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Vinkius
VS Code CopilotIDE
MonkeyLearn MCP Server

Bring Text Classification
to VS Code Copilot

Learn how to connect MonkeyLearn to VS Code Copilot and start using 12 AI agent tools in minutes. Fully managed, enterprise secure, and ready to use without writing a single line of code.

MCP Inspector GDPR Free for Subscribers
Classify TextExtract Text EntitiesGet Api StatusGet Classifier DetailsGet Extractor DetailsList Classifier TagsList ClassifiersList Extractor TagsList ExtractorsList Model VersionsList Nlp WorkflowsRun Workflow

Compatible with every major AI agent and IDE

ClaudeClaude
ChatGPTChatGPT
CursorCursor
GeminiGemini
WindsurfWindsurf
VS CodeVS Code
JetBrainsJetBrains
VercelVercel
+ other MCP clients
MonkeyLearn

What is the MonkeyLearn MCP Server?

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

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

How it works

  1. Subscribe to this server
  2. Enter your MonkeyLearn API Key
  3. Start analyzing text from Claude, Cursor, or any MCP-compatible client

Who is this for?

  • Data Scientists — run NLP models without writing code
  • Product Teams — classify user feedback and support tickets
  • Marketers — extract insights from survey responses and reviews

Built-in capabilities (12)

classify_text

Classify text data

extract_text_entities

Extract entities

get_api_status

Get account status

get_classifier_details

Get classifier info

get_extractor_details

Get extractor info

list_classifier_tags

List model tags

list_classifiers

List text classifiers

list_extractor_tags

List extractor tags

list_extractors

List text extractors

list_model_versions

List model versions

list_nlp_workflows

List account workflows

run_workflow

Run NLP workflow

Why VS Code Copilot?

GitHub Copilot Agent mode brings MonkeyLearn data directly into your VS Code workflow. With a project-scoped config, the entire team shares access to 12 tools. Copilot queries live data, generates typed code, and writes tests from actual API responses, all without leaving the editor.

  • VS Code is used by over 70% of developers. adding MCP tools to Copilot means your team can leverage external data without leaving their primary editor

  • Project-scoped MCP configs (.vscode/mcp.json) let you commit server configurations to your repository, ensuring the entire team shares the same tool access

  • Copilot's Agent mode integrates MCP tools seamlessly with file editing, terminal commands, and workspace search in a single agentic loop

  • GitHub's enterprise compliance and audit features extend to MCP tool usage, providing visibility into how AI interacts with external services

See it in action

MonkeyLearn in VS Code Copilot

AI AgentVinkius
High Security·Kill Switch·Plug and Play
Why Vinkius

MonkeyLearn and 4,000+ other MCP servers. One platform. One governance layer.

Teams that connect MonkeyLearn to VS Code Copilot through Vinkius don't need to source, host, or maintain individual MCP servers. Every tool call runs inside a hardened runtime with credential isolation, DLP, and a signed audit chain.

4,000+MCP Servers ready
<40msCold start
60%Token savings
Raw MCP
Vinkius
Server catalogFind and host yourself4,000+ managed
InfrastructureSelf-hostedSandboxed V8 isolates
Credential handlingPlaintext in configVault + runtime injection
Data loss preventionNoneConfigurable DLP policies
Kill switchNoneGlobal instant shutdown
Financial circuit breakersNonePer-server limits + alerts
Audit trailNoneEd25519 signed logs
SIEM log streamingNoneSplunk, Datadog, Webhook
HoneytokensNoneCanary alerts on leak
Custom domainsNot applicableDNS challenge verified
GDPR complianceManual effortAutomated purge + export
Enterprise Security

Why teams choose Vinkius for MonkeyLearn in VS Code Copilot

The MonkeyLearn 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. All 12 tools execute in hardened sandboxes optimized for native MCP execution.

Your AI agents in VS Code Copilot only access the data you authorize, with DLP that blocks sensitive information from ever reaching the model, kill switch for instant shutdown, and up to 60% token savings. Enterprise-grade infrastructure, zero maintenance.

MonkeyLearn
Fully ManagedVinkius Servers
60%Token savings
High SecurityEnterprise-grade
IAMAccess control
EU AI ActCompliant
DLPData protection
V8 IsolateSandboxed
Ed25519Audit chain
<40msKill switch
Stream every event to Splunk, Datadog, or your own webhook in real-time

* 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

The Vinkius Advantage

How Vinkius secures MonkeyLearn for VS Code Copilot

Every tool call from VS Code Copilot to the MonkeyLearn MCP Server is protected by DLP redaction, cryptographic audit chains, V8 sandbox isolation, kill switch, and financial circuit breakers.

< 40msCold start
Ed25519Signed audit chain
60%Token savings
FAQ

Frequently asked questions

01

Can I classify text by sentiment or topic?

Yes. Point to any classifier model ID and pass text to get classification results with confidence scores.

02

How does MonkeyLearn authentication work?

MonkeyLearn uses Authorization: Token {API_KEY} header against api.monkeylearn.com/v3.

03

Can I extract named entities from text?

Yes. Use an extractor model to pull keywords, people names, organizations, locations, and more from raw text.

04

Which VS Code version supports MCP?

MCP support requires VS Code 1.99 or later with the GitHub Copilot extension. Ensure both are updated to the latest version. Older versions of Copilot may not expose the Agent mode toggle.

05

How do I switch to Agent mode?

Open the Copilot Chat panel and look for two mode options: "Ask" and "Agent". Click "Agent" to enable autonomous tool calling. In Ask mode, Copilot provides conversational answers but cannot invoke MCP tools.

06

Can I restrict which MCP tools Copilot can access?

Yes. VS Code shows a tool consent dialog before any MCP tool is invoked for the first time. You can also configure tool access policies at the organization level through GitHub Copilot settings.

07

Does MCP work in VS Code Remote or Codespaces?

Yes. MCP servers configured via .vscode/mcp.json work in Remote SSH, WSL, and GitHub Codespaces environments. The MCP connection is established from the remote host, so ensure the server URL is accessible from that environment.

08

MCP tools not available

Ensure you are in Agent mode in Copilot Chat. MCP tools only appear in Agent mode.

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