How many records can I enrich at once?

You can enrich up to 100 person or company records in a single request.

What AI clients can I use with this MCP?

You can use this with Claude, Cursor, Windsurf, VS Code, or any other MCP-compatible client.

Do I need my own API key?

Yes, you will need to provide your People Data Labs API key to use the capabilities.

Can I use SQL to search for companies?

Yes, you can provide either an Elasticsearch DSL query or a SQL query to search the company dataset.

How does identity resolution work?

The capability identifies multiple potential profiles associated with a set of attributes and provides a match score to help you find the best fit.

Can I enrich a profile using only a LinkedIn URL?

Yes! Use the pdl_enrich_person capability and provide the LinkedIn URL in the profile parameter. The agent will return the full professional profile associated with that URL.

Is it possible to search for companies by industry and size using SQL?

Absolutely. Use the pdl_search_company capability and provide a SQL query like SELECT * FROM company WHERE industry='software' AND employee_count > 500. This gives you direct access to the full dataset.

How many records can I enrich at once in bulk?

You can enrich up to 100 records per request using the pdl_bulk_enrich_person or pdl_bulk_enrich_company capabilities by passing a JSON array of request objects.

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Connect People Data Labs to ChatGPT, Claude and Gemini

Set it up once and it works in ChatGPT, Claude, Cursor, and any other client you love. It all runs safely in the background, so you can relax and focus on what really matters. Access massive B2B datasets through your AI agent.

Ask AI about this Connector

Developed, maintained, and hosted by Vinkius.

MCP VERIFIED · PRODUCTION READY · VINKIUS GUARANTEED

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Works with modern AI clients that support MCP, including ChatGPT, Claude, Cursor, and more.

Your AI does the work. We keep it safe and sound.

No other AI tool gives you this. Your workflow runs in the client you already love, your account stays protected, and you decide what the agent can and cannot do. It is the whole reason to make the switch.

Each Connector lives inside our infrastructure, the same place where your workflow runs. The three things below are already part of it, working quietly in the background so you never have to think about them. Nothing to add, nothing to set up, nothing to worry about.

V8 Isolate01

Each Connector runs inside its own sealed environment.

Each Connector runs inside its own sealed V8 runtime — no access to your files, your system, or other servers. A Connector never sees past its own request.

Kill Switch02

One switch stops every agent. Instantly.

One action deactivates every Connector, revokes every token, and ends every session at once. AI Governance keeps the record.

FinOps per User03

Spending limits that pause instead of surprise.

Every user keeps their own connections and credentials, isolated from everyone else. Anything that would cross your spending limit is held for your approval, not billed.

Three controls, built into the layer your AI connects through.

Curated set · 14 capabilities

We ship only the actions that matter.

Capability set01 / 04

01-04

4 capabilities in this set.

Part of 14 available through People Data Labs.

01
Pdl clean company
Standardizes raw company data to ensure consistency in your datasets.
02
Pdl clean location
Cleans and formats raw location information for better accuracy.
03
Pdl clean school
Standardizes school names and data within your records.
04
Pdl autocomplete
Provides autocomplete suggestions to help you build accurate Search API queries.

Capability set02 / 04

05-08

4 capabilities in this set.

Part of 14 available through People Data Labs.

05
Pdl bulk enrich company
Enriches up to 100 company profiles in a single request.
06
Pdl bulk enrich person
Processes up to 100 person profiles at once for high-volume tasks.
07
Pdl enrich company
Adds detailed metadata to a specific company profile.
08
Pdl enrich ip
Adds context and data to a specific IP address.

Capability set03 / 04

09-11

3 capabilities in this set.

Part of 14 available through People Data Labs.

09
Pdl enrich job title
Expands a job title to find related roles and relevant skills.
10
Pdl enrich person
Populates a person profile using specific attributes.
11
Pdl identify person
Matches multiple attributes to find the most likely person profiles and returns a match score.

Capability set04 / 04

12-14

3 capabilities in this set.

Part of 14 available through People Data Labs.

12
Pdl search company
Queries the company dataset using either SQL or Elasticsearch DSL.
13
Pdl search job posting
Searches through active and historical job postings.
14
Pdl search person
Queries the person dataset using SQL or Elasticsearch DSL.

Real work

What teams actually run

Lead Generation

Build targeted outbound lists by querying specific industries and company sizes.

CRM Cleaning

Fix incomplete or messy contact information in your database using enrichment capabilities.

Market Intelligence

Analyze industry trends by searching through job postings and company metadata.

Candidate Sourcing

Find detailed professional histories and contact details for specific roles.

Automate a task

Put People Data Labs to work on one thing.

Step-by-step automations your AI runs through this Connector: the workflow, the prompts to start with, and the exact capabilities behind each move.

One connector, every AI

People Data Labs works with the most popular AI clients.

These are the most popular clients, each with a step-by-step guide: one link, set up once, with governance and visibility built in. And because everything runs on the MCP standard, the same connection also works in any other compatible client — nothing to rebuild.

Building your own app? The connector is yours to use.

You don't need a client to put People Data Labs to work: the same hosted connection plugs into your own applications and agent code, with the same governance on every request. Build with it, chat with it — one connection for both.

Observed, not estimated

1129ms average. Fast in production.

People Data Labs is checked daily against the live service.

Daily averagePeak 1417ms

Oct 3Today

Fastest day: 849ms
Slowest day: 1417ms
14-day trend: Slowing+15%

Connect your client

One URL. Every client.

Activate the Connector, copy your link, and paste it into the client you already use. 14 capabilities arrive ready to run.

Preview access · not provider authentication

The vk_preview_* token belongs to Vinkius preview infrastructure. It lets Claude discover and display the capabilities of People Data Labs, so you can see the experience inside your AI.

It does not authenticate your account with People Data Labs. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.

People Data Labs Connector

You're all set. Choose your MCP client and follow the setup instructions.

Connector linkhttps://edge.vinkius.com/vk_preview_wzY1fgS0ka0dhrlZlAoYp1KN6b1WKuoRwE9DUT9I/mcp

Claude Desktop

Follow the steps below to connect in seconds.

1In Claude Desktop, open Settings → Connectors.
2Click “Add custom connector” and paste the connector link above as the remote MCP server URL.
3Click Add and start a new chat — People Data Labs capabilities are ready to use.

Configuration · claude_desktop_config.jsonCopy

{
  "mcpServers": {
    "people-data-labs-mcp": {
      "url": "https://edge.vinkius.com/vk_preview_wzY1fgS0ka0dhrlZlAoYp1KN6b1WKuoRwE9DUT9I/mcp"
    }
  }
}

Claude
ChatGPT
Cursor
VS Code
Windsurf
Claude Code
JetBrains
Cline

Step-by-step instructions for each client are in the guide. How to connect

Guided setup for Claude? Set up People Data Labs in Claude and other AIs

See all the AI clients this connector works with ↑

Who it's for

Built for the work People Data Labs owners hand off.

This MCP is built for professionals who need to move fast with B2B data without manual research.

01
Sales & Marketing Teams
They use the agent to build outbound lists and enrich inbound leads instantly.
02
Recruiters
They hand off the task of finding candidate histories and contact info to the agent.
03
Data Engineers
They use the agent to run complex queries and clean datasets via a chat interface.

FAQ

Questions People Data Labs owners ask.

01
How many records can I enrich at once?
You can enrich up to 100 person or company records in a single request.
02
What AI clients can I use with this MCP?
You can use this with Claude, Cursor, Windsurf, VS Code, or any other MCP-compatible client.
03
Do I need my own API key?
Yes, you will need to provide your People Data Labs API key to use the capabilities.
04
Can I use SQL to search for companies?
Yes, you can provide either an Elasticsearch DSL query or a SQL query to search the company dataset.
05
How does identity resolution work?
The capability identifies multiple potential profiles associated with a set of attributes and provides a match score to help you find the best fit.
06
Can I enrich a profile using only a LinkedIn URL?
Yes! Use the pdl_enrich_person capability and provide the LinkedIn URL in the profile parameter. The agent will return the full professional profile associated with that URL.
07
Is it possible to search for companies by industry and size using SQL?
Absolutely. Use the pdl_search_company capability and provide a SQL query like SELECT * FROM company WHERE industry='software' AND employee_count > 500. This gives you direct access to the full dataset.
08
How many records can I enrich at once in bulk?
You can enrich up to 100 records per request using the pdl_bulk_enrich_person or pdl_bulk_enrich_company capabilities by passing a JSON array of request objects.

Explore

More in Data Analytics

Connect People Data Labs to Claude, Cursor, ChatGPT & more

Your AI does the work. We keep it safe and sound.

Each Connector runs inside its own sealed environment.

One switch stops every agent. Instantly.

Spending limits that pause instead of surprise.

We ship only the actions that matter.

01-04

Pdl clean company

Pdl clean location

Pdl clean school

Pdl autocomplete

05-08

Pdl bulk enrich company

Pdl bulk enrich person

Pdl enrich company

Pdl enrich ip

09-11

Pdl enrich job title

Pdl enrich person

Pdl identify person

12-14

Pdl search company

Pdl search job posting

Pdl search person

What teams actually run

Lead Generation

CRM Cleaning

Market Intelligence

Candidate Sourcing

Building your own app? The connector is yours to use.

People Data Labs Connector

Claude Desktop

Sales & Marketing Teams

Recruiters

Data Engineers

How many records can I enrich at once?

What AI clients can I use with this MCP?

Do I need my own API key?

Can I use SQL to search for companies?

How does identity resolution work?

Can I enrich a profile using only a LinkedIn URL?

Is it possible to search for companies by industry and size using SQL?

How many records can I enrich at once in bulk?

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