
Connect PharmWare 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. Manage lab workflows and compliance without touching a LIMS interface.
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.

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.
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.
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 · 12 capabilities
We ship only the actions that matter.
01-04
4 capabilities in this set.
Part of 12 available through PharmWare.
- 01
List certificates
This capability retrieves all issued Certificates of Analysis (CoA) from your lab. Use it to verify batch compliance or pull QR-coded documents for consumer verification.
- 02
List clients
This capability pulls a list of all registered cultivators, processors, and retailers. It helps your agent identify sample ownership and manage client-specific reporting.
- 03
List audit logs
This capability accesses the complete laboratory audit trail. It is used to reconstruct event sequences for quality investigations or FDA 21 CFR Part 11 compliance checks.
- 04
List batches
This capability lists all cannabis batches tracked in the system. It provides data on batch size, testing status, and seed-to-sale identifiers for recall management.
05-08
4 capabilities in this set.
Part of 12 available through PharmWare.
- 05
List instruments
This capability provides the status of all lab equipment like HPLC and GC-MS systems. Use it to check calibration dates and maintenance schedules before running tests.
- 06
List integrations
This capability checks the health of connections to external platforms like Metrc or WeedMaps. It helps your agent troubleshoot sync failures or verify data flow to state APIs.
- 07
List reports
This capability lists all generated laboratory reports and compliance documents. It allows your agent to find monthly summaries or regulatory submissions quickly.
- 08
List results
This capability retrieves specific analytical findings for samples. Use it to check THC/CBD levels, terpene profiles, or contaminant detections against regulatory limits.
09-12
4 capabilities in this set.
Part of 12 available through PharmWare.
- 09
List samples
This capability lists all submitted cannabis samples. It tracks sample type, testing priority, and current status from receipt to completion.
- 10
List tests
This capability shows all available analytical methods and test panels. It is used to verify accreditation status or explain testing scopes to clients.
- 11
List users
This capability lists all laboratory staff and their assigned permissions. Use it to review roles or check training certification expiry for compliance.
- 12
List workflows
This capability accesses laboratory workflow templates and active processes. It helps your agent monitor sample intake, potency testing, or CoA review steps.
Real work
What teams actually run
Rapid CoA Retrieval
A client calls asking for a certificate, and you pull the QR-coded CoA via your AI agent in seconds.
Compliance Investigations
A quality manager needs to investigate a deviation, so they ask the AI to pull specific audit logs and result histories.
Equipment Maintenance
A technician asks the AI if the GC-MS is calibrated and ready for a specific terpene test panel.
Batch Release Decisions
A director asks the AI to confirm if a specific batch passed all contaminant screenings before authorizing release.
Automate a task
Put PharmWare 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
PharmWare 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.
Claude
ChatGPT
Gemini
Perplexity
Grok
Microsoft Copilot
Cursor
VS Code
Windsurf
JetBrains
Cline
LangChain
Vercel AI SDK
Lovable
Z.ai
Raycast
Qwen Code
Kimi Code
Le ChatBuilding your own app? The connector is yours to use.
You don't need a client to put PharmWare 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
852ms average. Fast in production.
PharmWare is checked daily against the live service.
- Fastest day
- 650ms
- Slowest day
- 974ms
- 14-day trend
- Slowing+23%
Connect your client
One URL. Every client.
Activate the Connector, copy your link, and paste it into the client you already use. 12 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 PharmWare, so you can see the experience inside your AI.
It does not authenticate your account with PharmWare. Actions requiring credentials or live account data may not run until you activate the Connector and authorize the service.
PharmWare Connector
You're all set. Choose your MCP client and follow the setup instructions.
https://edge.vinkius.com/vk_preview_dqzlUGT64oWsc9TLTE7m8M4lvUg9WSFdKudcmc6V/mcpClaude 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 — PharmWare capabilities are ready to use.
{
"mcpServers": {
"pharmware-mcp": {
"url": "https://edge.vinkius.com/vk_preview_dqzlUGT64oWsc9TLTE7m8M4lvUg9WSFdKudcmc6V/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 PharmWare in Claude and other AIs
Who it's for
Built for the work PharmWare owners hand off.
This MCP is built for cannabis laboratory professionals who need to interact with their LIMS data without manual data entry or complex navigation.
- 01
Laboratory Directors
They use the AI to monitor throughput metrics and verify instrument calibrations.
- 02
Quality Managers
They use the AI to audit test results and investigate deviations for compliance.
- 03
Analytical Chemists
They use the AI to check sample queues and access batch histories directly from the bench.
- 04
Client Relations
They use the AI to provide real-time sample status and CoA delivery updates to clients.
FAQ
Questions PharmWare owners ask.
- 01
How do I connect my PharmWare account?
You subscribe to the MCP on Vinkius and enter your PharmWare API credentials. Once connected, your AI client can immediately access your lab data.
- 02
Which AI clients can I use with this MCP?
You can use any MCP-compatible client, including Claude, Cursor, and Windsurf.
- 03
Can I use this to check if my lab is compliant with FDA standards?
Yes. The MCP allows your agent to access audit logs and user permission records to support FDA 21 CFR Part 11 compliance.
- 04
Does this MCP handle external data syncs like Metrc?
Yes. You can use the capability to check the health and status of integrations with Metrc, BioTrack, and state regulatory APIs.
- 05
Can I pull Certificates of Analysis through the AI?
Yes. You can use the list_certificates capability to retrieve CoAs, including those with QR codes for consumer verification.
- 06
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 capability 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.
- 07
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.
- 08
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.
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Connect PharmWare to Claude, Cursor, ChatGPT & more
