Bring Web Scraping
to CrewAI
Learn how to connect JigsawStack to CrewAI 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 CrewAI?
When paired with CrewAI, JigsawStack becomes a first-class tool in your multi-agent workflows. Each agent in the crew can call JigsawStack tools autonomously, one agent queries data, another analyzes results, a third compiles reports, all orchestrated through Vinkius with zero configuration overhead.
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Multi-agent collaboration lets you decompose complex workflows into specialized roles, one agent researches, another analyzes, a third generates reports, each with access to MCP tools
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CrewAI's native MCP integration requires zero adapter code: pass Vinkius Edge URL directly in the
mcpsparameter and agents auto-discover every available tool at runtime - —
Built-in task delegation and shared memory mean agents can pass context between steps without manual state management, enabling multi-hop reasoning across tool calls
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Sequential and hierarchical crew patterns map naturally to real-world workflows: enumerate subdomains → analyze DNS history → check WHOIS records → compile findings into actionable reports
JigsawStack in CrewAI
JigsawStack and 3,400+ other MCP servers. One platform. One governance layer.
Teams that connect JigsawStack to CrewAI 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 CrewAI
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 CrewAI 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 CrewAI
Every tool call from CrewAI 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 CrewAI discover and connect to MCP tools?
CrewAI connects to MCP servers lazily. when the crew starts, each agent resolves its MCP URLs and fetches the tool catalog via the standard tools/list method. This means tools are always fresh and reflect the server's current capabilities. No tool schemas need to be hardcoded.
Can different agents in the same crew use different MCP servers?
Yes. Each agent has its own mcps list, so you can assign specific servers to specific roles. For example, a reconnaissance agent might use a domain intelligence server while an analysis agent uses a vulnerability database server.
What happens when an MCP tool call fails during a crew run?
CrewAI wraps tool failures as context for the agent. The LLM receives the error message and can decide to retry with different parameters, fall back to a different tool, or mark the task as partially complete. This resilience is critical for production workflows.
Can CrewAI agents call multiple MCP tools in parallel?
CrewAI agents execute tool calls sequentially within a single reasoning step. However, you can run multiple agents in parallel using process=Process.parallel, each calling different MCP tools concurrently. This is ideal for workflows where separate data sources need to be queried simultaneously.
Can I run CrewAI crews on a schedule (cron)?
Yes. CrewAI crews are standard Python scripts, so you can invoke them via cron, Airflow, Celery, or any task scheduler. The crew.kickoff() method runs synchronously by default, making it straightforward to integrate into existing pipelines.
MCP tools not discovered
Ensure the Edge URL is correct. CrewAI connects lazily when the crew starts. check console output.
Agent not using tools
Make the task description specific. Instead of "do something", say "Use the available tools to list contacts".
Timeout errors
CrewAI has a 10s connection timeout by default. Ensure your network can reach the Edge URL.
Rate limiting or 429 errors
Vinkius enforces per-token rate limits. Check your subscription tier and request quota in the dashboard. Upgrade if you need higher throughput.