NONMEM MCP Server

1

Add it to Claude Code

Run this in a terminal.

Run in terminal
claude mcp add nonmem-mcp-server -- uv run --directory /path/to/nonmem-mcp-server python -m nonmem_mcp
README.md

MCP server for NONMEM pharmacometric modeling workflows.

nonmem-mcp-server

MCP (Model Context Protocol) server for NONMEM pharmacometric modeling workflows. Gives Claude (and any MCP-compatible client) structured access to NONMEM models, results, and simulation tools.

Supports Windows, macOS, and Linux.

Features

Parsing & Analysis (no NONMEM needed)

  • read_ext_file — Parse .ext files for parameter estimates, SEs, OFV, condition number
  • read_lst_file — Extract termination status, shrinkage, covariance step results
  • parse_control_stream — Structural parsing of .ctl/.mod files (THETAs, OMEGAs, $EST options)
  • read_nm_dataset — Dataset summary: subjects, observations, missing values
  • read_nm_tables — Parse SDTAB/PATAB with statistics for CWRES, ETAs, PRED
  • compare_models — Multi-run OFV comparison with delta-OFV and AIC
  • summarize_run — Combined .ctl + .ext + .lst summary
  • list_runs — Scan project directories for NONMEM runs

Execution & Diagnostics

  • submit_run — Start NONMEM runs (async, fire-and-poll pattern)
  • check_run_status — Monitor iteration progress via .ext file
  • get_run_results — Retrieve parsed results when complete
  • cancel_run — Kill running NONMEM jobs
  • run_diagnostics — Automated checks: boundary, condition number, shrinkage, RSE
  • execute_psn_vpc — Run VPC via PsN (predcorr, stratify, lloq options)
  • execute_psn_bootstrap — Run bootstrap via PsN (BCa, stratify)
  • check_psn_status — Monitor PsN job progress
  • parse_psn_results — Parse existing PsN output directories (no installation needed)
  • check_nonmem_setup — Detect NONMEM, PsN, R installation status

Simulation (no NONMEM needed)

  • translate_to_mrgsolve — Convert NONMEM .ctl/.mod to mrgsolve model code
  • simulate_mrgsolve — Run PK simulations via mrgsolve (R)
  • generate_vpc_data — Generate VPC data using mrgsolve + vpc R package
  • check_r_setup — Check R and package availability

Prompts

  • review_model — Model review checklist
  • interpret_results — Pharmacological interpretation
  • troubleshoot_run — Diagnose run failures
  • suggest_next_model — Suggest next modeling steps
  • write_methods_section — Draft publication Methods text

Requirements

  • Python 3.12+
  • uv (recommended) or pip

Optional

  • NONMEM 7.3–7.6 — Required for submit_run (commercial license)
  • PsN — Required for execute_psn_vpc, execute_psn_bootstrap
  • R with mrgsolve, vpc, dplyr, ggplot2 — Required for simulation and GOF tools

Installation

Using uv (recommended)

git clone https://github.com/sueinchoi/nonmem-mcp-server.git
cd nonmem-mcp-server
uv sync

Using pip

pip install git+https://github.com/sueinchoi/nonmem-mcp-server.git

Or for development:

git clone https://github.com/sueinchoi/nonmem-mcp-server.git
cd nonmem-mcp-server
pip install -e .

NONMEM Path Configuration

The server auto-detects NONMEM from common install locations. If auto-detection fails, set one of these environment variables:

Variable Description Example
NONMEM_NMFE_PATH Full path to nmfe executable /opt/nm760/run/nmfe76
NONMEM_INSTALL_PATH NONMEM installation root /opt/nm760

Auto-detected paths

macOS / Linux:

  • /opt/nm760/run/nmfe76, /opt/NONMEM/nm75/run/nmfe75, etc.
  • /usr/local/NONMEM/nm76/run/nmfe76
  • ~/NONMEM/nm76/run/nmfe76

Windows:

  • C:\nm760\run\nmfe76.bat, C:\NONMEM\nm76\run\nmfe76.bat
  • C:\Program Files\NONMEM\nm76\run\nmfe76.bat
  • D:\NONMEM\nm76\run\nmfe76.bat

Usage with Claude Code

Basic (no NONMEM)

claude mcp add nonmem -- nonmem-mcp

With uv (from source)

claude mcp add -s user nonmem -- \
  uv run --directory /path/to/nonmem-mcp-server python -m nonmem_mcp

With NONMEM path

# macOS / Linux
claude mcp add -s user \
  -e NONMEM_NMFE_PATH=/opt/nm760/run/nmfe76 \
  nonmem -- \
  uv run --directory /path/to/nonmem-mcp-server python -m nonmem_mcp
# Windows (PowerShell)
claude mcp add -s user `
  -e NONMEM_NMFE_PATH=C:\nm760\run\nmfe76.bat `
  nonmem -- `
  uv run --directory C:\path\to\nonmem-mcp-server python -m nonmem_mcp

Verify

claude mcp list
# nonmem: ... - ✓ Connected

Usage with Claude Desktop

Add to claude_desktop_config.json:

macOS / Linux

{
  "mcpServers": {
    "nonmem": {
      "command": "uv",
      "args": ["run", "--directory", "/path/to/nonmem-mcp-server", "python", "-m", "nonmem_mcp"],
      "env": {
        "NONMEM_NMFE_PATH": "/opt/nm760/run/nmfe76"
      }
    }
  }
}

Windows

{
  "mcpServers": {
    "nonmem": {
      "command": "uv",
      "args": ["run", "--directory", "C:\\path\\to\\nonmem-mcp-server", "python", "-m", "nonmem_mcp"],
      "env": {
        "NONMEM_NMFE_PATH": "C:\\nm76

Tools (6)

read_ext_fileParse .ext files for parameter estimates, SEs, OFV, condition number
read_lst_fileExtract termination status, shrinkage, covariance step results
parse_control_streamStructural parsing of .ctl/.mod files
submit_runStart NONMEM runs
translate_to_mrgsolveConvert NONMEM .ctl/.mod to mrgsolve model code
run_diagnosticsAutomated checks for boundary, condition number, shrinkage, and RSE

Environment Variables

NONMEM_NMFE_PATHFull path to nmfe executable
NONMEM_INSTALL_PATHNONMEM installation root

Configuration

claude_desktop_config.json
{"mcpServers": {"nonmem": {"command": "uv", "args": ["run", "--directory", "/path/to/nonmem-mcp-server", "python", "-m", "nonmem_mcp"], "env": {"NONMEM_NMFE_PATH": "/opt/nm760/run/nmfe76"}}}}

Try it

Parse the latest .ext file in my project and summarize the parameter estimates and OFV.
Convert my current NONMEM control stream to an mrgsolve model for PK simulation.
Run diagnostics on the latest NONMEM output to check for boundary issues or high shrinkage.
Compare the OFV of my current model with the previous run and calculate the AIC difference.
Draft a methods section for my publication based on the current model structure and estimation settings.

Frequently Asked Questions

What are the key features of NONMEM MCP Server?

Parse and analyze NONMEM output files (.ext, .lst, .ctl, .mod). Execute NONMEM runs and monitor progress via async polling. Automated diagnostic checks for model convergence and stability. Translate NONMEM models to mrgsolve for R-based simulations. Integrate PsN workflows for VPC and bootstrap analysis.

What can I use NONMEM MCP Server for?

Automating the extraction of parameter estimates and standard errors for reporting.. Quickly converting NONMEM models to mrgsolve for rapid PK simulation and exploration.. Monitoring long-running NONMEM jobs and receiving alerts on completion or failure.. Standardizing model review checklists and documentation generation..

How do I install NONMEM MCP Server?

Install NONMEM MCP Server by running: git clone https://github.com/sueinchoi/nonmem-mcp-server.git && cd nonmem-mcp-server && uv sync

What MCP clients work with NONMEM MCP Server?

NONMEM MCP Server works with any MCP-compatible client including Claude Desktop, Claude Code, Cursor, and other editors with MCP support.

Turn this server into reusable context

Keep NONMEM MCP Server docs, env vars, and workflow notes in Conare so your agent carries them across sessions.

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