{"id":"ai-ql-chat-ui","name":"chat-ui","homepage":"https://chat.aiql.com","repo_url":"https://github.com/AI-QL/chat-ui","category":"ai-ml","subcategories":[],"tags":["ai-chatbot","frontend","openai-compatible","mcp","multimodal","vue3","single-file","i18n"],"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.","use_cases":["Quickly standing up a local or hosted chatbot UI for any OpenAI-compatible backend (vLLM, TGI, etc.)","Testing and debugging LLM inference endpoints by interrupting generation and repeating prompts","Using multimodal vision models for image + text chat","Integrating chatbot UI into a desktop app via MCP (as a renderer)","Switching between different output formats (OpenAI, Cloudflare AI, plain text) without extra front-end changes"],"not_for":["Use as a full backend/API service (it is a client UI; backend responsibilities remain with the configured inference endpoints)","Security/identity-sensitive deployments that require robust server-side auth/session management","Highly regulated environments needing documented compliance and data residency guarantees from the UI provider"],"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.","alternatives":["Open WebUI (if you want a richer hosted/local UI with a backend)","Chatbot UI frameworks (e.g., React/Vue-based UIs that call your backend/API)","Self-hosted projects that include both UI and an API gateway layer for better auth/key handling","MCP-compatible desktop clients such as AI-QL Chat-MCP (for the MCP side)"],"af_score":33.2,"security_score":34.2,"reliability_score":33.8,"package_type":"mcp_server","discovery_source":["github"],"priority":"high","status":"evaluated","version_evaluated":null,"last_evaluated":"2026-03-30T13:48:46.451663+00:00","interface":{"has_rest_api":false,"has_graphql":false,"has_grpc":false,"has_mcp_server":false,"mcp_server_url":null,"has_sdk":false,"sdk_languages":[],"openapi_spec_url":null,"webhooks":false},"auth":{"methods":["Browser-supplied API key for configured OpenAI-format backends"],"oauth":false,"scopes":false,"notes":"README indicates inserting an OpenAI API Key and configuring an endpoint. No first-class auth scheme (OAuth/scopes) is described for the UI itself."},"pricing":{"model":null,"free_tier_exists":false,"free_tier_limits":null,"paid_tiers":[],"requires_credit_card":false,"estimated_workload_costs":null,"notes":"Pricing for the UI is not described; costs depend on the configured LLM backend/provider."},"requirements":{"requires_signup":false,"requires_credit_card":false,"domain_verification":false,"data_residency":[],"compliance":[],"min_contract":null},"agent_readiness":{"af_score":33.2,"security_score":34.2,"reliability_score":33.8,"mcp_server_quality":0.0,"documentation_accuracy":55.0,"error_message_quality":0.0,"error_message_notes":null,"auth_complexity":60.0,"rate_limit_clarity":0.0,"tls_enforcement":70.0,"auth_strength":35.0,"scope_granularity":0.0,"dependency_hygiene":50.0,"secret_handling":20.0,"security_notes":"UI-only deployment implies API keys may be entered in the browser and used to call third-party backends, which increases exposure risk versus server-side key handling. TLS is presumed when hosted over HTTPS, but the README does not document enforcement. No details provided on dependency auditing, CSP, sanitization, or secure secret storage.","uptime_documented":0.0,"version_stability":50.0,"breaking_changes_history":40.0,"error_recovery":45.0,"idempotency_support":"false","idempotency_notes":"No explicit idempotency guarantees described for sending/retrying requests; UI supports interrupt/repeat, but semantics and deduplication guarantees are not documented.","pagination_style":"none","retry_guidance_documented":false,"known_agent_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."]}}