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Health and biology · MCP server

Omop MCP: MCP server, setup and security

Omop MCP is an MCP server published on GitHub that lets an AI agent map clinical terminology to OMOP concepts using large language models. Its repository has 41 stars and its last commit is from May 11, 2026, but it declares no licence.

Score
39/100
Adoption (stars) 16/40
Maintenance 18/30
Framework (licence, registry, official) 5/30
Last commit 6 months agoNo licence

What Omop MCP does

According to its repository: “Map clinical terminology to OMOP concepts using LLMs for healthcare data standardization and interoperability.”

The Model Context Protocol (MCP) is a standard plug between an AI agent and an outside service: once the server is connected, its tools show up in the agent, which decides when to call them. Omop MCP is listed under Health and biology, a category of 37 servers in the directory, where it ranks #18 by stars.

Topics declared by the repository: ai-agents, healthcare, omop-cdm, ohdsi.

Installing and connecting Omop MCP

No package or remote server is declared in the official MCP registry: you install it from source, following the repository README.

It works with any MCP-compatible client (Claude Desktop, Claude Code, Cursor, VS Code, Codex and most recent agents). You add one entry to the client's MCP configuration: server name, start command or URL, environment variables. Project language: Python.

Security: what to check

Connecting an MCP server means installing software that talks straight to your agent: it runs with your rights and the model trusts its tool descriptions. The risk therefore depends on what it can touch and how far its code can be trusted.

Points found for Omop MCP:

  • No licence: without a licence the code is not legally reusable, even if it is public. Avoid it in a company setting without the author's agreement.

Good practice: grant only the rights needed (least privilege), require human approval for irreversible actions, and run the AI agent security check.

Project activity and maintenance

Created on May 6, 2025, the OHNLP/omop_mcp repository has 41 stars and 10 forks, with 2 open issues. It has more stars than 49% of the servers in the directory. Last change 6 months ago.

Stars measure attention, not quality: a recent, heavily promoted project can collect them fast, while a useful but niche server will have few.

MedplumMedplum : 2.8K2.8KPyscnPyscn : 1.1K1.1KBiomcpBiomcp : 662662Apple health MCP serverApple health MCP server : 279279HealthChainHealthChain : 229229Walk kcalWalk kcal : 195195FHIR MCP Server (wso2)FHIR MCP Server (wso2) : 136136TotemTotem : 135135Omop MCPOmop MCP : 4141
GitHub stars of the most followed servers in the category (log scale); Omop MCP in orange. Checked October 25, 2026.

Verdict

Omop MCP is still a modest project: read its code and compare it with the alternatives before using it.

Limitations

  • No licence declared
  • Install from source

Avoid if…

  • Company use without the author's agreement

Frequently asked questions

How do I install Omop MCP?

No package is declared in the MCP registry: clone the OHNLP/omop_mcp repository, follow its README, then declare the start command in your client's MCP configuration.

Is Omop MCP free?

The code is public but has no declared licence: it is not formally free to reuse.

Is Omop MCP safe?

Points to watch: no licence. Give it minimum rights and approve sensitive actions.

Is it an official server?

Nothing says so: it is a project published by OHNLP on GitHub. Check who maintains it before giving it access.

What are the alternatives to Omop MCP?

In the same category: Medplum, Pyscn, Biomcp, and FHIR MCP Server (wso2). Medplum and Pyscn score higher on our grid.

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Neutrality. No affiliate links. No vendor pays to be reviewed, rated or ranked. Reviews are directed by François Chollet, neutral and factual, and every data point is dated and sourced. How we score