Built a local-first workflow automation platform around Ollama - now at v0.11.0

I've been working on an open-source workflow automation platform over the past few months, with Ollama as one of the first-class providers rather than treating it as an afterthought.

The goal wasn't to build another chat UI, but a deterministic workflow engine where local models can power automation pipelines.

Some of the things it supports now:

• Local LLM execution with Ollama
• Agent semantic memory (using local embeddings like nomic-embed-text)
• Document RAG
• Visual workflow builder
• Conditional branching and graph-based execution
• Human-in-the-loop approval nodes
• Multi-agent (A2A) workflows
• Browser, HTTP, Email, File and MCP tools
• Step replay, retries and execution history

One thing I wanted from the beginning was to avoid vendor lock-in, so the execution engine treats providers as adapters. A workflow can run entirely on Ollama, or mix local models with cloud providers if needed.

The latest v0.11.0 release also adds a lot of improvements around workflow execution, observability, dashboarding, retrieval, and multi-agent orchestration.

I'd love feedback from people here who run Ollama locally:

• Is there anything missing that you'd expect from a local-first automation platform?
• Any features that would make Ollama fit even better into workflow-based systems?

Happy to answer any implementation questions.