Giuseppe Socci

KaliCart Bridge makes your WooCommerce product catalog computable: it exposes a structured, normalized REST API and an MCP server that AI shopping agents and assistants — such as ChatGPT, Claude, Gemini, Perplexity and any MCP-capable client — can read and act on directly. No LLM runs on your server; the plugin only turns your existing catalog into clean, computable data.
Documentation: https://bridge.kalicart.com/docs/
What it does:
<ul>
<li>Exposes a <code>/discovery</code> endpoint — the single entry point any agent needs to understand your catalog</li>
<li>Provides <code>/catalog/search</code>, <code>/catalog/products</code>, <code>/catalog/product/{id}</code>, <code>/catalog/categories</code> endpoints</li>
<li>Exposes a Model Context Protocol (MCP) server at <code>/wp-json/kalicart/v1/mcp</code> (JSON-RPC 2.0) so MCP-capable agents can call the catalog as tools — same data as the REST endpoints, no API key</li>
<li>Computationally normalizes product data: prices (min/max for variables, sale %, discount), stock, gender inference, color family mapping, size type detection</li>
<li>Exposes WooCommerce shipping-zone policy for agent reasoning; checkout remains the final authority for exact destination/cart shipping cost</li>
<li>Exposes active product/category-compatible coupons as conditional checkout savings; coupons never replace the catalog price</li>
<li>Category tree nodes include direct <code>products_url</code> and <code>search_url_template</code> fields so agents can navigate without constructing URLs manually</li>
<li>Dashboard issue cards and suggestions link to filtered product lists for direct remediation</li>
<li>Uses your merchant taxonomy — no global remapping, products stay in your WooCommerce categories</li>
<li>Injects a <code><link rel="kalicart-agent"></code> in your site <code><head></code> for agent auto-discovery</li>
<li>Adds an “agent ready” badge in the footer</li>
<li>Injects <code>Allow: /wp-json/kalicart/</code> in <code>robots.txt</code></li>
<li>Generates <code>/kalicart-sitemap.xml</code> linked from the WP sitemap index</li>
<li>Shows a catalog health dashboard in wp-admin with quarantine tracking and improvement suggestions</li>
</ul>
What it does NOT do:
<ul>
<li>No LLM calls</li>
<li>No cloud dependency for core functionality</li>
<li>No data sent anywhere outside your server by default — the only optional exception is the Federated Catalog feature (see “External services” below), which you turn on explicitly</li>
<li>No API key required for public endpoints</li>
</ul>
Normalization engine:
<ul>
<li>Price: regular, sale, current, discount %, currency — variable products get min/max ranges</li>
<li>Stock: status, in_stock bool, quantity if managed, backorder policy</li>
<li>Gender: inferred from <code>pa_gender</code> attribute, category paths, tags, product name (multilingual keywords: IT/EN/FR/DE/ES)</li>
<li>Color: mapped to 13 color families via keyword matching on <code>pa_color</code>/<code>pa_colore</code> and product metadata</li>
<li>Size: detected from <code>pa_size</code>/<code>pa_taglia</code>, type auto-detected (clothing S/M/L, numeric EU, shoes EU half-sizes)</li>
</ul>
Catalog health / quarantine:
Products are scored 0–100 based on: title quality, description length, category assignment, price validity, image presence and SKU presence. Quarantine is reserved for blocking computability issues: ambiguous/too-short titles, missing or very short descriptions, missing real categories, and missing or zero prices. Missing images and SKUs remain clickable improvement suggestions but do not quarantine products.
Checkout sessions (optional):
When enabled in WP Admin → KaliCart → Settings, agents can create checkout sessions containing one or more products. Each session returns cart_url (lands on WooCommerce cart for review) and checkout_url (goes directly to checkout). Sessions expire after 30 minutes. No OAuth, no PII, no payment on the agent side.
Model Context Protocol (MCP) endpoint:
The same read-only catalog is also exposed as an MCP server at <code>/wp-json/kalicart/v1/mcp</code> (JSON-RPC 2.0 over HTTP POST). MCP-capable agents and assistants connect to it and call the catalog as tools: <code>search_products</code>, <code>list_products</code>, <code>get_product</code>, <code>list_categories</code>, <code>get_meta</code>. It is read-only and needs no authentication, exactly like the public REST endpoints — it adds a second transport, not new data. No LLM, no external calls. Checkout and payment are never exposed over MCP.
<h3>External services</h3>
This plugin works fully standalone. It connects to one external service only if you explicitly opt in by activating the optional Federated Catalog feature in WP Admin → KaliCart Bridge.
Service: KaliCart Global (https://dashboard.kalicart.com)
When data is sent: Only when an administrator clicks “Activate Federated Catalog” (and, symmetrically, “Revoke consent”). Nothing is sent automatically, on activation, or in the background. With the feature off, the plugin makes no external requests.
What is sent: A single value — your site’s public URL (e.g. https://yourstore.com). On revoke, the same URL is sent to withdraw. No customer data, orders, personal data, credentials, or API keys are ever transmitted.
What the service does: The URL tells KaliCart Global your store wishes to be discovered. KaliCart Global then periodically reads your already-public catalog (the same data exposed by the Bridge’s public REST endpoints) and includes it in federated agent search. It only reads; it never writes to your store. Revoking stops this and parks your catalog.
Privacy notice: https://bridge.kalicart.com/privacy/ 
Terms / documentation: https://bridge.kalicart.com/docs/

KaliCart Bridge – AI Agent Catalog for WooCommerce

Makes your WooCommerce catalog computable and readable by AI agents and MCP clients like ChatGPT, Claude and Gemini. No API key.

Sergey

AIWU turns WordPress into an AI automation hub: connect ChatGPT, Gemini, Claude and other models, build workflows like in n8n, run chatbots, generate content, control your site via MCP — all from one place.
So, here are 7 reasons people actually use AIWU:
<ol>
<li>Your AI hub inside WordPress. Connect OpenAI, Claude, Gemini, Perplexity, DeepSeek, OpenRouter. Use your own datasets with fine-tuning and embeddings (RAG) to train and customize AI models.</li>
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<li>MCP for ChatGPT, Claude, and more. Control your site by talking to AI. Create pages, edit posts, manage products, users and settings through MCP-enabled assistants.</li>
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</ol>
<h3>One Powerful Plugin That Replaces Dozens:</h3>
<h3>AI Workflow Automation Builder – Build AI Agents with Drag & Drop</h3>
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Automate content, marketing, support, WooCommerce and any custom process.
<ul>
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<ul>
<li>Setup in 2 minutes. Install, add API key, launch. Works out of the box.</li>
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<li>
Advanced AI training. Use Fine-Tuning and Embeddings (RAG) for higher accuracy.
</li>
<li>
Built-in analytics. Track AI ChatBot conversations, engagement and performance.
</li>
</ul>
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<h3>Content & SEO Automation Tools – Create and Optimize at Scale</h3>
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Generate, optimize and manage content at scale without losing quality, control or your brand voice.
<ul>
<li><a href="https://aiwuplugin.com/bulk-ai-article-generation/" rel="nofollow ugc">Bulk Content Generation.</a> Create hundreds of SEO-optimized posts in one go, with full control over every field — titles, content, categories, tags, images, meta and custom fields.</li>
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</ul>
<h3>AI Forms – Build Smart Forms That Think and Decide</h3>
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Turn static forms into intelligent experiences that understand user input, make decisions with AI and drive conversions. Use AI forms for lead qualification, surveys, ROI calculators, onboarding and support scenarios.
<ul>
<li>Multiple field types. Text, number, email, select, checkbox, radio, file upload, textarea and hidden fields — everything you need to build AI forms, quizzes and calculators.</li>
<li>AI-powered logic. Analyze answers, generate personalized results, recommendations and next steps.</li>
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</ul>
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<h3>MCP (Model Context Protocol) Integration</h3>
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Connect Claude, ChatGPT or any MCP-compatible AI to manage your WordPress site through natural language.
<ul>
<li>Works with any MCP-compatible AI provider. Claude AI, ChatGPT, and other assistants that support MCP.</li>
<li>35+ WordPress tools: Create Posts, Manage Pages, Edit Products, Upload Media, Control Users, Update Taxonomy, Configure Settings and more.</li>
<li>2 min setup. Enable MCP in AIWU Settings → Create connector in your AI → Start chatting.</li>
</ul>
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<h3>AI Providers & API Settings – Full Control, No Extra Fees</h3>
AIWU works with your own API keys, so you choose the models, control costs, and avoid usage limits or markups.
<ul>
<li>OpenAI (ChatGPT)</li>
<li>Google Gemini</li>
<li>Claude AI</li>
<li>Perplexity AI</li>
<li>DeepSeek</li>
<li>OpenRouter</li>
</ul>
Build it your way, connect the AI you trust, and let your WordPress site run smarter every day 🧡

AI Chatbot & Workflow Automation by AIWU

AI automations you’ll actually use: Workflow Builder, AI Chatbot, AI Forms, Content Generation, Autoblogging, WooCommerce AI and MCP.

KaliCart Bridge – AI Agent Catalog for WooCommerce vs AI Chatbot & Workflow Automation by AIWU