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ml-lubich/README.md

Misha Lubich — Staff AI Engineer at EchoStar. Agentic engineer: production LLM systems, MCP servers, multi-agent orchestration, RAG, evals and guardrails. ex-Apple CoreOS, UC Berkeley CS, 6 published papers, 100M+ users. SF Bay Area.

Website LinkedIn Google Scholar Email Book a call

Impact at a glance: 100M+ users reached with production AI, 6 published papers (ML and hydrology), 13 open-source agent tools (CLI + MCP), 5+ years shipping at Apple, Walmart, LBNL and Polaris Wireless, ex-Apple CoreOS / File Systems.

About

Staff AI Engineer @ EchoStar (SF Bay Area) — I build the retrieval, agent-orchestration and evaluation pipelines that put LLMs in front of millions of consumers. Before that: agentic data engines on carrier-scale spatial data at Polaris Wireless, APFS test automation at Apple CoreOS, ad-targeting ML at Walmart, ML research at LBNL. UC Berkeley CS '23, 6 published papers.

Currently Agents, RAG and evals at consumer-telecom scale · growing the open-source agent-tool family
Ask me about MCP tool servers · sub-agents & agent skills · eval-driven development · prompt-injection defense · vLLM serving · context engineering
Reach me michaelle.lubich@gmail.com · mishalubich.com · LinkedIn

AI Token Usage

Misha Lubich — AI token usage tracked by tokscale

tokscale global leaderboard Full tokscale stats for ml-lubich

Career

Career timeline: Honda Innovations SWE intern (Jan–May 2021), Lawrence Berkeley National Laboratory software engineer (May–Aug 2021), Walmart software engineer (May–Aug 2022), Apple SDET CoreOS / File Systems (Jan 2023–Jul 2024), UC Berkeley B.A. Computer Science 2023, Polaris Wireless Platform & AI Engineer (Sep 2024–Jul 2026), EchoStar Staff AI Engineer (Sep 2026–present). Reached Staff AI in under 3 years — consumer-scale agent and RAG for millions.

Skills

Skill constellation: Agents & MCP (Claude API, MCP servers, sub-agents, agent skills), Multi-Agent (LangGraph, CrewAI, orchestration, loop-detection), RAG (pgvector, FAISS, re-ranking, adaptive chunking), Evals & Guardrails (RAGAS, DeepEval, LangSmith, prompt-injection defense), MLOps & Cloud (AWS, GCP, Kubernetes, vLLM, Terraform), PyTorch / TensorFlow (fine-tuning, LoRA, QLoRA, SageMaker, MLflow). Python, TypeScript, Rust, Go, FastAPI, Next.js, Postgres, Kafka, ClickHouse.

Open-Source Agent Tools

Open-source agent tool family by Misha Lubich — every tool is a human CLI plus an MCP server: imsg (iMessage), imail (Apple Mail), inotes (Apple Notes), wa (WhatsApp), bb (bitbucket-cli), confluence-cli, pdfify-md, jenkins-mcp, twig (git worktrees for agent swarms), like-fable (prompt library), ical (Calendar.app), vgate (Vercel logins), own-chrome (your open Chrome + LinkedIn). Homebrew tap ml-lubich/tap.

Homebrew tap ml-lubich/tap PyPI ml-lubich packages 13 tools, CLI + MCP

imsg · imail · inotes · wa · bitbucket-cli · confluence-cli · pdfify-md · jenkins-mcp · twig · like-fable · ical · vgate · own-chrome

Packages: npm pdfify-md · PyPI twig-cli · PyPI mac-ical · PyPI vercel-mcp · PyPI jenkins-mcp-cli · Homebrew tap

Recent builds: voice-agent (offline voice agent, barge-in, p50 643 ms to first audio) · callgen (call recording → HTML readout, multi-agent + fact-check) · claude-tiers (tiered Claude Code delegation plugin) · ai-awesome-chat (drop-in streaming AI chat for Next.js) · scroll-craft (agent skill for scroll-driven sites)

Products: Lupfr (SF music events & talent) · W3Sourcing (recruitment) · EnrichData (AI CRM enrichment) · mishalubich.com

Research

Google Scholar — 6 Publications

6 peer-reviewed papers in machine learning and hydrology, from UC Berkeley and Lawrence Berkeley National Laboratory → full list on Scholar.

GitHub

Misha Lubich 3D GitHub contribution calendar

GitHub contribution grid snake animation

Let's Collaborate

Production agentic AI (MCP, multi-agent, RAG, evals), technical co-founding / advising, or ML research — if that's you, email me or book a call.

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  1. bitbucket-cli bitbucket-cli Public

    Minimal gh-style CLI for Bitbucket Cloud and Data Center (bb)

    Python

  2. imail-mcp imail-mcp Public

    macOS Mail.app CLI for agents (AppleScript) — imsg-style scaffold

    Python

  3. imsg-mcp imsg-mcp Public

    Fast, local iMessage for your terminal & MCP — Rust-accelerated search that finds rich-text messages others miss. macOS.

    Python

  4. inotes-mcp inotes-mcp Public

    macOS Apple Notes CLI for agents (+ MCP via apple-notes-mcp)

    Python

  5. like-fable like-fable Public

    Portable prompt library that makes any AI (Opus, GPT, Gemini, Cursor…) operate like a top-tier collaborator: clear, decisive, honest, good at the craft.

  6. whatsapp-mcp whatsapp-mcp Public

    Forked from lharries/whatsapp-mcp

    WhatsApp MCP server

    Python