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LocalAI MCP Server for WindsurfGive Windsurf instant access to 19 tools to Anthropic Messages, Apply Model, Chat Completions, and more

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Windsurf brings agentic AI coding to a purpose-built IDE. Connect LocalAI 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 LocalAI MCP Server for Windsurf is a standout in the Ai Frontier category — giving your AI agent 19 tools to work with, ready to go from day one.

Built for AI Agents by Vinkius

Vinkius delivers Streamable HTTP and SSE to any MCP client

ClaudeClaude
ChatGPTChatGPT
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GeminiGemini
WindsurfWindsurf
VS CodeVS Code
JetBrainsJetBrains
VercelVercel
+ other MCP clients
Classic Setup·json
{
  "mcpServers": {
    "localai": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}
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The modern way to manage MCP Servers — no config files, no terminal commands. Install LocalAI and 4,000+ MCP Servers from a single visual interface.

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* 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 LocalAI MCP Server

Connect your LocalAI instance to any AI agent and leverage powerful multimodal capabilities directly from your own infrastructure.

Windsurf's Cascade agent chains multiple LocalAI tool calls autonomously. query data, analyze results, and generate code in a single agentic session. Paste Vinkius Edge URL, reload, and all 19 tools are immediately available. Real-time tool feedback appears inline, so you see API responses directly in your editor.

What you can do

  • Text Generation — Use chat_completions or anthropic_messages to generate text using local models with full OpenAI or Anthropic compatibility.
  • Image Synthesis — Create visual content from text prompts using the generate_image tool, supporting custom sizes and negative prompts.
  • Audio Processing — Convert speech to text with transcribe_audio or generate natural-sounding speech from text using text_to_speech.
  • Advanced Search & RAG — Generate vector embeddings with create_embeddings and improve search relevance using the rerank_documents tool.
  • Computer Vision — Analyze images and identify elements using the detect_objects tool.
  • System Management — Monitor your instance with list_models, get_system, and getVersion to ensure optimal performance.

The LocalAI MCP Server exposes 19 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 19 LocalAI tools available for Windsurf

When Windsurf connects to LocalAI through Vinkius, your AI agent gets direct access to every tool listed below — spanning self-hosted, llm-inference, image-generation, 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.

anthropic

Anthropic messages on LocalAI

Generate messages (Anthropic compatible)

apply

Apply model on LocalAI

Install a model from the gallery

chat

Chat completions on LocalAI

Generate chat completions (OpenAI compatible)

create

Create embeddings on LocalAI

Create text embeddings

detect

Detect objects on LocalAI

Detect objects in an image

face

Face analyze on LocalAI

Analyze face demographics

face

Face identify on LocalAI

Identify faces (1:N)

face

Face register on LocalAI

Enroll a face into the store

face

Face verify on LocalAI

Verify faces (1:1)

generate

Generate image on LocalAI

Supports negative prompts using | separator. Generate images from text prompts

get

Get auth status on LocalAI

Check authentication state and providers

get

Get auth usage on LocalAI

View personal token usage

get

Get system info on LocalAI

View system and backend info

get

Get version on LocalAI

Get LocalAI version

list

List models on LocalAI

List available models

open

Open responses on LocalAI

Generate open responses

rerank

Rerank documents on LocalAI

Rerank documents based on a query

text

Text to speech on LocalAI

Convert text to audio (TTS)

transcribe

Transcribe audio on LocalAI

Pass the file data or path as required by your LocalAI setup. Transcribe audio to text

Connect LocalAI to Windsurf via MCP

Follow these steps to wire LocalAI into Windsurf. The entire setup takes under two minutes — your credentials stay safe behind Vinkius.

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 LocalAI

Open Cascade and ask: "Using LocalAI, help me...". 19 tools available

Why Use Windsurf with the LocalAI MCP Server

Windsurf provides unique advantages when paired with LocalAI 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 19 tools are immediately available

04

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

LocalAI + Windsurf Use Cases

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

01

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

02

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

03

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

04

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

Example Prompts for LocalAI in Windsurf

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

01

"List all models available on my LocalAI instance."

02

"Generate a chat response using the 'llama-3' model about the benefits of local AI."

03

"Create an image of a futuristic library using the 'stablediffusion' model."

Troubleshooting LocalAI MCP Server with Windsurf

Common issues when connecting LocalAI to Windsurf through Vinkius, and how to resolve them.

01

Server not connecting

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

LocalAI + Windsurf FAQ

Common questions about integrating LocalAI 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.

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