{"id":"ai-ql-chat-ui","name":"chat-ui","af_score":33.2,"security_score":34.2,"reliability_score":33.8,"what_it_does":"Chat UI that runs as a single-file HTML front-end (optionally via Docker/Python server) for interacting with LLM backends using OpenAI-compatible request/response formats, including support for multiple response formats, multimodal image input, download/interrupt/retry of chat history, Markdown/original display, i18n, and MCP rendering via a desktop IPC integration.","best_when":"You want a lightweight, universal front-end for OpenAI-style chat backends and optionally need an MCP-capable renderer tied to a desktop companion app.","avoid_when":"You cannot control how API keys are handled in the browser (or require strict server-side key isolation and audit controls), or you need formally specified APIs with stable contracts beyond what the UI forwards to configured endpoints.","last_evaluated":"2026-03-30T13:48:46.451663+00:00","has_mcp":false,"has_api":false,"auth_methods":["Browser-supplied API key for configured OpenAI-format backends"],"has_free_tier":false,"known_gotchas":["As a front-end UI, programmatic integration depends on whatever browser/runtime behavior it uses; there is no documented REST/SDK contract for agents to call directly.","API keys are likely provided client-side via UI configuration; agents should avoid capturing/redistributing secrets.","MCP support is described as a renderer/IPC interaction requiring a desktop backend; it is not a standalone network MCP server."],"error_quality":0.0}