Bring Site Search
to Pydantic AI
Create your Vinkius account to connect AddSearch to Pydantic AI and start using all 10 AI tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code. No hosting, no server setup — just connect and start using.
GDPR Free for SubscribersCompatible with every major AI agent and IDE
Gemini
What is the AddSearch MCP Server?
Connect your AddSearch account to your AI agent and turn your site's search index into an interactive, manageable database. Perfect for content teams and developers who need to audit site search performance without opening dashboards.
What you can do
- Deep Search — Query your indexed content using natural language, apply custom field filters (e.g. "category=shoes"), or sort by custom variables
- Document Management — List all indexed pages, import new content directly via JSON, or permanently delete outdated documents from the index
- Search Analytics — Retrieve live statistics on user queries, identifying top searches, zero-result queries, and click-through rates
- Frontend Emulation — Test your auto-suggestions and pagination just like a real user interacting with your search bar
How it works
- Subscribe to this server
- Enter your AddSearch Site Key and optional Secret Key
- Start managing your search index from Claude, Cursor, or any MCP-compatible environment
Who is this for?
- Content Managers — ask your agent what the most popular zero-result queries were this week to identify content gaps
- Developers — debug the search index by looking up a specific URL's metadata or manually pushing a JSON document fix in seconds
- E-Commerce Teams — query specific product categories and verify if the relevance ranking is displaying the right inventory
Built-in capabilities (10)
Get autocomplete suggestions
Requires Secret Key. Permanently delete a document
Requires Secret Key. Add or update an indexed document
Requires Secret Key. List all indexed documents
g., "category=shoes", "brand=nike"). Search indexed content by custom field
Search indexed content by keyword
Retrieve a specific page of search results
Search indexed content with custom sort
Requires Secret Key. Retrieve click-through analytics
Requires Secret Key. Retrieve search query analytics
Why Pydantic AI?
Pydantic AI validates every AddSearch tool response against typed schemas, catching data inconsistencies at build time. Connect 10 tools through Vinkius and switch between OpenAI, Anthropic, or Gemini without changing your integration code. full type safety, structured output guarantees, and dependency injection for testable agents.
- —
Full type safety: every MCP tool response is validated against Pydantic models, catching data inconsistencies before they reach your application
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Model-agnostic architecture. switch between OpenAI, Anthropic, or Gemini without changing your AddSearch integration code
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Structured output guarantee: Pydantic AI ensures tool results conform to defined schemas, eliminating runtime type errors
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Dependency injection system cleanly separates your AddSearch connection logic from agent behavior for testable, maintainable code
AddSearch in Pydantic AI
Why run AddSearch with Vinkius?
The AddSearch connection runs on our fully managed, secure cloud infrastructure. We handle the hosting, maintenance, and security so you don't have to deal with servers or code. All 10 tools are ready to work instantly without any complex setup.
You stay in complete control of your data. Your AI only accesses the information you approve, keeping your sensitive passwords and private details completely safe. Plus, with automatic optimizations, your AI works faster and more efficiently.
* Every connection is hosted and maintained by Vinkius. We handle the security, updates, and infrastructure so you don't have to write code or manage servers. See our infrastructure
Over 4,000 integrations ready for AI agents
Explore a vast library of pre-built integrations, optimized and ready to deploy.
Connect securely in under 30 seconds
Generate tokens to authenticate and link external services in a single step.
Complete visibility into every agent action
Audit live requests, latency, success rates, and active security compliance policies.
Optimize spending and track token ROI
Analyze real-time token consumption and cost metrics detailed by connection.
Explore our live AI Agents Analytics dashboard to see it all working
This dashboard is included when you connect AddSearch using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
AddSearch and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect AddSearch to Pydantic AI through Vinkius don't need to write code, manage servers, or worry about security. Everything is pre-configured, secure, and runs automatically in the background.
Raw MCP | Vinkius | |
|---|---|---|
| Ready-to-use MCPs | Find and configure each manually | 4,000+ MCPs ready to use |
| Connection Setup | Manual coding & server setup | 1-click instant connection |
| Server Hosting | You host it yourself (needs 24/7 uptime) | 100% hosted & managed by Vinkius |
| Security & Privacy | Stored in plaintext config files | Bank-grade encrypted vault |
| Activity Visibility | Blind execution (no logs or tracking) | Live dashboard with real-time logs |
| Cost Control | Runaway AI token spend risk | Automatic budget limits |
| Revoking Access | Must delete files or code to stop | 1-click disconnect button |
How Vinkius secures
AddSearch for Pydantic AI
Every request between Pydantic AI and AddSearch is protected by our secure gateway. We automatically keep your sensitive data private, prevent unauthorized access, and let you disconnect instantly at any time.
Frequently asked questions
Can my AI agent manually index new pages?
Yes. If you provide the AddSearch Secret Key, your agent can use the index_document tool. You can supply a URL and a JSON payload containing the title and body, and the agent will push it directly into your live search index without waiting for the web scraper.
What kind of search analytics can I retrieve?
Using the Secret Key, your agent can call two analytics endpoints: stats_queries (to see what users searched for, including top searches and zero-result queries) and stats_clicks (to see the click-through rates and popular URLs users navigated to from the search bar).
Do I need the Secret Key if I just want to test search queries?
No, if your goal is solely to run searches, paginate results, or check auto-suggestions, the public 'Site Key' is completely sufficient. The Secret Key is only required to list all documents, modify the index, and fetch analytics.
How does Pydantic AI discover MCP tools?
Create an MCPServerHTTP instance with the server URL. Pydantic AI connects, discovers all tools, and generates typed Python interfaces automatically.
Does Pydantic AI validate MCP tool responses?
Yes. When you define result types as Pydantic models, every tool response is validated against the schema. Invalid data raises a clear error instead of silently corrupting your pipeline.
Can I switch LLM providers without changing MCP code?
Absolutely. Pydantic AI abstracts the model layer. your AddSearch MCP integration works identically with OpenAI, Anthropic, Google, or any supported provider.
MCPServerHTTP not found
Update: pip install --upgrade pydantic-ai
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