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MonkeyLearn MCP Server for WindsurfGive Windsurf instant access to 12 tools to Classify Text, Extract Text Entities, Get Api Status, and more

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Windsurf brings agentic AI coding to a purpose-built IDE. Connect MonkeyLearn 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 MonkeyLearn MCP Server for Windsurf is a standout in the Customer Support category — giving your AI agent 12 tools to work with, ready to go from day one.

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Classic Setup·json
{
  "mcpServers": {
    "monkeylearn-alternative": {
      "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
    }
  }
}
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About MonkeyLearn MCP Server

Connect your MonkeyLearn account to any AI agent and run NLP text analysis through natural conversation.

Windsurf's Cascade agent chains multiple MonkeyLearn tool calls autonomously. query data, analyze results, and generate code in a single agentic session. Paste Vinkius Edge URL, reload, and all 12 tools are immediately available. Real-time tool feedback appears inline, so you see API responses directly in your editor.

What you can do

  • Text Classification — Classify text by sentiment, topic, intent, or custom labels
  • Entity Extraction — Pull structured data like names, keywords, and addresses from text
  • NLP Workflows — Run multi-step Studio workflows for complex pipelines
  • Model Management — List classifiers, extractors, model versions, and tags
  • Account Status — Verify API connectivity

The MonkeyLearn MCP Server exposes 12 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 12 MonkeyLearn tools available for Windsurf

When Windsurf connects to MonkeyLearn through Vinkius, your AI agent gets direct access to every tool listed below — spanning text-classification, entity-extraction, sentiment-analysis, 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.

classify

Classify text on MonkeyLearn

Classify text data

extract

Extract text entities on MonkeyLearn

Extract entities

get

Get api status on MonkeyLearn

Get account status

get

Get classifier details on MonkeyLearn

Get classifier info

get

Get extractor details on MonkeyLearn

Get extractor info

list

List classifier tags on MonkeyLearn

List model tags

list

List classifiers on MonkeyLearn

List text classifiers

list

List extractor tags on MonkeyLearn

List extractor tags

list

List extractors on MonkeyLearn

List text extractors

list

List model versions on MonkeyLearn

List model versions

list

List nlp workflows on MonkeyLearn

List account workflows

run

Run workflow on MonkeyLearn

Run NLP workflow

Connect MonkeyLearn to Windsurf via MCP

Follow these steps to wire MonkeyLearn 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 MonkeyLearn

Open Cascade and ask: "Using MonkeyLearn, help me...". 12 tools available

Why Use Windsurf with the MonkeyLearn MCP Server

Windsurf provides unique advantages when paired with MonkeyLearn 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 12 tools are immediately available

04

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

MonkeyLearn + Windsurf Use Cases

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

01

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

02

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

03

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

04

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

Example Prompts for MonkeyLearn in Windsurf

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

01

"Classify this customer review: 'The product is amazing but delivery was slow.'"

02

"Extract entities from: 'John Smith from Apple Inc. visited our NYC office on March 15.'"

03

"List all my classifiers and extractors."

Troubleshooting MonkeyLearn MCP Server with Windsurf

Common issues when connecting MonkeyLearn 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.

MonkeyLearn + Windsurf FAQ

Common questions about integrating MonkeyLearn 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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