LocalAI MCP Server for WindsurfGive Windsurf instant access to 19 tools to Anthropic Messages, Apply Model, Chat Completions, and more
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.
Vinkius delivers Streamable HTTP and SSE to any MCP client
{
"mcpServers": {
"localai": {
"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 LocalAI 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 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_completionsoranthropic_messagesto generate text using local models with full OpenAI or Anthropic compatibility. - Image Synthesis — Create visual content from text prompts using the
generate_imagetool, supporting custom sizes and negative prompts. - Audio Processing — Convert speech to text with
transcribe_audioor generate natural-sounding speech from text usingtext_to_speech. - Advanced Search & RAG — Generate vector embeddings with
create_embeddingsand improve search relevance using thererank_documentstool. - Computer Vision — Analyze images and identify elements using the
detect_objectstool. - System Management — Monitor your instance with
list_models,get_system, andgetVersionto 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 messages on LocalAI
Generate messages (Anthropic compatible)
Apply model on LocalAI
Install a model from the gallery
Chat completions on LocalAI
Generate chat completions (OpenAI compatible)
Create embeddings on LocalAI
Create text embeddings
Detect objects on LocalAI
Detect objects in an image
Face analyze on LocalAI
Analyze face demographics
Face identify on LocalAI
Identify faces (1:N)
Face register on LocalAI
Enroll a face into the store
Face verify on LocalAI
Verify faces (1:1)
Generate image on LocalAI
Supports negative prompts using | separator. Generate images from text prompts
Get auth status on LocalAI
Check authentication state and providers
Get auth usage on LocalAI
View personal token usage
Get system info on LocalAI
View system and backend info
Get version on LocalAI
Get LocalAI version
List models on LocalAI
List available models
Open responses on LocalAI
Generate open responses
Rerank documents on LocalAI
Rerank documents based on a query
Text to speech on LocalAI
Convert text to audio (TTS)
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.
Open MCP Settings
Cmd+Shift+P and search "MCP"Add the server
mcp_config.jsonSave and reload
Start using LocalAI
Why Use Windsurf with the LocalAI MCP Server
Windsurf provides unique advantages when paired with LocalAI 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 19 tools are immediately available
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.
Automated code generation: ask Cascade to fetch data from LocalAI and generate models, types, or handlers based on real API responses
Live debugging: query LocalAI tools mid-session to inspect production data while debugging without leaving the editor
Documentation generation: pull schema information from LocalAI and have Cascade generate comprehensive API docs automatically
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.
"List all models available on my LocalAI instance."
"Generate a chat response using the 'llama-3' model about the benefits of local AI."
"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.
Server not connecting
LocalAI + Windsurf FAQ
Common questions about integrating LocalAI 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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