Bring Llm Guardrails
to Windsurf
Create your Vinkius account to connect Aporia to Windsurf and start using all 7 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 Aporia MCP Server?
Connect your Aporia workspace to any AI agent to enforce strict guardrails, monitor ML model performance in real time, and audit custom dashboards directly through natural conversation.
What you can do
- Guardrail Validation — Instantly validate LLM messages against your configured Aporia guardrails to detect toxicity, PII, and off-topic responses
- Model Observability — List instrumented machine learning and LLM models, and fetch their architectural details
- Performance Metrics — Retrieve real-time metrics highlighting operational performance and potential data drift
- Active Monitors — View and trigger active monitors to immediately check for data integrity issues or performance degradation
- Dashboards — Access custom dashboards that aggregate your critical observability metrics
How it works
- Subscribe to this server
- Enter your Aporia API Key
- Protect your prompt chains and manage your AI infrastructure directly from Claude, Cursor, or any MCP-compatible client
Who is this for?
- AI engineers — enforce guardrails over inputs and outputs during development without swapping contexts
- Data scientists — track model drift and analyze production metrics instantly
- MLOps teams — trigger monitors on demand and visualize custom observability dashboards from a single chat pane
- Risk officers — guarantee compliance checking against PII and hateful content dynamically
Built-in capabilities (7)
Get performance and drift metrics for an Aporia monitored model
Get specific details for a monitored Aporia model
List custom dashboards configured in the Aporia workspace
List Aporia monitored machine learning and LLM models
List configured Aporia monitors for a specific model
Trigger an immediate run of a specific Aporia monitor
g. toxicity, PII, off-topic). Pass an array of messages. Validate LLM interactions against Aporia guardrails
Why Windsurf?
Windsurf's Cascade agent chains multiple Aporia tool calls autonomously. query data, analyze results, and generate code in a single agentic session. Paste Vinkius Edge URL, reload, and all 7 tools are immediately available. Real-time tool feedback appears inline, so you see API responses directly in your editor.
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Windsurf's Cascade agent autonomously chains multiple tool calls in sequence, solving complex multi-step tasks without manual intervention
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Purpose-built for agentic workflows. Cascade understands context across your entire codebase and integrates MCP tools natively
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JSON-based configuration means zero code changes: paste a URL, reload, and all 7 tools are immediately available
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Real-time tool feedback is displayed inline, so you see API responses directly in your editor without switching contexts
Aporia in Windsurf
Why run Aporia with Vinkius?
The Aporia 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 7 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 Aporia using Vinkius. You will never be left in the dark about what your AI agents are doing with your tools.
Aporia and 4,000+ other AI tools. No hosting, no code, ready to use.
Professionals who connect Aporia to Windsurf 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
Aporia for Windsurf
Every request between Windsurf and Aporia 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 check for PII vulnerabilities in my conversation logs?
Yes. Provide a message context and prompt the agent to validate guardrails for a specific Aporia project. It will query the Aporia rules engine and return actionable insights immediately — ensuring that your outputs remain safe and compliant before deployment.
How quickly can I review data drift alerts triggered over the weekend?
In seconds. During your Monday stand-up, ask your AI agent to fetch metrics for your primary model and list its monitors. The agent will pull up statistical variations and active alerts directly into your chat, saving you from navigating complex visual dashboards when you need a quick situational report.
If a monitor seems stuck, can the agent force its execution?
Absolutely. If you suspect an anomaly, ask the agent to manually trigger the specific monitor ID. Instead of scheduling a redundant pipeline, the agent hits the Aporia backend to force a run, ensuring your MLOps workflow isn't blocked by cadence limitations.
How does Windsurf discover MCP tools?
Windsurf reads the mcp_config.json file on startup and connects to each configured server via Streamable HTTP. Tools are listed in the MCP panel and available to Cascade automatically.
Can Cascade chain multiple MCP tool calls?
Yes. Cascade is an agentic system. it can plan and execute multi-step workflows, calling several tools in sequence to accomplish complex tasks without manual prompting between steps.
Does Windsurf support multiple MCP servers?
Yes. Add as many servers as needed in mcp_config.json. Each server's tools appear in the MCP panel and Cascade can use tools from different servers in a single flow.
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