diff --git a/README.md b/README.md
index c62db93..1598463 100644
--- a/README.md
+++ b/README.md
@@ -29,10 +29,10 @@ The Inference Cooperative runs a self-hosted stack on [Cloudron](https://cloudro
 
 | Component | Purpose | URL |
 |-----------|---------|-----|
-| **LibreChat** | Member-facing chat interface (with web search) | chat.inference.coop |
+| **Open WebUI** | Member-facing chat interface (with web search) | chat.inference.coop |
 | **LiteLLM** | AI gateway — keys, metering, model routing | gateway.inference.coop |
 | **Member Portal** | Membership middleware — onboarding, key provisioning, Loomio sync | portal.inference.coop |
-| **SearXNG** | Self-hosted web search (feeds LibreChat's search tool) | search.inference.coop |
+| **SearXNG** | Self-hosted web search (feeds the chat's search tool) | search.inference.coop |
 | **Gitea** | Git hosting (code + docs) | git.inference.coop |
 | **Loomio** | Member governance | forum.inference.coop |
 | **Open Collective** | Membership billing + fiscal sponsorship | opencollective.com/inference-cooperative |
@@ -48,7 +48,7 @@ The gateway currently exposes two models:
 
 ### Features
 
-- **Web search** — LibreChat's search tool is pinned by default, backed by a self-hosted SearXNG instance (no external search API). Web search runs through LibreChat's Agents endpoint, which is configured to use the cooperative's models.
+- **Web search** — enabled by default, backed by a self-hosted SearXNG instance (no external search API or scraper key required).
 - **File uploads (RAG)** — planned; requires an embedding model (not yet available on the current backend).
 
 ### Privacy