{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_jumqujbwn2hq","handle":"gauss-lang-mcp","url":"https://wellknown.network/agents/gauss-lang-mcp","links":{"self":"https://wellknown.network/agents/gauss-lang-mcp/record.json","html":"https://wellknown.network/agents/gauss-lang-mcp","markdown":"https://wellknown.network/agents/gauss-lang-mcp/record.md","api":"https://wellknown.network/api/v1/agents/gauss-lang-mcp","status":"https://wellknown.network/api/v1/agents/gauss-lang-mcp/status","claim":"https://wellknown.network/agents/gauss-lang-mcp/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/gauss-lang-mcp/claim.json","badge":"https://wellknown.network/agents/gauss-lang-mcp/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/gauss-lang-mcp/history","tools":"https://wellknown.network/api/v1/agents/gauss-lang-mcp/tools"},"ard":{"identifier":"urn:air::server:gauss-lang-mcp","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"gauss-lang-mcp","summary":"Drive GAUSS from Python, and expose it to LLM clients over MCP","description":"# gauss-mcp\n\n[![Licence](https://img.shields.io/badge/licence-MIT-2c5f9e)](LICENSE)\n[![Python](https://img.shields.io/badge/python-3.10+-2c5f9e)](https://www.python.org/)\n[![Platform](https://img.shields.io/badge/platform-Windows-2c5f9e)](https://github.com/merwanroudane/mcp_gauss)\n[![GAUSS](https://img.shields.io/badge/GAUSS-26-c05621)](https://www.aptech.com/)\n\nDrive **GAUSS** from Python, and expose it to LLM clients over the Model\nContext Protocol.\n\nAuthor: Dr Merwan Roudane\n\nBuilt and tested against **GAUSS 26.1.1** on Windows.\n\n## Why this exists\n\nAptech publishes a [reference for AI assistants](https://github.com/aptech/gauss-llm-reference)\nso they write better GAUSS, but writing is not running: an assistant that cannot\nexecute the code never learns whether it worked or what the numbers were. This\nconnects an assistant to a real GAUSS installation, so the results come from\nGAUSS rather than from the model.\n\n## How it drives GAUSS\n\nThrough `tgauss`, the terminal build that ships with an ordinary GAUSS\ninstallation — not the GAUSS Engine, which is richer but needs a separate\nlicence key from Aptech.\n\nEach call is its own `tgauss` process, so nothing would normally carry over.\nThe workspace is saved on the way out and restored on the way in, which makes a\nrun of calls behave like one continuous session: a matrix built in one call is\nstill there in the next.\n\n## Install\n\nThe distribution is **`gauss-lang-mcp`** on PyPI: plain `gauss-mcp` was already\ntaken by an unrelated package about import workflows, nothing to do with the\nAptech language. The import name stays `gauss_mcp`.\n\n```bash\npip install \"gauss-lang-mcp[pandas]\"\n```\n\nGAUSS is found automatically under `C:\\gauss*` and `C:\\Program Files\\gauss*`.\nSet `GAUSS_HOME` to choose between installations.\n\n## Library use\n\n```python\nfrom gauss_mcp import Gauss\n\nwith Gauss() as g:\n    g.run(\"\"\"\n        rndseed 90210;\n        n = 400;\n        x = rndn(n, 1);\n        y = 1.25 + 0.8*x + 0.3*rndn(n, 1);\n        des = ones…","publisher":null,"homepage":"https://github.com/merwanroudane/mcp_gauss","repository":"https://github.com/merwanroudane/mcp_gauss","version":"0.1.0","license":"MIT License\n        \n        Copyright (c) 2026 Merwan Roudane\n…","protocols":["mcp"],"tags":["aptech","econometrics","gauss","mcp","model-context-protocol","statistics"],"pricing":null,"endpoints":[{"url":"pypi:gauss-lang-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":"dev.terminal","name":"Terminal & Shell","confidence":0.779,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.768,"provenance":"derived"}],"categories":["dev"],"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":"gauss-lang-mcp","registry":"pypi","observedAt":"2026-09-15T15:24:35.569Z","publishedAt":"2026-08-22T00:04:09.789186Z","latestVersion":"0.1.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"gauss-lang-mcp","url":"https://pypi.org/project/gauss-lang-mcp/","firstSeenAt":"2026-09-09T16:23:20.774Z","fetchedAt":"2026-09-15T15:22:40.784Z","normalizedAt":"2026-09-15T15:22:40.784Z"}]},"firstSeenAt":"2026-09-09T16:23:20.774Z","updatedAt":"2026-09-15T15:24:35.569Z"}