Cerebras Inference MCP Server for WindsurfGive Windsurf instant access to 15 tools to Cancel Batch, Create Batch, Create Chat Completion, and more
GDPR Free for SubscribersWindsurf brings agentic AI coding to a purpose-built IDE. Connect Cerebras Inference through Vinkius and Cascade will auto-discover every tool. ask questions, generate code, and act on live data without leaving your editor.
Ask AI about this MCP Server for Windsurf
The Cerebras Inference MCP Server for Windsurf is a standout in the Ai Frontier category — giving your AI agent 15 tools to work with, ready to go from day one.
Vinkius delivers Streamable HTTP and SSE to any MCP client
Gemini{
"mcpServers": {
"cerebras-inference": {
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
}
}
}Vinkius Desktop App
The modern way to manage MCP Servers — no config files, no terminal commands. Install Cerebras Inference and 4,000+ MCP Servers from a single visual interface.
* 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
About Cerebras Inference MCP Server
Connect to the Cerebras Inference platform to leverage the world's fastest AI inference. This MCP server allows your AI agent to interact with state-of-the-art models like Llama 3.1 and others using the Cerebras Wafer-Scale Engine (WSE) for unprecedented performance.
Windsurf's Cascade agent chains multiple Cerebras Inference tool calls autonomously. query data, analyze results, and generate code in a single agentic session. Paste Vinkius Edge URL, reload, and all 15 tools are immediately available. Real-time tool feedback appears inline, so you see API responses directly in your editor.
What you can do
- Chat & Text Completions — Generate high-speed responses using
create_chat_completionandcreate_completionwith support for streaming and tool calling. - Model Discovery — Explore available models and their specific details using
list_modelsandget_modelto choose the best fit for your task. - Batch Processing — Handle large-scale workloads asynchronously with
create_batch,list_batches, andcancel_batchfor efficient data processing. - File Management — Upload and manage JSONL files for batch jobs using
upload_fileandlist_filesdirectly from your agent. - Performance Metrics — Monitor your usage and performance metrics to optimize your inference workflows.
The Cerebras Inference MCP Server exposes 15 tools through the Vinkius. Connect it to Windsurf in under two minutes — credentials fully managed, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.
All 15 Cerebras Inference tools available for Windsurf
When Windsurf connects to Cerebras Inference through Vinkius, your AI agent gets direct access to every tool listed below — spanning llm-inference, wafer-scale, high-speed-ai, and more. Every call runs in a secure, isolated environment with full audit visibility. Beyond a simple connection, you get real-time monitoring of agent activity, enterprise governance, and optimized token usage.
Cancel batch on Cerebras Inference
Cancel a batch job
Create batch on Cerebras Inference
Create a batch job for asynchronous processing
Create chat completion on Cerebras Inference
Generate conversational responses using a structured message format
Create completion on Cerebras Inference
Generate text continuations from a single prompt string
Delete file on Cerebras Inference
Delete a file
Get batch on Cerebras Inference
Retrieve status of a batch job
Get file on Cerebras Inference
Retrieve metadata for a specific file
Get file content on Cerebras Inference
Download raw content of a file
Get metrics on Cerebras Inference
Retrieve Prometheus-formatted operational metrics
Get model on Cerebras Inference
Fetches details for a specific model
List batches on Cerebras Inference
List all batch jobs
List files on Cerebras Inference
List uploaded files
List models on Cerebras Inference
Lists all currently available models
List public models on Cerebras Inference
Retrieve model details without an API key
Upload file on Cerebras Inference
Upload a JSONL file for Batch processing
Connect Cerebras Inference to Windsurf via MCP
Follow these steps to wire Cerebras Inference into Windsurf. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.
Open MCP Settings
Cmd+Shift+P and search "MCP"Add the server
mcp_config.jsonSave and reload
Start using Cerebras Inference
Why Use Windsurf with the Cerebras Inference MCP Server
Windsurf provides unique advantages when paired with Cerebras Inference through the Model Context Protocol.
Windsurf's Cascade agent autonomously chains multiple tool calls in sequence, solving complex multi-step tasks without manual intervention
Purpose-built for agentic workflows. Cascade understands context across your entire codebase and integrates MCP tools natively
JSON-based configuration means zero code changes: paste a URL, reload, and all 15 tools are immediately available
Real-time tool feedback is displayed inline, so you see API responses directly in your editor without switching contexts
Cerebras Inference + Windsurf Use Cases
Practical scenarios where Windsurf combined with the Cerebras Inference MCP Server delivers measurable value.
Automated code generation: ask Cascade to fetch data from Cerebras Inference and generate models, types, or handlers based on real API responses
Live debugging: query Cerebras Inference tools mid-session to inspect production data while debugging without leaving the editor
Documentation generation: pull schema information from Cerebras Inference and have Cascade generate comprehensive API docs automatically
Rapid prototyping: combine Cerebras Inference data with Cascade's code generation to scaffold entire features in minutes
Example Prompts for Cerebras Inference in Windsurf
Ready-to-use prompts you can give your Windsurf agent to start working with Cerebras Inference immediately.
"List all available models on Cerebras."
"Generate a chat response using llama3.1-8b explaining quantum entanglement."
"Check the status of my batch job with ID 'batch_abc123'."
Troubleshooting Cerebras Inference MCP Server with Windsurf
Common issues when connecting Cerebras Inference to Windsurf through Vinkius, and how to resolve them.
Server not connecting
Cerebras Inference + Windsurf FAQ
Common questions about integrating Cerebras Inference MCP Server with Windsurf.
How does Windsurf discover MCP tools?
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?
Does Windsurf support multiple MCP servers?
mcp_config.json. Each server's tools appear in the MCP panel and Cascade can use tools from different servers in a single flow.Explore More MCP Servers
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