Rapls AI Chatbot – Self-Hosted RAG & MCP Server vs SchemaSense – Smart Structured Data

Add an AI chatbot that answers visitors from your own content — and admits when it doesn’t know. Rapls AI Chatbot searches your posts, pages, and knowledge base first, then replies in natural language, in the visitor’s own language. With Grounded Answers Only mode, if your content has no answer, the bot says so instead of making something up. You can be live in about five minutes, for free, with no credit card. On first setup a guided “Start for free” panel hands you a free key from OpenRouter or the Google Gemini free tier, tests it, auto-selects a working model, and switches the chatbot on — no AI or API experience needed. Watch the setup, start to finish: No monthly SaaS fee — and no runaway bill. It runs on your own API key with no markup, and built-in Usage Control caps daily usage per visitor, so you can open the bot to the public without worrying about your API spend. A Monthly Cost Guard lets you set a hard budget, and Model Fallback keeps the bot answering on a lightweight model when your main model hits its quota. Conversations and keys stay on your own server. Built for site owners, agencies, and developers who want control over the model, the data, and the cost. Connect OpenAI, Anthropic Claude, Google Gemini, or OpenRouter, or any OpenAI-compatible endpoint such as Alibaba Tongyi Qwen (DashScope) — useful where OpenAI and Gemini are hard to reach — and switch anytime. Why site owners pick Rapls Free to try, fast to launch. Guided onboarding gets you from install to a working chatbot in minutes, with a no-credit-card OpenRouter or Gemini key. Grounded answers, or an honest “I don’t know.” RAG hybrid search grounds replies in your actual posts, pages, and knowledge base — and Grounded Answers Only mode keeps the bot from inventing answers your site doesn’t contain. Your bill can’t run away. Self-hosted and BYOK with no markup, plus per-visitor daily caps (Usage Control) so public traffic can’t drain your API budget. Replies that don’t sound like a robot. An optional AI-smell score reviews the bot’s Japanese replies for machine-sounding wording, so you can tune the tone. (Detection only — replies are never altered.) No lock-in. Switch between OpenAI, Claude, Gemini, and OpenRouter whenever you want. Speaks your visitors’ language. Automatic multi-language replies, so one bot serves an international audience. What it does Bring your own key: OpenAI, Anthropic Claude, Google Gemini, OpenRouter, or any OpenAI-compatible endpoint (Alibaba Qwen/DashScope, DeepSeek, Zhipu), switchable per site. Site learning: indexes your posts and pages so the bot answers from your content. Knowledge base: add Q&A or upload PDF/DOCX files, with priority over general answers. RAG hybrid search: combines keyword and semantic retrieval for grounded replies. Grounded Answers Only: an optional mode that makes the bot reply “I couldn’t find that” instead of inventing an answer your content doesn’t support. Web search: lets the bot pull current information when configured. MCP tools: exposes 5 Model Context Protocol tools, so agents such as Claude or ChatGPT can read and act on your site through conversation. Usage dashboard: tracks conversations, messages, and API cost. Usage Control: optional per-visitor daily caps so public traffic can’t run up your API bill. Unanswered Questions: records what the bot could not answer, with one-click “Add to knowledge” and an AI-drafted FAQ page. AI-smell score: an optional read-only score that flags machine-sounding wording in Japanese replies (detection only — replies are never altered). Industry starter templates: one click applies a ready-made system prompt and preset questions for hotels, shops, clinics, professional services, or company sites. Gutenberg block: drop the chatbot into any page or post. Deep-link auto-send: a ?raplsaich_q= URL opens the chatbot and sends the question automatically, so end-of-article “suggested questions” become one-click conversations. Turns visitor questions into content The bot doesn’t just answer — it tells you what your site is missing. Questions it could not answer from your content are recorded on the dashboard, one click turns them into a knowledge entry, and another click drafts an FAQ page from the last 30 days of real visitor questions. Answer gaps become content, content improves the bot, and the same pages work for SEO and AI search (LLMO). Self-hosted and private Conversations and keys stay on your own WordPress install. You are billed by your AI provider directly, so cost is transparent and there is no markup. Visitors can delete their own chat history from the widget (optional), and retention is configurable — GDPR-friendly by design. Free and Pro Free — not a trial. The free version is the full product: chatbot, site learning, knowledge base, RAG hybrid search, Grounded Answers Only, MCP server (5 tools), a usage dashboard (conversations, messages, and cost), and per-visitor daily caps. Run it forever at no cost on a free-tier key. Pro — for sites that run the bot as a business tool: Lead capture automation — collect contacts from conversations, with Google Sheets and Slack sync. Analytics — conversation, cost, and quality metrics at a glance. Usage Control suite — role-based limits, per-user monthly credits with auto-reset, and a usage-control dashboard to grant and track credits, so members and guests each get a fair share of your API budget. Extra MCP tools — product-search and analytics tools for AI agents, on top of the five in Free. Context & embedding controls — reprocess embeddings and shape the context retrieved for each reply. LINE integration (add-on) — connect the chatbot to LINE messaging, the dominant messenger in Japan. Up and running in about 5 minutes (free, no credit card) You do not need an API key or any AI experience to start. On first setup the plugin shows a “Start for free” panel with two no-credit-card paths: an OpenRouter free key or a Google Gemini free-tier key. Pick OpenRouter or Gemini. Click through to get a free key (about a minute) and paste it in. Press Test Connection — the key is validated and saved, a working free model is auto-selected, and the chatbot is switched on. That’s it. Each option states its data-handling trade-off up front (the Gemini free tier may use submitted content to improve Google’s models), so you choose with eyes open. You can switch to your own OpenAI, Claude, or Gemini key at any time. Learn more: Plugin details | Source code (GitHub) See it in action Watch the full setup — from install to first reply — in about 5 minutes, no credit card required: See it answer from your own content, and how that differs from plain ChatGPT: External Services This plugin connects to the following external third-party services. No data is sent to any service until you configure an API key and enable the feature in the plugin settings. Each service requires the site administrator to create an account and obtain API credentials. By using these services, you agree to their respective terms and privacy policies listed below. 1. OpenAI (GPT models): AI Provider Used when you select OpenAI as your AI provider. User messages and optionally site content are sent to generate AI responses. Service URL: https://api.openai.com/ Terms of Use: https://openai.com/terms/ Privacy Policy: https://openai.com/privacy/ 2. Anthropic (Claude models): AI Provider Used when you select Anthropic Claude as your AI provider. User messages and optionally site content are sent to generate AI responses. Service URL: https://api.anthropic.com/ Terms of Use: https://www.anthropic.com/terms Privacy Policy: https://www.anthropic.com/privacy 3. Google (Gemini models): AI Provider Used when you select Google Gemini as your AI provider. User messages and optionally site content are sent to generate AI responses. Service URL: https://generativelanguage.googleapis.com/ Terms of Use: https://policies.google.com/terms Privacy Policy: https://policies.google.com/privacy 4. OpenRouter: AI Provider Used when you select OpenRouter as your AI provider. OpenRouter is a unified API gateway that routes requests to various AI models. Service URL: https://openrouter.ai/api/ Terms of Use: https://openrouter.ai/terms Privacy Policy: https://openrouter.ai/privacy 5. OpenAI-compatible endpoints (e.g. Alibaba Qwen/DashScope, DeepSeek, Zhipu): AI Provider Used only if you select the “OpenAI-compatible” provider and enter a base URL. User messages, and optionally your site content (including indexed content for RAG embeddings), are sent to the endpoint you configure to generate responses or embeddings. Because the endpoint is chosen by you, please review the terms and privacy policy of the specific provider you connect to. For example, Alibaba Cloud Model Studio (DashScope), which powers Tongyi Qwen: Service URL: https://www.alibabacloud.com/help/en/model-studio/ Terms of Use: https://www.alibabacloud.com/help/en/legal/ Privacy Policy: https://www.alibabacloud.com/help/en/legal/latest/alibaba-cloud-privacy-policy/ 6. Google reCAPTCHA v3 (Optional) Used only if you enable reCAPTCHA in the plugin settings for spam protection. The visitor’s IP address and interaction data are sent to Google for verification. Service URL: https://www.google.com/recaptcha/ Terms of Use: https://policies.google.com/terms Privacy Policy: https://policies.google.com/privacy 7. LINE Messaging API (Pro Add-on, Optional) Used only if you enable the LINE integration via the Pro add-on. Connects to the LINE Messaging API for chatbot-to-LINE messaging. Service URL: https://api.line.me/ Terms of Use: https://terms.line.me/ Privacy Policy: https://line.me/en/terms/policy/ Cross-Site Embed The plugin includes an optional embed loader script (embed-loader.js) for embedding the chatbot on external websites via an iframe. This script does not load any external CDN resources or third-party scripts. It creates an iframe pointing back to your own WordPress site, and all data processing occurs on your server. Data Transmitted to External Services User messages: Chat messages entered by visitors (sent to the configured AI provider only) Site content (if Site Learning is enabled): Excerpts from your published posts/pages (sent to the configured AI provider) Knowledge base (if configured): Custom Q&A entries you create (sent to the configured AI provider) IP address (reCAPTCHA only): Sent to Google for spam verification Data Storage Conversation history: Stored locally in your WordPress database (can be disabled) Visitor IP: Stored as SHA-256 hash (not plain text) for rate limiting Retention: Configurable auto-deletion period (default 90 days) User Controls You can disable these features in the plugin settings: * Conversation history saving * Site content crawling/learning * Google reCAPTCHA verification * Web search

SchemaSense automatically scans your WordPress posts and pages to identify question and answer pairs, then generates proper FAQ schema markup (FAQPage JSON-LD). This structured data helps AI systems and Large Language Models (LLMs) better understand and surface your content in AI-generated responses, while also improving search engine visibility (SEO) with rich snippets in search results. The plugin also optionally formats existing FAQ blocks as minimalistic accordions (collapsible/expandable), providing an improved user experience for visitors browsing your Q&A content. Key Features GEO, AIO & SEO Ready – Structured data optimized for AI systems, LLMs and traditional SEO Automatic Detection – Intelligently identifies Q&A patterns in your content Universal Compatibility – Works with Classic Editor, Gutenberg, and all page builders (Elementor, Beaver Builder, Divi, WPBakery, etc.) Multiple Formats – Supports headings, paragraphs (including bold), HTML5 details/summary accordions, and Q:/A: format Multilingual Support – Works with 15+ languages (Latin-based question marks) Smart Exclusions – Won’t interfere with Yoast or other FAQ plugins that add their own schema Automatic for Posts – Posts auto-process on save; pages require manual scanning Separate Batch Processing – Individual scan buttons for posts and pages Optional Collapsible UI – Enhance Q&A with expand/collapse functionality Performance Optimized – Schema cached in post meta, not regenerated on every load How It Works The plugin uses multiple detection strategies: 1. FAQ Section Detection (standard HTML – works with all editors/builders) * Looks for headings containing FAQ keywords (e.g., “FAQ”, “Frequently Asked Questions”, “Common Questions”) * Scans headings and paragraphs within that section for Q&A pairs * Works with Classic Editor, Gutenberg, and all page builders 2. HTML5 Details/Summary Detection (modern page builders) * Detects accordion widgets using and elements * Commonly used by Elementor, Beaver Builder, and other modern page builders 3. Gutenberg Block Detection * Native support for WordPress blocks * Parses block structure directly for optimal accuracy What schema types does the plugin support? Currently, the plugin supports FAQ (FAQPage) schema only. It generates JSON-LD structured data with the @type: "FAQPage" format, which includes Question and Answer entities. Support for additional schema types (HowTo, Recipe, Product, etc.) may be added in future versions. Does this work with Gutenberg? Yes! The plugin supports both Classic Editor and Gutenberg (Block Editor). It can parse both Gutenberg blocks and HTML content. How does the plugin detect questions and answers? The plugin uses intelligent pattern detection with strict scoping to avoid false positives: FAQ Section Detection: * Looks for headings containing FAQ keywords (e.g., “FAQ”, “FAQs”, “Frequently Asked Questions”, “Common Questions”) * Supports 15+ languages with multilingual FAQ heading recognition * Once an FAQ section is detected, the plugin scans content within that section only Question Detection (within FAQ sections only): * Heading-based questions: Sub-headings at deeper levels than the FAQ heading (e.g., h3/h4 under an h2 FAQ heading) are treated as questions – No punctuation required – Minimum 5 characters * Paragraph-based questions: Paragraphs ending with “?” – Must be between 5-250 characters – Automatically handles bold ( ), italic ( ), or plain text formatting – Example: What is this? Answer Detection: * Any paragraph following a detected question is treated as the answer * Multiple consecutive paragraphs are combined into a single answer Section Boundaries: * FAQ section ends when a heading at the same level or higher than the FAQ heading is encountered * This prevents false detection of questions in subsequent sections * Example: If FAQ section starts with , any other or ends the FAQ section Additional Format: * Q:/A: Format: Explicit “Q:” and “A:” patterns are supported anywhere in content (not limited to FAQ sections) Which languages are supported? The plugin supports 15+ languages including English, Spanish, French, German, Italian, Portuguese, Dutch, Polish, Russian, Swedish, Danish, Norwegian, Finnish, Czech, and Turkish. All supported languages use the standard Latin question mark (?) for question detection. Will it conflict with Yoast SEO or other FAQ plugins? No. The plugin automatically detects and skips content managed by Yoast FAQ blocks, Elementor FAQ widgets, and other popular FAQ plugins to prevent duplicate schema markup. Can I customize the styling? Yes. Override the .ssd-* CSS classes in your theme to customize the collapsible FAQ appearance. Which languages are supported for FAQ detection? The plugin supports 15+ languages (all use standard Latin question mark ? for paragraph-based questions): English Spanish (Español) French (Français) German (Deutsch) Italian (Italiano) Portuguese (Português) Dutch (Nederlands) Polish (Polski) Russian (Русский) Swedish (Svenska) Danish (Dansk) Norwegian (Norsk) Finnish (Suomi) Czech (Čeština) Turkish (Türkçe) Note: Languages using non-Latin question marks (Arabic, Greek, Hebrew, CJK languages) are not currently supported for paragraph-based question detection.