Lab
Tools I build. One paid product (Armada, in the Atlassian Marketplace). The rest open source on GitHub. Most are Go.
Paid
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Armada
Campaign orchestration for Jira — turn one parent issue into 50+ child issues across teams, with fan-out strategies per team, live mission control, fleet management, recall safety rails, approval gates, templates, and multi-stage rollouts. Ships on the Atlassian Marketplace. Product site: armada.run.
Open source
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Nomi
Local-first AI coding agent. Plan review before execution, capability-gated tools (filesystem.write, command.exec, network.outgoing), BYO LLM (Ollama / Anthropic / OpenAI). Tauri desktop + Go daemon — your repo never leaves your laptop unless you decide otherwise.
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Roady
Plan-of-record for AI coding agents. Spec, plan, and drift detection that survive context resets. File-based, git-versioned, MCP-native.
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TokenOps
Local MCP server + CLI that tracks Claude Max / ChatGPT Plus/Pro/Team / Copilot / Cursor plan windows and warns before you hit the cap. Output-side coach detects compressed reply styles (e.g. caveman).
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Scout
Browser automation in one binary. Simpler alternative to Playwright — no Node, no Python, no runtime. Library, CLI, MCP server, chat UI.
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Fortify
Production-grade resilience for Go services calling LLMs and tools. Circuit breaker, retry, rate limit, timeout, bulkhead, fallback, hedge, adaptive concurrency, cost budget, stream timeout. Zero core deps.
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Bolt
Zero-allocation slog.Handler for Go with first-class OpenTelemetry. Same encoder behind a chained-builder API for hot paths. Includes a genai add-on that annotates spans with the OpenTelemetry GenAI semantic conventions.
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Statekit
Typed statechart engine for Go. Hierarchy, guards, actions, parallel states, snapshots, lint, visualization. Same primitives for backend domain workflows (orders, payments, incidents) and AI agent runtimes.
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Mnemos
Evidence layer for AI agents — claims, contradictions, citations. Self-hostable. Wrappers in TypeScript and Python.
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Nox
Open-source security scanner with first-class AI app security: prompt injection at the call site, embedding leakage, agent over-privilege, MCP hardening, cross-file AI taint, polyglot AIBOM. Cosign-signed plugin marketplace. Offline-first, agent-native via MCP. Lives at nox-hq.dev.
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Cognitive stack
Five composable Go libraries for AI agent runtimes: Mnemos (memory), Chronos (time/pattern perception), Nous (commitment extraction), Praxis (typed actions), Olymp (control plane). Domain-agnostic; pick the primitives your runtime needs.
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mcp-go
Go framework for building MCP (Model Context Protocol) servers. Used by most of the projects above.
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Govee Light Management
Stream Deck plugin for managing Govee smart lights, with advanced group functionality. Local API, no cloud app required.
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cclint
Fast, extensible linter for CLAUDE.md context files. Validates and optimises the rules an AI agent reads at session start.
Everything else (cognitive-stack pieces, smaller utilities, abandoned experiments) lives at github.com/felixgeelhaar.