Bring Enterprise Search
to OpenAI Agents SDK
Create your Vinkius account to connect Swiftype to OpenAI Agents SDK 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 Swiftype MCP Server?
Empower your conversational AI with robust enterprise search capabilities by securely integrating the Swiftype (Elastic) MCP connector. Stop navigating web dashbaords to manage indexing logic; allow your LLM to act as a direct data architect interacting with your core Swiftype endpoints natively. With full support for reading, creating, and deleting JSON documents on the fly, inspecting live search engine queries, and querying direct analytical metrics like top clicks—this connector brings headless search administration straight to your preferred prompt environment.
What you can do
- Headless Search & Suggestions — Execute strict queries interrogating custom content engines running
st.post_searchand provide predictive autocompletes processingst.post_suggest. - CRUD Document Indexing — Pull exact active records from isolated data maps using
st.list_documents, inject new payload structures in bulk operatingst.create_documents, or vaporize explicit keys commandingst.delete_documents. - Architectural Discovery — Browse registered core scopes applying
st.list_enginesand parse schema blueprints identifying object hierarchies withst.list_doc_types. - Search Analytics & CTR — Uncover real-world operational user conversion intent evaluating actual volume via
st.analytics_top_searchesand calculating active hit paths invokingst.analytics_top_clicks.
How it works
- Append the Swiftype MCP agent structurally within your Vinkius integration configuration variables.
- Configure explicit authorization binding your
SWIFTYPE_API_KEY(available via the Elastic Swiftype Administrative Profile) to enable encrypted access restrictions. - Request immediate execution: "List my active semantic engines, search the 'help-center' engine for 'billing support', and let me know the top clicked documents for this month."
Who is this for?
- Search Architecture Engineers — Investigate live JSON REST indices flawlessly executing bulk CRUD tasks resolving map limits seamlessly within the terminal.
- Content Marketing Managers — Parse real-world analytics, quickly discovering top searched queries and high-conversion clicks avoiding tedious web portal logins.
- Data Reliability Analysts — Audit structured mapping constraints discovering isolated index bugs securely testing search queries programmatically via AI-assisted CLI.
Built-in capabilities (10)
Identify precise active arrays spanning native Hold parsing
Inspect deep internal arrays mitigating specific Plan Math
Enumerate explicitly attached structured rules exporting active Billing
json` eliminating cached pages permanently erasing bounds metrics from search. Dispatch an automated validation check routing explicit Gateway history
json` extracting schema blueprints enforcing exact map types correctly. Retrieve explicit Cloud logging tracing explicit Vault limits
json` dumping all stored metadata physically tracking IDs per document type. Irreversibly vaporize explicit validations extracting rich Churn flags
json` verifying automated crawler limits mapped inside explicit index scopes. Identify precise active arrays spanning native Gateway auth
json` extracting all active isolated Elastic indices bound per tenant. Identify bounded CRM records inside the Headless Swiftype Platform
json` firing raw queries into the specific Engine returning faceted JSON hierarchies. Perform structural extraction of properties driving active Account logic
json` bounding predictive keys and spelling tolerant matches decoupled from main indexing. Provision a highly-available JSON Payload generating hard Customer bindings
Why OpenAI Agents SDK?
The OpenAI Agents SDK auto-discovers all 10 tools from Swiftype through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries Swiftype, another analyzes results, and a third generates reports, all orchestrated through Vinkius.
- —
Native MCP integration via
MCPServerSse, pass the URL and the SDK auto-discovers all tools with full type safety - —
Built-in guardrails, tracing, and handoff patterns let you build production-grade agents without reinventing safety infrastructure
- —
Lightweight and composable: chain multiple agents and MCP servers in a single pipeline with minimal boilerplate
- —
First-party OpenAI support ensures optimal compatibility with GPT models for tool calling and structured output
Swiftype in OpenAI Agents SDK
Why run Swiftype with Vinkius?
The Swiftype 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 Swiftype using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Swiftype and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Swiftype to OpenAI Agents SDK 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
Swiftype for OpenAI Agents SDK
Every request between OpenAI Agents SDK and Swiftype 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 it delete documents from my search engines?
Yes. The st.delete_documents tool removes specific documents by ID from an engine. Each deletion requires explicit document IDs, so nothing is removed accidentally.
Does it support search analytics like CTR?
Yes. Use st.analytics_top_searches and st.analytics_top_clicks to retrieve real usage data — top queries, click-through rates, and conversion metrics.
What Swiftype plan is required?
Any plan that includes Site Search API access. You need a valid API key from your Swiftype dashboard — the integration uses standard REST endpoints available to all API-enabled accounts.
How does the OpenAI Agents SDK connect to MCP?
Use MCPServerSse(url=...) to create a server connection. The SDK auto-discovers all tools and makes them available to your agent with full type information.
Can I use multiple MCP servers in one agent?
Yes. Pass a list of MCPServerSse instances to the agent constructor. The agent can use tools from all connected servers within a single run.
Does the SDK support streaming responses?
Yes. The SDK supports SSE and Streamable HTTP transports, both of which work natively with Vinkius.
MCPServerStreamableHttp not found
Ensure you have the latest version: pip install --upgrade openai-agents
Agent not calling tools
Make sure your prompt explicitly references the task the tools can help with.
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