemoryWell · Co-founder & CTO · Inaugural WeWork Creator Awards, $130K (2017)
    • Rails product · institutional storytelling platform
    • WordPress products
  • 2008–Fribush Technology · Founder · freelance from 2008, studio from ~2015
    • andrewfribush.com · this site — built by a directed agent fleet under machine-enforced gates (2025–)
    • Netloft · control plane for durable AI workers (2026, 538 commits)
    • Cairn · continuity layer for long-horizon AI work (2026)
    • LLM eval harnesses · deepseek-harness, a Rust codex harness, the gated-swarm agent runner (2026)
    • stenobase · LLM tooling on PyPI (2025)
    • us-gov-open-data-mcp · npm package
    • witenai · machine-readable enumeration of US governmental entities (2026)
    • tersena · cosmetic-ingredient transparency with radical citation transparency (2026)
    • Vocabinator · vocabulary tool (2026, 392 commits)
    • lensbase_ai · AI vision/lens product (2025)
    • shopify-mcp · (2026)
    • seo-geo-tool · SEO/GEO Next.js tool (2026)
    • xuexuehanzi · Chinese-character learning app (2025)
    • Multicorn · Postgres foreign-data wrapper in C/Python
    • OpenFlame · native iOS/Swift app
    • HoneybagsGame · Unity game

consulting & clients

  • 2026Nava · Agent build · via Abstract Partners
  • 2026Mitrac · Backend engineering · via Abstract Partners
  • 2025Toutibo · Commerce engineering · via Abstract Partners
  • 2025Urban Natural · Commerce engineering · via Abstract Partners
  • 2025–2026Saatva · Customer-intelligence AI · via Abstract Partners
  • 2025–2026Uniform Object · Commerce engineering · via Abstract Partners
  • 2025–2026Cadar · Redesign, API, native iOS app, AI research · via Abstract Partners
  • 2025–2026Loops · Theme redesign · via Abstract Partners
  • 2024–2025Steele Canvas · Storefront + custom ERP · via Abstract Partners
  • 2024–2025Cellcosmet · Multi-region storefront + checkout, geo-routing, per-region compliance · via Abstract Partners
  • 2024–2025GovSlackers · Slack bots: announcements, licensing, bug workflows
  • 2024–2025MedHub · API engineering · via Abstract Partners
  • 2023NeuroPraxis · Native iOS healthtech app · via Abstract Partners
  • 2023SummitNext · Summit Series platform work · via Abstract Partners
  • 2023Zoomeral · API development
  • 2023–2026Credo Beauty · Commerce end to end · via Abstract Partners · app: 0 → $5M+/yr
    • Shopify Plus storefront · credo-dawn
    • Sister-brand storefronts · exa, follain
    • POS + checkout extensions
    • NetSuite ERP integration + data migration
    • Mobile app · 0 → $5M+/yr, +44% BFCM
  • 2023–2026ALL-SAFE · AI surgical training · via Abstract Partners · $700K grand prize (January 2023)
    • Agentic trainee-evaluation scaffolding
    • Platform engineering · PHP/Moodle/Node + AI services
  • 2023–2026FINCA International · Multilingual audio AI · via Abstract Partners · 4 countries, 6 languages
    • Multilingual audio-AI pipeline · diarization, Whisper variants incl. Luganda fine-tune, theme extraction
  • 2023–2026Spartacus.app · Privacy / data-removal app development · unrelated to Andrew's own Spartacus collective-action project
  • 2022Jonathan Adler · Custom AR “Try in Your Space” · via Abstract Partners
  • 2022Hatchpath · Coaching/mentorship marketplace
  • 2022Natural Life · Shopify commerce · via Abstract Partners
  • 2022GoodLife · Shopify commerce · via Abstract Partners
  • 2022Jetson · Commerce engineering · via Abstract Partners
  • 2022Onomy · Crypto platform work
  • 2022–2023Pat McGrath Labs · Shopify Plus replatform · via Abstract Partners
    • Storefront replatform + serverless middleware · pmg-vandv; VTO, merchandising, drop automation
  • 2022–2023Eleven Madison Park · Headless Shopify storefront · via Abstract Partners
  • 2022–2023Bridge SMR · AI construction estimating / material-takeoff tooling
  • 2022–2024AUrate New York · Shopify + serverless ETL · via Abstract Partners
  • 2022–2025Temple St. Clair · Serverless integrations, subscriptions, clienteling · via Abstract Partners
  • 2022–2026OHHO · Shopify + social selling, serverless, analytics · via Abstract Partners
  • 2022–2026Lady & Butler · Commerce engineering · via Abstract Partners
  • 2022–2023Lockheed Martin · Space-catalog web and OIDC auth integration · via TTJB Inc · Subcontract with direct LM network access — Lockheed-issued identity, laptop, and VPN; Lockheed Martin Space, Littleton, CO
  • 2021DeepSpace · Interface engineering for the DEEPSPACE web3 space game
  • 2021Able · Head of development — social-fitness app shipped to the App Store
  • 2021Spoke (P2P SMS) · Platform build on the political-organizing texting stack
  • 2021–2022Allermi · Allergy telehealth: provider app, patient app, backend · ~6–7 months
    • Provider app
    • Patient app
    • Backend
  • 2021–2022CommandFi · Fintech platform build
  • 2021–2022SpecFactor / Aedility · Store, catalog, and construction client apps
  • 2020–2021MMD Inspector · Mold-inspection software + IoT sensing devices
    • Inspection software · field inspection workflow; analog air sampling tracked in software
    • IoT sensing/detection devices · Protimeter BLE meters + FLIR C/E thermal integrated; custom leave-behind sensors via contract manufacturing — a mass-production build
  • 2020–2021Jobsite365 · Bilingual job-board platform: web, API, admin
  • 2019–2021EnRoute911 · Emergency-dispatch platform
  • 2019–2021ChronicToken · Cosmos-SDK blockchain build (Go) + exchange tooling
  • 2018–2019Kitty Poo Club · Shopify Plus migration + Stripe billing
    • Shopify Plus migration
    • Stripe subscription billing
  • 2018–2020OptionsGeek · Options-trading analytics tool
  • 2018–2022MyNJAppeal · NJ tax-appeals judicial software (subcontracted, State of New Jersey)
    • Legal-appeals web app
    • Assessored · companion assessment tool (2020)
  • 2018–2023JKI (Jim Kring) · Long-running AWS/CloudFront/HubSpot development support
  • 2018Wiser Games · Serious-game design and advisory engagement
  • 2017NeedsList · Contract engineering
  • 2016–2018Bevi · Standup dispenser: screen/UI, telemetry, in-field servicing
  • 2016danger!awesome · Makerspace shop floor — CO2 lasers, FDM printers
  • 2016Houghton Mifflin Harcourt · Developer-program engagement · Idea Hack, 1st of 42 teams (June 2016)
  • 2015–2016Kinematiq (WOO Sports) · Kite-sensor software; spec-level IMU/BLE work
  • 2015Lucolo (client) · Contract engineering — the work that preceded the co-founder role · engaged as a client first; became co-founder & CTO in 2016 (one relationship, two phases)
  • 2015Indico Data · Techstars Boston 2015 — enterprise AI (operating)
  • 2015Cuseum · Techstars Boston 2015 (acquired, 2025)
  • 2015Provender · Techstars Boston 2015 talent track
  • 2015ThriveHive · Techstars Boston 2015 (acquired by Propel, 2016)
  • 2015Kwambio · 3D-printing marketplace
  • 2015Ajiri Tea · MassChallenge 2015 talent track
  • 2015World Tech Makers · MassChallenge 2015 talent track
  • 2015–2017Pavlok · Post-launch hardware revisions + companion software
  • 2014CheckiO · Techstars Boston 2013 talent track
  • 2014Codeship · Techstars Boston 2013 (acquired by CloudBees, 2018)
  • 2014CONSTRVCT · Techstars Boston 2013 — digitally printed custom fashion
  • 2014coUrbanize · Techstars Boston 2013 (acquired, 2025)
  • 2014Outline · Techstars Boston 2013 talent track
  • 2014qunb · Techstars Boston 2013 (acquired by Ve Interactive, 2014)
  • 2014Codeanywhere · Techstars Boston fall 2014 talent track
  • 2014Streamroot · Techstars Boston fall 2014 (acquired by Lumen, 2019)
  • 2014EdTrips · Techstars Boston fall 2014 talent track
  • 2014–2015MakerBot · Contract work out of the Newbury Street store offices · Replicator-era Boston retail/office
  • 2014–2015ROCKI · Gen-2 Wi-Fi audio streamer software
  • 2014–2016Boston-area university innovation programs · Taught extracurricular weekend classes and supplied engineering support and mentorship for undergrads and startup founders — Northeastern, Tufts, Harvard, Babson, UMass Boston, among others · Engaged and paid by the hosting clubs, labs, and program companies, not the universities themselves

accelerator era · worked with

  • 2024DSD (software-developer bootcamp) · Volunteer instructor — 2024 cohort team projects
  • 2017–2018Parallel18 · Gen 4 Fellow (San Juan, PR)
  • 2016LearnLaunch · Mentor (Boston edtech accelerator)
  • 2016Vetscape · Fellow — veterans' startup community · Stipended fellowship
  • 2016–2017Halcyon Incubator · Fellow (Washington, DC) · Cohort 6, with MemoryWell; stipended fellowship
  • 2015–2016Women's iLab · Mentor (Boston)

independent

  • 2025–Public-data corpus (Dendrite) · 40+ data products, 443 MCP tools
    • Dendrite framework · config → MCP server + REST API + static site
    • mcp-corpora fleet · 37 domain MCP servers over US public data: arcosly, bankly, billly, bondly, censusly, cfpbly, climately, cmsly, cvely, docketly, eeocly, energily, excludely, fercly, hmdaly, hospitally, laborly, lobbyly, nonprofitly, openalexly, oshafile, pacly, patentry, pensionly, pharmly, pipely, recally, recipiently, researchly, rulely, sanctly, sbaly, stratum, trademarkly, trially, wagely, yieldly — plus fleet infrastructure (echofile, faragent, tailregistry)
    • Quarry
    • TokenPylon · LLM token price-history API + alerts
    • Accenthelper
  • 2016–Upwork consulting practice · 27 contracts, near-uniform 5.0 · Expert-Vetted, top 1%

The consulting practice behind the named rows: Upwork Expert-Vetted (top 1%), $500K+ earned across 27 contracts and 4,483 hours since 2016. Client names not shown here stay private until each client agrees otherwise; the full ledger is available in conversation.

Andrew Fribush, software and computer engineer in Austin. I build consequential systems where software meets institutions: finance, healthcare, commerce, government data, and the mechanisms that govern AI agents. Taking new engagements: hello@andrewfribush.com.