PharmWare MCP for AI. Get instant compliance data on samples and batches.

Q: How do I check if a specific batch was correctly tested using listbatches?

You run listbatches and find the Batch ID. The result shows the 'linked samples submitted for testing' status, confirming its compliance journey.

Q: Can I see who accessed my data in the past using listauditlogs?

Yes, listauditlogs tracks every action taken—who performed it, what record was affected, and even the IP address. This is critical for internal investigations.

Q: Does PharmWare MCP Server track client details? Use listclients.

Yes, listclients gives you a roster of all registered cultivators, processors, or retailers, along with their license and account status.

Claude

ChatGPT

Cursor

Gemini

Windsurf

VS Code

JetBrains

Vercel

See Vinkius in Action

Works with every AI agent you already use

…and any MCP-compatible client

Connect to your AI in seconds.

PharmWare MCP Server automates cannabis lab operations. Your AI client manages samples, tracks results (potency, pesticides), issues Certificates of Analysis (CoAs), and monitors compliance workflows—all from natural conversation.

What your AI can do

List audit logs

Lists every logged action in the lab—who did it, what changed, and when—for compliance investigations.

List batches

Retrieves all cannabis production batches, showing their status (quarantined, released) and associated samples for tracking.

List certificates

Lists all issued Certificates of Analysis (CoAs), providing details like potency profiles and the consumer-facing QR code.

+ 9 more capabilities included

Track Sample Status

The agent monitors all submitted cannabis samples, showing their current location in the workflow and when they are expected to finish testing.

Generate Regulatory Reports

It pulls data from various sources (samples, results, clients) to generate compliance reports needed for state submissions or internal audits.

Verify Product Compliance

You confirm if specific product batches meet all regulatory requirements by checking analytical test results against defined limits.

Audit System Actions

The agent retrieves detailed logs of every action taken in the lab, which is crucial for FDA 21 CFR Part 11 compliance and inspections.

Ask an AI about this

Included with Plan

Waiting for input…

AI Agent

PharmWare MCP Server: 12 Tools for Lab Operations

Use these tools via your AI client to list all data points in the PharmWare system—from samples to reports, ensuring full compliance coverage.

Make your AI actually useful.

Add this MCP to Claude, Cursor, or Windsurf and your AI stops guessing. It gets real tools to look things up, take action, and handle the stuff you keep doing by hand.

Start using PharmWare on Vinkius

List Audit Logs

Lists every logged action in the lab—who did it, what changed, and when—for compliance investigations.

List Batches

Retrieves all cannabis production batches, showing their status (quarantined...

List Certificates

Lists all issued Certificates of Analysis (CoAs), providing details like potency...

List Clients

Gets a list of all registered clients—cultivators, processors, or retailers—and...

List Instruments

Checks the name, model, and calibration status for every lab instrument (HPLC...

List Integrations

Verifies if external systems like Metrc or state APIs are connected and syncing data correctly.

List Reports

Generates summaries, trend analyses, or regulatory submission documents for a specified time period.

List Results

Retrieves detailed analytical findings for samples, including THC/CBD percentages...

List Samples

Lists all incoming cannabis samples, showing the submitting client, sample type, and...

List Tests

Provides a list of available test methods (e.g., potency, pesticides) and their...

List Users

Lists all lab staff accounts, including their assigned role and current permission...

List Workflows

Outlines the standard operating procedures (SOPs) for the lab, showing active processes from intake through CoA issuance.

Security and governance baked right in.

Pick your AI client below to get set up. Just create a Vinkius account, subscribe, and you're instantly up and running. We handle the entire backend infrastructure, delivering out-of-the-box support for HTTPS Streamable, SSE, and OAuth2—zero messy routing required.

Claude AI

Open Claude Settings

Go to claude.ai, click your profile icon, then navigate to Customize → Connectors.

Add Custom Connector

Click the "+" button and select Add custom connector. Paste your Vinkius endpoint URL:

https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp

Replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com. For OAuth-protected servers, expand Advanced settings to add credentials.

Start a conversation

Open a new chat. The PharmWare integration is available immediately — no restart needed.

Antigravity

Configure Agent Environment

Open your Antigravity agent's workspace configuration or mcp-servers.json file.

Bind the Endpoint

Add the Vinkius endpoint URL to your agent's MCP connections list:

"mcp_servers": {
  "pharmware": {
    "serverUrl": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
  }
}

Provide your secure token in place of [YOUR_TOKEN_HERE] to ensure your agent requests are authenticated.

Execute

Start your Antigravity session. The agent will autonomously discover and utilize the PharmWare tools with full Vinkius guardrails applied.

VS Code Copilot

⚡

One-Click Install (Recommended)

In your Vinkius Dashboard, simply click the Add to VS Code button for this server. We'll automatically configure your local workspace.

Or configure manually

Open MCP Settings

Open VS Code, press Ctrl/Cmd + Shift + P, and search for GitHub Copilot: MCP Servers.

Add Server Config

Add the Vinkius endpoint configuration to your mcp-servers.json file:

"pharmware": {
  "url": "https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp"
}

Ensure you replace [YOUR_TOKEN_HERE] with your token from cloud.vinkius.com.

LangChain

Install Dependencies

Install the LangChain MCP adapters for your environment:

pip install langchain-mcp-adapters

Connect the Server

Use the SSEClient in LangChain to connect to the Vinkius managed endpoint:

from langchain_mcp_adapters.client import SSEClient

# Connect to Vinkius
client = SSEClient(url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")
tools = client.get_tools()

CrewAI

Define the Tool

Load the Vinkius MCP tools into your CrewAI agents:

from crewai import Agent
from mcp_crewai import MCPTool

# Connect securely to Vinkius
vinkius_tools = MCPTool(url="https://edge.vinkius.com/[YOUR_TOKEN_HERE]/mcp")

# Assign to Agent
researcher = Agent(
    role='Data Researcher',
    tools=vinkius_tools.get_all()
)

Execute Task

Run your CrewAI process. The agent will autonomously route tasks to the Vinkius managed server.

Choose How to Get Started

Build a custom MCP for your own tools, or connect a ready-made integration from our catalog.

Build Your Own

Turn any API into an MCP. Import a spec, define Agent Skills, or deploy with MCPFusion.

Import from OpenAPI, Swagger, or YAML specs
Create Agent Skills with progressive disclosure
Deploy to edge with MCPFusion framework
Built in DLP, auth, and compliance on every call
Real time usage dashboard and cost metering
Publish to catalog or keep private

Start building

Make Your AI Do More

Start with PharmWare, then connect any of our 5,100+ other servers whenever your AI needs more. One click, no limits.

Use this MCP plus 5,100+ others, all in one place
Add new capabilities to your AI anytime you want
Every connection is secured and compliant automatically
Track usage and costs across all your servers
Works with Claude, ChatGPT, Cursor, and more
New servers added to the catalog every week

Independent Platform Disclaimer: Vinkius is an independent platform and is not affiliated with, endorsed by, sponsored by, verified by, or otherwise authorized by PharmWare. All third-party trademarks, logos, and brand names are the property of their respective owners. Their use on this website is strictly for informational purposes to identify service compatibility and interoperability.

VINKIUS INFRASTRUCTURE

Cloud Hosted

Managed infra

V8 Isolated

Sandboxed per request

Zero-Trust Proxy

No stored credentials

DLP Enforced

Policy on every call

GDPR Compliant

EU data residency

Token Compression

~60% cost reduction

Your data is protected. See how we built it.

Works with Claude, ChatGPT, Cursor, and more

The Model Context Protocol standardizes how applications expose capabilities to LLMs. Instead of operating in isolation, your AI gains direct access to external platforms, live data, and real-world actions through secure, standardized connections.

This connection provides 12 powerful capabilities that interface natively with Claude, ChatGPT, Cursor, and other compatible AI platforms. No middleware. No custom integration required.

Checking a batch's status shouldn't require 10 clicks across three dashboards.

Right now, confirming if Batch XYZ is ready for market means jumping between the client portal (to check ownership), the sample tracker (to see current tests), and the compliance dashboard (to find the final CoA). You spend minutes clicking 'View Details' and copy-pasting IDs just to confirm one thing: can it ship?

With this MCP server, you tell your agent: 'What is the release status for Batch XYZ?' The agent uses `list_batches` and cross-references it with `list_certificates`. It gives you a single, definitive answer. Period.

Using PharmWare MCP Server: Get full visibility into lab operations.

Forget manually checking if the HPLC machine is calibrated or who has approval to sign off on results. You just ask your agent, 'What's the status of Instrument XYZ and which users can approve its tests?' It runs `list_instruments` and checks `list_users` in one go.

It’s about getting immediate answers without navigating complex LIMS menus. Your AI client treats this system like a natural extension of your conversation.

Support 24/7 support@vinkius.com ↗

Security Vinkius Trust Center ↗

SLA Service Level Agreement ↗

Report Listing Send Report ↗

What your AI can actually do with this

When you connect your AI client to this server, it lets you run complex lab operations using plain conversation. You're not navigating a clunky LIMS dashboard; your agent handles quality assurance and compliance tracking through natural dialogue.

To track sample status, call list_samples to see every incoming cannabis sample, showing who submitted it, what type of test is needed, and its current testing priority. From there, you can use list_batches to pull up all production batches—whether they're quarantined or ready for release—and check which samples belong to them.

You get a full picture by running list_clients, which gives you access to every registered client like cultivators, processors, or retailers and their account status.

For generating regulatory reports, the agent pulls data from multiple sources. It uses list_results to retrieve detailed findings for specific samples, giving you exact percentages for THC/CBD and a pass/fail status against established limits. You can verify product compliance by checking these analytical results against defined standards using list_tests, which provides a list of available test methods and their regulatory limits.

When the work is done, your agent pulls up all issued Certificates of Analysis (CoAs) via list_certificates, providing potency profiles and the consumer-facing QR code you need.

To maintain rigorous lab oversight, call list_workflows to see the standard operating procedures (SOPs) for the whole process—from initial intake right through CoA issuance. You can also run list_reports to generate summaries or trend analyses required for state submissions and internal audits across a specific time window.

When it comes to auditing system actions, you're covered. The agent retrieves detailed logs of every single action taken in the lab using list_audit_logs, detailing who did what change and when—this is crucial for FDA 21 CFR Part 11 compliance and inspections. You can check user access by calling list_users to list all staff accounts, noting their assigned role and current permission level.

For physical assets, run list_instruments to check the name, model, and most importantly, the calibration status for every lab instrument—like your HPLC or GC-MS.

To ensure connectivity, you can use list_integrations to verify if external systems like Metrc or state APIs are connected and syncing data correctly. For a complete picture of who's running what, you'll get the full list of registered users via list_users, while list_clients keeps track of your partners. The agent manages all this so you don't have to manually check dashboards; just talk to it.

Built · Hosted · Managed by Vinkius PharmWare MCP Server - Cannabis Lab Compliance & Results

Server ID 019d75f2-70bb-72dc-9f6d-5a7118ee500f

Vinkius Inspector

Compliance Grade A+

Score 100/100

Report View Report ↗

Here's how it actually works

The bottom line is your AI client handles the complex API calls and translates them into simple answers for you.

Subscribe to this server and enter your PharmWare API keys.

Ask your AI agent a question (e.g., 'What's the status of Batch XYZ?').

The agent uses the appropriate tool (list_samples or list_batches) to retrieve structured data, which it then presents as a natural language answer.

What Changes When You Connect

Audit Compliance Effortlessly: Need to prove who changed a record? Use list_audit_logs to reconstruct every event sequence, making FDA 21 CFR Part 11 audits simple.

Manage Product Disposition Fast: Don't wait for reports. Query list_results directly to see potency percentages or pesticide levels and instantly confirm if a batch can be released.

Ensure System Connectivity: Stop guessing about data flow. Run list_integrations to verify that Metrc, BioTrack, and state APIs are all syncing correctly in real time.

Control Staff Access: Need to know who has approval rights? Use list_users to review staff roles and permission levels before approving critical test results.

Monitor the Queue: Know where every sample is. The list_samples tool gives you a clear view of incoming material, its type, and current testing status.

See it in action

01 01

Client needs an urgent compliance check.

A client calls demanding to know if their recent batch is ready for sale. Instead of making them wait on hold, your agent runs list_samples and then checks list_results. It reports back: 'Sample ID 503 has passed all required tests (potency > X%). We can issue the CoA now.' The problem is solved in three steps.

02 02

Investigating a deviation during an audit.

An auditor questions how a test result was modified. You tell your agent to run list_audit_logs for that specific batch ID. It immediately pulls up the log, showing the timestamp, the user who made the change, and the justification comment. Compliance is maintained.

03 03

Verifying equipment readiness.

The chemist starts a run but suspects an instrument might be out of calibration. They ask the agent to check list_instruments. The agent replies: 'HPLC system serial XYZ needs maintenance; its next scheduled service date is overdue.' Testing stops until it's fixed.

04 04

Releasing a large batch for market.

The QC manager needs to prove that 50 separate batches are ready. They run list_batches and then follow up with 'List all Certificates of Analysis (CoAs) issued today.' The agent compiles the data, confirming every lot has its documentation.

The honest tradeoffs

Trying to manually reconcile status.

Anti-pattern

The user opens the client portal, then the sample tracking dashboard, and finally the batch report. They spend 15 minutes cross-referencing IDs in three different tabs just to confirm one thing.

The Fix

Just ask your agent to 'Show me all samples linked to Client ABC that are pending CoA.' The agent handles the internal joins using list_samples and list_certificates automatically. It's instant.

Guessing which API endpoint is right.

Anti-pattern

The developer struggles between calling a general 'report generator' or specific 'result checker,' leading to ambiguous data that might miss key compliance details.

The Fix

Use the specialized tools. If you need raw numbers, use list_results. If you need an official document for submission, use list_reports.

Ignoring historical changes.

Anti-pattern

A quality check passes today, but a subsequent audit needs to know if the test method itself was ever changed. Without checking logs, they can't prove data integrity over time.

The Fix

Always run list_audit_logs for critical records. It provides the full history of modifications and approvals needed for deep compliance reviews.

When It Fits, When It Doesn't

Use this server if your primary pain point is data retrieval or compliance documentation. If you need to know what happened (audit logs), if it was compliant (test results/CoA), or who can approve it (user roles), this is the tool. Don't use it if your only goal is simple data entry, like logging a new sample ID—you still need to input that manually first. If you just want to know what tests are available generally, list_tests works fine, but for proving compliance, always cross-reference with list_certificates. This server handles the 'read' operations; it won't fix broken hardware or change policy.

Questions you might have

How do I check if a specific batch was correctly tested using list_batches? +

You run list_batches and find the Batch ID. The result shows the 'linked samples submitted for testing' status, confirming its compliance journey.

What information is included in the Certificates of Analysis (CoA) using list_certificates? +

The CoA record includes the certificate number, linked sample/batch, full analytical results, and a QR code for consumer verification. It's everything needed to prove quality.

Can I see who accessed my data in the past using list_audit_logs? +

Yes, list_audit_logs tracks every action taken—who performed it, what record was affected, and even the IP address. This is critical for internal investigations.

Does PharmWare MCP Server track client details? Use list_clients. +

Yes, list_clients gives you a roster of all registered cultivators, processors, or retailers, along with their license and account status.

What does the tool `list_samples` show about my samples' progress? +

It shows the sample’s current status, priority, and chain of custody. You get the unique ID, client name, type (flower, edible, etc.), received date, and the testing status—whether it's 'in-progress,' 'completed,' or 'failed.' This helps you track workflow time and know if a batch is stalled.

How can I verify actual compliance data using `list_results`? +

This tool provides the raw analytical findings for specific tests. You see the precise measurements—like THC/CBD percentages or pesticide residue levels—along with a clear pass/fail determination against regulatory limits. This is the core data used to decide if a product can be released.

Does the tool `list_instruments` help me manage equipment compliance? +

Yes, it provides crucial operational details for your lab hardware. You list every instrument (HPLC, GC-MS) and check its calibration status, last calibration date, and next required maintenance. This is essential for maintaining data integrity during inspections.

How can I check the health of my external connections using `list_integrations`? +

This tool checks all platform syncs to services like Metrc or state APIs. It reports the connection status, the last successful data synchronization timestamp, and any recorded error logs. This confirms that your lab systems are correctly communicating with outside regulatory bodies.

Can my AI automatically check if a cannabis sample has passed all required tests and is ready for Certificate of Analysis issuance? +

Yes! Use the list_results tool to fetch all completed analytical findings for a specific sample. Your AI agent will respond with comprehensive pass/fail determinations across potency, terpenes, pesticides, heavy metals, and contaminant panels. Once all required tests show passing results, use list_certificates to verify CoA generation status. Always confirm regulatory limit compliance before releasing products to distribution or retail channels.

How do I quickly identify which laboratory instruments are due for calibration or maintenance? +

Simply ask the agent to run the list_instruments action. It will compile all analytical equipment with calibration status, last service date, next scheduled maintenance, and qualification records. The AI will highlight any HPLC, GC-MS, ICP-MS, or other systems approaching calibration expiry or overdue for preventive maintenance. This ensures your laboratory maintains ISO/IEC 17025 compliance and analytical data integrity.

Does PharmWare integration allow modifying test results or deleting sample records? +

No. The current toolset focuses strictly on read-only querying and analytical operations — listing samples, reviewing results, checking certificates, and monitoring workflows. State alteration operations (modifying test data, deleting samples, or revoking certificates) are not currently exposed, assuring your laboratory records remain secure against destructive queries and maintaining complete audit trail integrity for regulatory inspections.

Connect to your AI in seconds.

List audit logs

List batches

List certificates

PharmWare MCP Server: 12 Tools for Lab Operations

Make your AI actually useful.

List Audit Logs

List Batches

List Certificates

List Clients

List Instruments

List Integrations

List Reports

List Results

List Samples

List Tests

List Users

List Workflows

Security and governance baked right in.

Claude AI

Open Claude Settings

Add Custom Connector

Start a conversation

Claude Code

Open your terminal

Add the MCP Server

Start coding

Cursor

One-Click Install (Recommended)

Open Cursor Settings

Add New Server

Use in Composer

Antigravity

Configure Agent Environment

Bind the Endpoint

Execute

VS Code Copilot

One-Click Install (Recommended)

Open MCP Settings

Add Server Config

Windsurf

One-Click Install (Recommended)

Open Windsurf Settings

Add Server Endpoint

LangChain

Install Dependencies

Connect the Server

CrewAI

Define the Tool

Execute Task

Choose How to Get Started

Build Your Own

Make Your AI Do More

Works with Claude, ChatGPT, Cursor, and more

Checking a batch's status shouldn't require 10 clicks across three dashboards.

Using PharmWare MCP Server: Get full visibility into lab operations.

What your AI can actually do with this

Here's how it actually works

Who is this actually for?

What Changes When You Connect

See it in action

Client needs an urgent compliance check.

Investigating a deviation during an audit.

Verifying equipment readiness.

Releasing a large batch for market.

The honest tradeoffs

Trying to manually reconcile status.

Guessing which API endpoint is right.

Ignoring historical changes.

When It Fits, When It Doesn't

Questions you might have