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monahand1023/README.md

Dan Monahan

Twenty years building and leading engineering teams. Below is the work itself — live products you can open, source you can read.

My focus is AI on both sides: embedding it into products (RAG, agentic systems), and using it to change how engineering teams build software. I host and speak on getting agents past the demo and into production.

Open to engineering leadership and Forward Deployed Engineer (FDE) roles. Reach me on LinkedIn.


Stack


Shipped products

Every product below was built solo, end-to-end — the same AI-native practices I bring to a team, applied at n=1. Several ship in Spanish or Japanese rather than in translation; I'm trilingual (native English and Spanish, advanced Japanese, JLPT N2).

lens — multi-agent AI audit engine, founded and built solo, live and taking paying customers.

  • 200+ checks across 26 dimensions of a codebase and a live site (security, performance, reliability, supply chain, cloud cost, accessibility, SEO) — one reasoning agent per dimension, grounded in deterministic scanners, every finding cross-verified by multiple frontier models to cut false positives
  • Also ships as an MCP server, so the audit runs inline in Cursor, Claude Code, or Windsurf before the PR opens
  • One audit produces two reports (plain-English for founders, engineer-grade for the team), a full dependency and license inventory (SBOM, in CycloneDX or SPDX format), and a prioritized fix-it roadmap

Live: lens.supersmall.ai · sample report

Kunkun — Japanese grammar-checking SaaS, built and run solo: Grammarly for Japanese.

  • Context-aware corrections — politeness level, JLPT focus (N5–N1), and learner-vs-native mode shape every response, and each fix carries a plain-language explanation, not just the fix
  • One backend, three surfaces — website, Chrome extension, Google Docs/Slides add-on — all reading live subscription state from the same API
  • Go Lambda on AWS Bedrock (Claude/Nova) for inference, Firebase auth, Stripe subscriptions

Live: kunkun.io

Panorama — turns an iPhone into a spherical-panorama camera, a modern rebuild of the Photosynth experience.

  • Guided ARKit sweep auto-captures frames and corrects for the phone's own tracking error
  • Stitches into a seamless 360° image on-device with a custom Metal GPU stitcher
  • Fully local: no cloud, no accounts, no backend, nothing collected

App Store: Panorama: Spherical Camera

Gaijin Smash — bilingual (EN/JA) direct-to-consumer streetwear brand: real Japanese slogans with proper cultural context, not Google Translate.

  • AI content pipeline (image generation, model photography, copy) with human review as the quality gate before anything goes live
  • Built solo end-to-end: storefront, checkout, CloudFront-backed asset pipeline, admin dashboard

Live: gaijin-smash.net

All four are proprietary — source not public.


Open-source projects

Local-first tools you can run and audit yourself.

Project What it is Stack
corpus Ask natural-language questions over your own notes, PDFs, and docs. Hybrid semantic + keyword search with auto-tuned fusion, multi-hop reference expansion, a retrieval eval harness with a CI gate, and a 7-tool MCP server for Claude Code. Storage, index, search, and re-ranking are local; embeddings call your chosen provider. pip install corpus-rag Python RAG MCP
pdfcracker Recover passwords from your own encrypted PDFs on macOS. All encryption revisions (R2 to R6), 15+ attack modes, GPU acceleration via Metal, ARM NEON SIMD, distributed cracking. Zero dependencies. C Metal SIMD
imageclust Clusters photos by what they're about, not just how they look. CLIP ViT-L/14 embeddings, Ward hierarchical clustering, and Ollama-generated labels. Entirely on-device. Go React CLIP
cleancut Drop in a video, get back a cleaned .mp4: profanity muted, explicit scenes cut. Layered local AI stack (Whisper, Ollama, NudeNet + LLaVA, HF audio models). Every cut is auditable. Python Whisper Vision
rehearsal Practice spoken answers and get AI feedback, entirely on your machine: Whisper transcription, signal analysis of pace, pauses, fillers, and prosody, then a local LLM scores content and STAR structure. A Japanese mode adds a STAMP-aligned proficiency estimate. Python FastAPI Ollama
claude-code-skills 12 drop-in Claude Code skills for dev workflow and AWS ops. Auto-discover your AWS resources at runtime, no config files. Tooling AWS DX
TPSGenerator Java load tester for HTTP APIs on a Java 21 virtual-thread engine: stable, ramp-up, spike, and custom traffic patterns, chained scenarios, lock-free HdrHistogram metrics, circuit breaker, real-time resource monitoring. Pairs with TPSGenerator-Server. Java Concurrency
online-storefront Vue 3 + TypeScript storefront for small selling events: order form, Stripe Checkout, and a signed webhook that emails the customer and logs the order to a Google Sheet. No database, no server; fork it, edit one config file, deploy to Netlify. TypeScript Vue Stripe

Speaking


Find me on LinkedIn.

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  1. imageclust imageclust Public

    Clusters your photos by what they're about, not just how they look — CLIP ViT-L/14 embeddings, Ward hierarchical clustering, and Ollama-generated labels. Go backend + React frontend, entirely on-de…

    Go 1

  2. pdfcracker pdfcracker Public

    Recover passwords from encrypted PDFs on macOS — all encryption revisions (R2–R6), 15+ attack modes (brute force, dictionary, rules, Markov, PRINCE, and more), GPU acceleration via Metal, ARM NEON …

    C 2

  3. claude-code-skills claude-code-skills Public

    12 drop-in Claude Code skills for dev workflow and AWS ops — code review, pre-push gates, CloudFormation, Lambda deploy, DynamoDB debug, Cognito admin, and more. AWS skills auto-discover your resou…

  4. cleancut cleancut Public

    Drop in a video, get back a cleaned .mp4 — profanity muted, explicit scenes cut, subtitles softened. Layered local AI stack: Whisper STT, Ollama LLMs, NudeNet + LLaVA for vision, HuggingFace AST fo…

    Python

  5. TPSGenerator TPSGenerator Public

    Java load tester for HTTP APIs — stable, ramp-up, spike, and custom CSV traffic patterns, chained multi-step scenarios, parameterized requests, lock-free HdrHistogram metrics with coordinated-omiss…

    Java