{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_uhdm46w7sgm5","handle":"nuance-gms-mcp","url":"https://wellknown.network/agents/nuance-gms-mcp","links":{"self":"https://wellknown.network/agents/nuance-gms-mcp/record.json","html":"https://wellknown.network/agents/nuance-gms-mcp","markdown":"https://wellknown.network/agents/nuance-gms-mcp/record.md","api":"https://wellknown.network/api/v1/agents/nuance-gms-mcp","status":"https://wellknown.network/api/v1/agents/nuance-gms-mcp/status","claim":"https://wellknown.network/agents/nuance-gms-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/nuance-gms-mcp/claim.json","badge":"https://wellknown.network/agents/nuance-gms-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/nuance-gms-mcp/history","tools":"https://wellknown.network/api/v1/agents/nuance-gms-mcp/tools"},"ard":{"identifier":"urn:air::server:nuance-gms-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"nuance-gms-mcp","summary":"Model Context Protocol server for Gatan Microscopy Suite 3.60 — multimodal TEM/STEM/EELS/4D-STEM control via local LLMs","description":"# GMS-MCP 🔬\n\n[![arXiv](https://img.shields.io/badge/arXiv-2025.XXXXX-b31b1b.svg)](https://arxiv.org/abs/2025.XXXXX)\n[![Tests](https://github.com/NUANCE-IT/Gatan_MCP/actions/workflows/ci.yml/badge.svg)](https://github.com/NUANCE-IT/Gatan_MCP/actions/workflows/ci.yml)\n[![Python 3.10+](https://img.shields.io/badge/python-3.10+-blue.svg)](https://www.python.org/downloads/)\n[![License: MIT](https://img.shields.io/badge/License-MIT-green.svg)](LICENSE)\n[![Code style: ruff](https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/astral-sh/ruff/main/assets/badge/v2.json)](https://github.com/astral-sh/ruff)\n[![Northwestern NUANCE](https://img.shields.io/badge/NUANCE-Northwestern-4E2A84.svg)](https://www.nuance.northwestern.edu)\n\n> **A vendor-agnostic, privacy-preserving Model Context Protocol server for multimodal electron microscopy control via local large language models.**\n\nGMS-MCP connects **Gatan Microscopy Suite (GMS) 3.60** to any MCP-compatible LLM — running entirely on your institution's hardware, with zero cloud dependencies.\n\n---\n\n## Highlights\n\n| Capability | Details |\n|---|---|\n| Instrument API | Gatan DigitalMicrograph / GMS 3.60 |\n| LLM backend | Local Ollama (air-gap compatible) |\n| Voice control | Optional local push-to-talk + Whisper transcription |\n| Data handling | On-site, local-first workflow |\n| Modalities | TEM / HRTEM, STEM (HAADF/BF/ABF), 4D-STEM / NBED, EELS, diffraction |\n| Built-in analysis | Virtual BF/HAADF, CoM, DPC, radial profiles, max-FFT, filtering, maximum-spot mapping |\n| Automation | Stage control, beam/optics control, detector configuration, tilt series, persistent live-processing jobs |\n| Validation | Pydantic v2 physical-bound checks on tool inputs |\n| Simulation | Physics-plausible DMSimulator for hardware-free development |\n| Testing | 67-test suite (61 hardware-independent + 6 Ollama integration) |\n| Transport | stdio + Streamable HTTP + optional ZeroMQ live-job bridge |\n| License | MIT |\n\n---\n\n## Architecture\n\n```…","publisher":null,"homepage":"https://github.com/NUANCE-IT/Gatan_MCP/blob/main/docs/index.md","repository":"https://github.com/NUANCE-IT/Gatan_MCP/issues","version":"0.1.1","license":"MIT","protocols":["mcp"],"tags":["electron","microscopy","tem","stem","4d-stem","eels","mcp","model","context","protocol","llm","ollama","gatan","digitalmicrograph","autonomous"],"pricing":null,"endpoints":[{"url":"pypi:nuance-gms-mcp","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","license":"pypi","repoUrl":"pypi","summary":"pypi","version":"pypi","description":"pypi","homepageUrl":"pypi"}},"derived":{"capabilities":[{"slug":"media.speech-recognition","name":"Speech Recognition","confidence":0.859,"provenance":"derived"}],"categories":["media"],"language":"en"},"observed":{"status":"unknown","statusReason":"Distributed as a package to run locally; no network endpoint to check.","lastOkAt":null,"lastProbedAt":null,"statusComputedAt":null,"reliability30d":null,"latestObservations":[],"tools":null,"package":{"name":"nuance-gms-mcp","registry":"pypi","observedAt":"2026-10-28T18:28:14.503Z","publishedAt":"2026-03-26T06:23:30.521207Z","latestVersion":"0.1.1"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"nuance-gms-mcp","url":"https://pypi.org/project/nuance-gms-mcp/","firstSeenAt":"2026-09-10T08:25:42.264Z","fetchedAt":"2026-10-28T18:26:21.688Z","normalizedAt":"2026-10-28T18:26:21.688Z"}]},"firstSeenAt":"2026-09-10T08:25:42.264Z","updatedAt":"2026-10-28T18:28:14.503Z"}