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Fireworks AI MCP Server for Windsurf 6 tools — connect in under 2 minutes

Built by Vinkius GDPR 6 Tools IDE

Windsurf brings agentic AI coding to a purpose-built IDE. Connect Fireworks AI through the Vinkius and Cascade will auto-discover every tool — ask questions, generate code, and act on live data without leaving your editor.

Vinkius supports streamable HTTP and SSE.

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Classic Setup·json
{
  "mcpServers": {
    "fireworks-ai": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}
Fireworks AI
Fully ManagedVinkius Servers
60%Token savings
High SecurityEnterprise-grade
IAMAccess control
EU AI ActCompliant
DLPData protection
V8 IsolateSandboxed
Ed25519Audit chain
<40msKill switch
Stream every event to Splunk, Datadog, or your own webhook in real-time

* 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 Fireworks AI MCP Server

Connect your Fireworks AI account to any AI agent and take full control of your generative AI inference and high-speed LLM workflows through natural conversation.

Windsurf's Cascade agent chains multiple Fireworks AI tool calls autonomously — query data, analyze results, and generate code in a single agentic session. Paste the Vinkius Edge URL, reload, and all 6 tools are immediately available. Real-time tool feedback appears inline, so you see API responses directly in your editor.

What you can do

  • Agentic Chat Orchestration — Commands the backend orchestrating absolute explicit strings sending chat messages seamlessly against ultra-fast LLMs hosted on Fireworks AI
  • Semantic Embedding Synthesis — Acquire multi-dimensional vector representations for absolute arrays of input strings to perform semantic search and RAG limitlessly
  • High-Speed Text Completion — Generate basic textual completions for instructions or prompt continuations utilizing state-of-the-art open-source and proprietary models
  • Visual Content Generation — Create high-fidelity images efficiently from text prompts by commanding synchronous inference against Fireworks-hosted image models
  • Speech-to-Text Transcription — Transcribe audio files by passing public URLs to be processed by elite speech models, extracting structural textual strings flawlessly
  • Model Discovery — Enumerate the list of high-speed models available to retrieve specific model IDs and versions for precise active inference boundaries natively
  • Inference Auditing — Monitor model names and capabilities to ensure your AI agents are utilizing the most efficient architectural instances securely

The Fireworks AI MCP Server exposes 6 tools through the Vinkius. Connect it to Windsurf in under two minutes — no API keys to rotate, no infrastructure to provision, no vendor lock-in. Your configuration, your data, your control.

How to Connect Fireworks AI to Windsurf via MCP

Follow these steps to integrate the Fireworks AI MCP Server with Windsurf.

01

Open MCP Settings

Go to Settings → MCP Configuration or press Cmd+Shift+P and search "MCP"

02

Add the server

Paste the JSON configuration above into mcp_config.json

03

Save and reload

Windsurf will detect the new server automatically

04

Start using Fireworks AI

Open Cascade and ask: "Using Fireworks AI, help me..."6 tools available

Why Use Windsurf with the Fireworks AI MCP Server

Windsurf provides unique advantages when paired with Fireworks AI through the Model Context Protocol.

01

Windsurf's Cascade agent autonomously chains multiple tool calls in sequence, solving complex multi-step tasks without manual intervention

02

Purpose-built for agentic workflows — Cascade understands context across your entire codebase and integrates MCP tools natively

03

JSON-based configuration means zero code changes: paste a URL, reload, and all 6 tools are immediately available

04

Real-time tool feedback is displayed inline, so you see API responses directly in your editor without switching contexts

Fireworks AI + Windsurf Use Cases

Practical scenarios where Windsurf combined with the Fireworks AI MCP Server delivers measurable value.

01

Automated code generation: ask Cascade to fetch data from Fireworks AI and generate models, types, or handlers based on real API responses

02

Live debugging: query Fireworks AI tools mid-session to inspect production data while debugging without leaving the editor

03

Documentation generation: pull schema information from Fireworks AI and have Cascade generate comprehensive API docs automatically

04

Rapid prototyping: combine Fireworks AI data with Cascade's code generation to scaffold entire features in minutes

Fireworks AI MCP Tools for Windsurf (6)

These 6 tools become available when you connect Fireworks AI to Windsurf via MCP:

01

chat

Chat completion using Fireworks AI

02

completion

Text completion using Fireworks AI

03

embed

Generate embeddings using Fireworks AI

04

image

Generate an image using Fireworks AI

05

list_models

List Fireworks AI models

06

transcribe

Transcribe audio via Fireworks AI

Example Prompts for Fireworks AI in Windsurf

Ready-to-use prompts you can give your Windsurf agent to start working with Fireworks AI immediately.

01

"Chat with 'llama-v3-70b': 'Explain quantum entanglement simply.'"

02

"Generate embeddings for these sentences: ['AI is great', 'MCP is powerful']"

03

"Generate an image of a cybernetic forest at night"

Troubleshooting Fireworks AI MCP Server with Windsurf

Common issues when connecting Fireworks AI to Windsurf through the Vinkius, and how to resolve them.

01

Server not connecting

Check Settings → MCP for the server status. Try toggling it off and on.

Fireworks AI + Windsurf FAQ

Common questions about integrating Fireworks AI MCP Server with Windsurf.

01

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.
02

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.
03

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.

Connect Fireworks AI to Windsurf

Get your token, paste the configuration, and start using 6 tools in under 2 minutes. No API key management needed.