{"$schema":"https://wellknown.network/schemas/agent-record-v1.json","schemaVersion":"1","id":"ag_ek3xavrqjxq3","handle":"iflow-mcp-iamcatobot-text2sim-mcp-server","url":"https://wellknown.network/agents/iflow-mcp-iamcatobot-text2sim-mcp-server","links":{"self":"https://wellknown.network/agents/iflow-mcp-iamcatobot-text2sim-mcp-server/record.json","html":"https://wellknown.network/agents/iflow-mcp-iamcatobot-text2sim-mcp-server","markdown":"https://wellknown.network/agents/iflow-mcp-iamcatobot-text2sim-mcp-server/record.md","api":"https://wellknown.network/api/v1/agents/iflow-mcp-iamcatobot-text2sim-mcp-server","status":"https://wellknown.network/api/v1/agents/iflow-mcp-iamcatobot-text2sim-mcp-server/status","claim":"https://wellknown.network/agents/iflow-mcp-iamcatobot-text2sim-mcp-server/claim","claimApi":"https://wellknown.network/api/v1/claims","claimDescriptor":"https://wellknown.network/agents/iflow-mcp-iamcatobot-text2sim-mcp-server/claim.json","badge":"https://wellknown.network/agents/iflow-mcp-iamcatobot-text2sim-mcp-server/badge.svg","openapi":"https://wellknown.network/openapi.json","history":"https://wellknown.network/api/v1/agents/iflow-mcp-iamcatobot-text2sim-mcp-server/history","tools":"https://wellknown.network/api/v1/agents/iflow-mcp-iamcatobot-text2sim-mcp-server/tools"},"ard":{"identifier":"urn:air::server:iflow-mcp-iamcatobot-text2sim-mcp-server","type":"application/mcp-server-card+json"},"kind":"mcp_server","declared":{"name":"iflow-mcp_IamCatoBot-text2sim-MCP-server","summary":"A multi-paradigm simulation engine that supports Discrete-Event Simulation (DES) with SimPy and System Dynamics (SD) with PySD. Features advanced Model Builder tools for iterative, conversational model development. Integrates with LLMs through the Model Context Protocol (MCP) to enable sophisticate…","description":"![Header Image](assets/text2sim_mcp_github.png)\n\n# **Text2Sim MCP Server**  \n### *Multi-paradigm Simulation Engine for LLM Integration*\n\nA Model Context Protocol server providing multi-paradigm simulation capabilities through conversational interfaces. The server supports Discrete-Event Simulation via SimPy and System Dynamics modeling via PySD and a PySD-compatible JSON schema.\n\n## Overview\n\nText2Sim MCP Server enables Large Language Models to create, validate, and execute simulation models through natural language interfaces. The server processes JSON-structured simulation configurations and returns execution results with comprehensive analytics.\n\n### Supported Simulation Paradigms\n\n- **Discrete-Event Simulation (DES)**: Process-oriented modeling using SimPy engine\n- **System Dynamics (SD)**: Stock-and-flow modeling using PySD and PySD-compatible JSON schema\n\n[![Text2Sim MCP Server (demo)](assets/youtube_screen.png)](https://www.youtube.com/watch?v=qkdV-HtTtLs \"Text2Sim MCP Server (demo)\")\n\n---\n\n## About\n\nThe Text2Sim MCP Server is an open source project developed by [The Cato Bot Company Limited](https://catobot.com). We believe in transparent, commercially-backed open source development that benefits both users and contributors while supporting sustainable project growth. Community contributions are accepted through standard pull request procedures.\n\n---\n\n## Installation\n\n### **Prerequisites**\n- Python **3.12** or higher\n- [`uv` package manager](https://github.com/astral-sh/uv)\n\n### **Install `uv`**\n\n#### On macOS and Linux:\n```bash\ncurl -LsSf https://astral.sh/uv/install.sh | sh\n```\n\n#### On Windows (PowerShell):\n```powershell\npowershell -ExecutionPolicy ByPass -c \"irm https://astral.sh/uv/install.ps1 | iex\"\n```\n\nLearn more: [astral-sh/uv](https://github.com/astral-sh/uv)\n\n---\n\n## Quick Start\n\n### **Clone the repository**\n```bash\ngit clone https://github.com/IamCatoBot/text2sim-MCP-server.git\ncd text2sim-MCP-server\n```\n\n### **Install dependencies**\n```bash\nuv …","publisher":null,"homepage":null,"repository":null,"version":"2.6.0","license":null,"protocols":["mcp"],"tags":["mcp"],"pricing":null,"endpoints":[{"url":"pypi:iflow-mcp_iamcatobot-text2sim-mcp-server","type":"package_pypi","auth":null,"probeable":false}],"skills":null,"tools":null,"extra":null,"attribution":{"kind":"pypi","name":"pypi","summary":"pypi","version":"pypi","description":"pypi"}},"derived":{"capabilities":[{"slug":"dev.version-control","name":"Version Control","confidence":1,"provenance":"derived"},{"slug":"dev.package-management","name":"Packages & Dependencies","confidence":0.859,"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":"iflow-mcp_iamcatobot-text2sim-mcp-server","registry":"pypi","observedAt":"2026-11-09T08:25:05.280Z","publishedAt":"2026-02-11T00:39:18.748307Z","latestVersion":"2.6.0"},"toolSurface":null,"endpointFacts":[]},"verification":{"claimed":false,"claimedAt":null,"proofs":[]},"provenance":{"sources":[{"source":"pypi","key":"iflow-mcp_iamcatobot-text2sim-mcp-server","url":"https://pypi.org/project/iflow-mcp_iamcatobot-text2sim-mcp-server/","firstSeenAt":"2026-09-09T19:23:45.874Z","fetchedAt":"2026-11-09T08:24:11.026Z","normalizedAt":"2026-11-09T08:24:11.026Z"}]},"firstSeenAt":"2026-09-09T19:23:45.874Z","updatedAt":"2026-11-09T08:25:05.280Z"}