MonkeyLearn MCP Server for WindsurfGive Windsurf instant access to 12 tools to Classify Text, Extract Text Entities, Get Api Status, and more
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.
Vinkius delivers Streamable HTTP and SSE to any MCP client
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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 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 text on MonkeyLearn
Classify text data
Extract text entities on MonkeyLearn
Extract entities
Get api status on MonkeyLearn
Get account status
Get classifier details on MonkeyLearn
Get classifier info
Get extractor details on MonkeyLearn
Get extractor info
List classifier tags on MonkeyLearn
List model tags
List classifiers on MonkeyLearn
List text classifiers
List extractor tags on MonkeyLearn
List extractor tags
List extractors on MonkeyLearn
List text extractors
List model versions on MonkeyLearn
List model versions
List nlp workflows on MonkeyLearn
List account workflows
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.
Open MCP Settings
Cmd+Shift+P and search "MCP"Add the server
mcp_config.jsonSave and reload
Start using MonkeyLearn
Why Use Windsurf with the MonkeyLearn MCP Server
Windsurf provides unique advantages when paired with MonkeyLearn 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 12 tools are immediately available
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.
Automated code generation: ask Cascade to fetch data from MonkeyLearn and generate models, types, or handlers based on real API responses
Live debugging: query MonkeyLearn tools mid-session to inspect production data while debugging without leaving the editor
Documentation generation: pull schema information from MonkeyLearn and have Cascade generate comprehensive API docs automatically
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.
"Classify this customer review: 'The product is amazing but delivery was slow.'"
"Extract entities from: 'John Smith from Apple Inc. visited our NYC office on March 15.'"
"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.
Server not connecting
MonkeyLearn + Windsurf FAQ
Common questions about integrating MonkeyLearn 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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