Bring Web Scraping
to OpenAI Agents SDK
Learn how to connect JigsawStack to OpenAI Agents SDK and start using 7 AI agent tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code.
What is the JigsawStack MCP Server?
Connect your JigsawStack account to any AI agent and access AI-powered utilities through natural conversation.
What you can do
- Web Scraping — Extract structured data from any web page using AI
- Text-to-SQL — Generate SQL queries from natural language descriptions
- Translation — Translate text between multiple languages
- Data Validation — Validate emails, phone numbers, and other data formats
- Geocoding — Convert addresses to coordinates and reverse geocode
- Image Processing — Analyze and process images with AI
How it works
1. Subscribe to this server
2. Enter your JigsawStack API Key
3. Start using AI utilities from Claude, Cursor, or any MCP-compatible client
Who is this for?
- Developers — integrate AI scraping, translation, and data validation
- Data Teams — generate SQL from natural language and geocode addresses
- Automation Engineers — build AI-powered data pipelines
Built-in capabilities (7)
Scrape a website using natural language
Perform an AI-powered web search
Check if an image is NSFW
Check text for profanity
Perform vOCR on an image URL
Summarize long text content
Translate text between languages
Why OpenAI Agents SDK?
The OpenAI Agents SDK auto-discovers all 7 tools from JigsawStack through native MCP integration. Build agents with built-in guardrails, tracing, and handoff patterns. chain multiple agents where one queries JigsawStack, 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
JigsawStack in OpenAI Agents SDK
JigsawStack and 3,400+ other MCP servers. One platform. One governance layer.
Teams that connect JigsawStack to OpenAI Agents SDK through Vinkius don't need to source, host, or maintain individual MCP servers. Every tool call runs inside a hardened runtime with credential isolation, DLP, and a signed audit chain.
Raw MCP | Vinkius | |
|---|---|---|
| Server catalog | Find and host yourself | 3,400+ managed |
| Infrastructure | Self-hosted | Sandboxed V8 isolates |
| Credential handling | Plaintext in config | Vault + runtime injection |
| Data loss prevention | None | Configurable DLP policies |
| Kill switch | None | Global instant shutdown |
| Financial circuit breakers | None | Per-server limits + alerts |
| Audit trail | None | Ed25519 signed logs |
| SIEM log streaming | None | Splunk, Datadog, Webhook |
| Honeytokens | None | Canary alerts on leak |
| Custom domains | Not applicable | DNS challenge verified |
| GDPR compliance | Manual effort | Automated purge + export |
Why teams choose Vinkius for JigsawStack in OpenAI Agents SDK
The JigsawStack MCP Server runs on Vinkius-managed infrastructure inside AWS — a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts. All 7 tools execute in hardened sandboxes optimized for native MCP execution.
Your AI agents in OpenAI Agents SDK only access the data you authorize, with DLP that blocks sensitive information from ever reaching the model, kill switch for instant shutdown, and up to 60% token savings. Enterprise-grade infrastructure, zero maintenance.

* Every MCP server runs on Vinkius-managed infrastructure inside AWS - a purpose-built runtime with per-request V8 isolates, Ed25519 signed audit chains, and sub-40ms cold starts optimized for native MCP execution. See our infrastructure
How Vinkius secures
JigsawStack for OpenAI Agents SDK
Every tool call from OpenAI Agents SDK to the JigsawStack MCP Server is protected by DLP redaction, cryptographic audit chains, V8 sandbox isolation, kill switch, and financial circuit breakers.
Frequently asked questions
Can I scrape any web page and extract structured data?
Yes. The web scraping tool uses AI to extract structured data from any URL. Specify what data you want to extract and the tool returns it in a structured format.
Can I generate SQL queries from natural language?
Yes. The text-to-SQL tool converts natural language descriptions into SQL queries. Provide your schema and a plain English question to get the corresponding SQL.
How does JigsawStack authentication work?
JigsawStack uses a custom x-api-key header (not Bearer) for all requests to api.jigsawstack.com/v1.
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.
