Lucidworks Fusion (AI Search & Discovery) MCP Server for Windsurf 10 tools — connect in under 2 minutes
Windsurf brings agentic AI coding to a purpose-built IDE. Connect Lucidworks Fusion (AI Search & Discovery) through Vinkius and Cascade will auto-discover every tool. ask questions, generate code, and act on live data without leaving your editor.
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Vinkius Desktop App
The modern way to manage MCP Servers — no config files, no terminal commands. Install Lucidworks Fusion (AI Search & Discovery) and 2,500+ MCP Servers from a single visual interface.
{
"mcpServers": {
"lucidworks-fusion-ai-search-discovery": {
"url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
}
}
}
* 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 Lucidworks Fusion (AI Search & Discovery) MCP Server
Connect your Lucidworks Fusion instance to any AI agent and take full control of your enterprise search architecture, ML-powered ranking, and data ingestion through natural conversation.
Windsurf's Cascade agent chains multiple Lucidworks Fusion (AI Search & Discovery) tool calls autonomously. query data, analyze results, and generate code in a single agentic session. Paste Vinkius Edge URL, reload, and all 10 tools are immediately available. Real-time tool feedback appears inline, so you see API responses directly in your editor.
What you can do
- Search Orchestration — Execute complex keyword and vector-based queries against specific apps and profiles to retrieve highly relevant documents directly from your agent
- ML Signal Injection — Post user behavior signals (clicks, conversions) to feed Fusion's machine learning models and improve search relevance automatically
- Document Indexing — Sync brand new textual mappings or update existing records in your physical search collections to maintain a fresh data index
- Pipeline Audit — List and inspect query and index profiles to understand exactly how AI models and transformation rules are configured in your routing layers
- Job Monitoring — Track the status of active ML training and data ingestion batch jobs to ensure your search platform is processing data correctly
- Collection Management — Enumerate underlying search indices and physical shards to audit data distribution and system health across your Fusion tenant
The Lucidworks Fusion (AI Search & Discovery) MCP Server exposes 10 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 Lucidworks Fusion (AI Search & Discovery) to Windsurf via MCP
Follow these steps to integrate the Lucidworks Fusion (AI Search & Discovery) MCP Server with Windsurf.
Open MCP Settings
Go to Settings → MCP Configuration or press Cmd+Shift+P and search "MCP"
Add the server
Paste the JSON configuration above into mcp_config.json
Save and reload
Windsurf will detect the new server automatically
Start using Lucidworks Fusion (AI Search & Discovery)
Open Cascade and ask: "Using Lucidworks Fusion (AI Search & Discovery), help me...". 10 tools available
Why Use Windsurf with the Lucidworks Fusion (AI Search & Discovery) MCP Server
Windsurf provides unique advantages when paired with Lucidworks Fusion (AI Search & Discovery) 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 10 tools are immediately available
Real-time tool feedback is displayed inline, so you see API responses directly in your editor without switching contexts
Lucidworks Fusion (AI Search & Discovery) + Windsurf Use Cases
Practical scenarios where Windsurf combined with the Lucidworks Fusion (AI Search & Discovery) MCP Server delivers measurable value.
Automated code generation: ask Cascade to fetch data from Lucidworks Fusion (AI Search & Discovery) and generate models, types, or handlers based on real API responses
Live debugging: query Lucidworks Fusion (AI Search & Discovery) tools mid-session to inspect production data while debugging without leaving the editor
Documentation generation: pull schema information from Lucidworks Fusion (AI Search & Discovery) and have Cascade generate comprehensive API docs automatically
Rapid prototyping: combine Lucidworks Fusion (AI Search & Discovery) data with Cascade's code generation to scaffold entire features in minutes
Lucidworks Fusion (AI Search & Discovery) MCP Tools for Windsurf (10)
These 10 tools become available when you connect Lucidworks Fusion (AI Search & Discovery) to Windsurf via MCP:
lw.index_documents
Irreversibly vaporize explicit validations extracting rich Churn flags
lw.list_collections
Enumerate explicitly attached structured rules exporting active Billing
lw.list_index_profiles
Identify precise active arrays spanning native Hold parsing
lw.list_jobs
Identify precise active arrays spanning native Gateway auth
lw.list_query_profiles
Dispatch an automated validation check routing explicit Gateway history
lw.post_custom_query
` parsing deeply custom JSON logic mapping overriding Solr vectors natively. Inspect deep internal arrays mitigating specific Plan Math
lw.post_signal
Retrieve explicit Cloud logging tracing explicit Vault limits
lw.query_filtered
Perform structural extraction of properties driving active Account logic
lw.query_search
/query` resolving precise AI vector rules matching strict profile logics. Identify bounded CRM records inside the Headless Lucidworks Platform
lw.query_sorted
g "date desc"). Provision a highly-available JSON Payload generating hard Customer bindings
Example Prompts for Lucidworks Fusion (AI Search & Discovery) in Windsurf
Ready-to-use prompts you can give your Windsurf agent to start working with Lucidworks Fusion (AI Search & Discovery) immediately.
"Search the 'Support' app for 'password reset' using the 'default' profile"
"List all active ML training jobs for the 'Commerce' application"
"Post a signal: user clicked on doc ID 'doc-987' in the 'Support' app"
Troubleshooting Lucidworks Fusion (AI Search & Discovery) MCP Server with Windsurf
Common issues when connecting Lucidworks Fusion (AI Search & Discovery) to Windsurf through the Vinkius, and how to resolve them.
Server not connecting
Lucidworks Fusion (AI Search & Discovery) + Windsurf FAQ
Common questions about integrating Lucidworks Fusion (AI Search & Discovery) 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.Connect Lucidworks Fusion (AI Search & Discovery) with your favorite client
Step-by-step setup guides for every MCP-compatible client and framework:
Anthropic's native desktop app for Claude with built-in MCP support.
AI-first code editor with integrated LLM-powered coding assistance.
GitHub Copilot in VS Code with Agent mode and MCP support.
Purpose-built IDE for agentic AI coding workflows.
Autonomous AI coding agent that runs inside VS Code.
Anthropic's agentic CLI for terminal-first development.
Python SDK for building production-grade OpenAI agent workflows.
Google's framework for building production AI agents.
Type-safe agent development for Python with first-class MCP support.
TypeScript toolkit for building AI-powered web applications.
TypeScript-native agent framework for modern web stacks.
Python framework for orchestrating collaborative AI agent crews.
Leading Python framework for composable LLM applications.
Data-aware AI agent framework for structured and unstructured sources.
Microsoft's framework for multi-agent collaborative conversations.
Connect Lucidworks Fusion (AI Search & Discovery) to Windsurf
Get your token, paste the configuration, and start using 10 tools in under 2 minutes. No API key management needed.