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Comparison

ONCE — Exactly-Once Reliability for AI Agent Actions vs Open Webui

Open Webui has more GitHub stars (155,919 vs 0). Open Webui was updated more recently (last commit 5d ago). Data comes straight from GitHub and refreshes daily.

ONCE — Exactly-Once Reliability for AI Agent Actions

Prevent duplicate AI-agent side effects with idempotency, verification, and durable receipts.

$claude mcp add --transport http once-exactly-once-reliability- https://optimistic-compassion-production.up.railway.app/mcp
Open Webui

User-friendly AI Interface (Supports Ollama, OpenAI API, ...)

$pip install open-webui
MetricONCE — Exactly-Once Reliability for AI Agent ActionsOpen Webui
TypeMCP serverMCP server
GitHub stars0155,919
Stars, last 7 daysn/a+105
Forks022,692
Upvotes00
Languagen/aPython
Licensen/an/a
Last commitn/a5d ago
Createdn/aOct 2023
CategoriesAI & LLM toolingAI & LLM tooling, Memory & knowledge, Design & frontend