Robby Czesany

Graz, Austria

The loop around the agent

I build agent infrastructure
that shows its work:
the source, the receipt, the diff.

Search that returns links instead of answers. A runtime where you watch each step and approve the risky ones. Tools that shrink a failure until one line explains it. I design the system, agents do the grind.

Agentic engineer · Graz, Austria

Explore the work ↓

oaf · linux box

        
417★ snapshot 2026-09-23
Hermes Web Search Plus
19 snapshot 2026-09-23
merged OpenClaw PRs
88k+ snapshot 2026-09-23
ClawHub skill downloads
12 snapshot 2026-09-23
published OpenClaw skills

Method

  1. 01 Design the system, not the prompt
  2. 02 Agent writes the code and does the research
  3. 03 Review the diff, before it merges
  4. 04 Test behavior, fallbacks, receipts
  5. 05 Ship what survived the tests

The work in one minute

60 seconds, sound on. Motion and score are generated in code and cut to the same beat grid.

Work

Search that shows its sources, a runtime that shows its steps, and tools that show the smallest thing that breaks.

01

Search · 417★ · Python · MCP · Hermes · OpenClaw · Grok Build

01 · flagship

Web Search Plus

Search for agents that returns the original links and the cleaned page, never a generated answer. Picks a provider per query, falls back when one fails, and attaches a receipt to every source. One core, four hosts: Hermes, OpenClaw, NanoClaw and Grok Build. The MCP server ships 15 search and 9 extract providers. Listed in the Hermes plugin catalog.

hermes plugins install web-search-plus --enable Hermes catalog websearchplus.xyz Hermes OpenClaw MCP Grok Build plugin

02

Runtime · alpha · Go · Tauri · Apache-2.0

OpenAgentFleet

A macOS app for agents that run on a separate Linux machine. You see every step on that machine, approve the sensitive ones, and take the keyboard when a human has to. Go, Tauri, Apache-2.0, public alpha.

openagentfleet.xyz GitHub Grok Build · Codex · OpenCode · Colima

03

New · Aug 2026 · Python · TypeScript · MIT

The reduction toolkit

Three CLIs with one job: shrink a failure until it fits in a message. crashmin turns a grotesque curl into the shortest request that still fails. repromin cuts a Playwright spec to the fewest actions that still fail. commit-delta finds the smallest set of changes in a dirty working tree that breaks the build.

crashmin repromin commit-delta

04

Playground · Aug 2026 · WebMCP · TypeScript · MIT

pip-the-mug

A desk of illustrated employees, and your browser agent is HR. Every action on the page is a WebMCP tool the agent can call. You watch it interview, promote and fire a coffee mug, one visible call at a time.

pip-the-mug.vercel.app GitHub

05

New · Sep 2026 · Swift · macOS · MCP · MIT

Activity+

A macOS system monitor that folds the 900 processes on a Mac into the apps you know. CPU, memory, GPU, energy and network per app, 30 days of history, alerts, a plain answer to “why is my Mac slow?” and a menu bar you build yourself. A read-only MCP server lets agents ask the same questions. Notarized, free, MIT.

activityplus.xyz GitHub Apple silicon · macOS 15+

Memory & autonomy

Skills that watch, remember and propose. Nothing lands until you say so.

Where it runs

The same code, four hosts.

OpenClaw

19 merged PRs: Telegram, Discord, sessions, formatting, OpenRouter thinking. The skills live in the official tree.

Hermes

Web Search Plus is in the Hermes plugin catalog: hermes plugins install web-search-plus. Co-author of the prompt-cache fix in Nous Research's Claude subscription plugin. Also lucid-dreamer, topic-monitor, agent-chronicle.

NanoClaw

Web Search Plus as a stdlib skill: search and extract with no MCP and no extra pip.

Grok Build

Web Search Plus as a plugin: MCP server plus skills, installed from the repo. Marketplace listing submitted.

Stack

Whatever the job needs. The loop is the constant.

  • Go
  • Python
  • TypeScript
  • React
  • React Native
  • Tauri
  • Node
  • Vite
  • Expo
  • SQLite
  • Docker / Colima
  • MCP
  • multi-LLM fallbacks

Say hi.

Search, memory, runtimes: if that is your problem too, write. Graz, Austria.

robby@robbyczesany.com

github.com/robbyczgw-cla websearchplus.xyz openagentfleet.xyz x.com/CamiAi__