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JCGE Agent Interface

by equicircoversion 0.3.1i★ –iRuns on your computer
Registry nameio.github.equicirco/JCGEAgentInterface.jl

Install

Overview

Description from the maker (original English)

JCGE MCP server for CGE discovery, guidance, examples, solving, validation, and reporting.

PopNx MCP’s three pillars

These three are never merged into one score: opinions, measurements and popularity are different things.

What you can do with it

We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.

  • Connection: Runs on your computer
  • Transport: stdio
  • Category: Other

Install

Pick the AI app you use, then copy the settings.

Before you install

  • Basic checks: 1 of 1 passed
  • Runs on your computer with your user’s permissions (files, network, apps).
  • The registry lists no key to fill in.

You need

Which app do you use?

Pick your app above. We remember it, so next time the button says “Install in …”.

Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json

{
  "mcpServers": {
    "jcgeagentinterface-jl": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "ghcr.io/equicirco/jcge-agentinterface-mcp:0.3.1"
      ]
    }
  }
}

Run this in your terminal

claude mcp add jcgeagentinterface-jl -- docker run -i --rm ghcr.io/equicirco/jcge-agentinterface-mcp:0.3.1

Open in Cursor

Or copy the settings yourself

Paste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json

{
  "mcpServers": {
    "jcgeagentinterface-jl": {
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "ghcr.io/equicirco/jcge-agentinterface-mcp:0.3.1"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

Open in VS Code

Or copy the settings yourself

Paste into .vscode/mcp.json in your project

{
  "servers": {
    "jcgeagentinterface-jl": {
      "type": "stdio",
      "command": "docker",
      "args": [
        "run",
        "-i",
        "--rm",
        "ghcr.io/equicirco/jcge-agentinterface-mcp:0.3.1"
      ]
    }
  }
}

Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.

This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.

Your choice stays on this device in a cookie; no account needed.

These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account equicirco, which owns the repo

  • … Not checked yet

    Still maintained

    We have not read this repo from GitHub yet

  • … Not checked yet

    Has a licence

    We have not read this repo from GitHub yet

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Compared with others in Otheri

  • More stars than 0% of the other 32661 servers in this category
  • Published to the registry more recently than 47% of the other 32661 servers in this category
  • Basic checks equal to or better than 100% of the other 32661 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is JCGE Agent Interface safe?

It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).

Is it still maintained?

The GitHub repo last changed –, and the latest version (0.3.1) reached the registry last month.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Docker on your computer.

What can I use instead?

In the same category: Spec Driven Development, Remote Desktop Commander, Claude Checkpoint MCP

Alternatives

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Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

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Runs on your computer★ 440MITUpdated 14 months ago
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Remote Desktop Commander

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Remote Desktop Commander: use files, terminal and processes on your own computers from any AI app.

Runs in the cloud★ 211Updated 2 days ago
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Claude Checkpoint MCP

by daniel-munoz

MCP server that checkpoints Claude Code session context to survive crashes and token limits

Runs on your computerUpdated today
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README from the maker

Open the README

Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.

JCGEAgentInterface

What is a CGE?

A Computable General Equilibrium (CGE) model is a quantitative economic model that represents an economy as interconnected markets for goods and services, factors of production, institutions, and the rest of the world. It is calibrated with data (typically a Social Accounting Matrix) and solved numerically as a system of nonlinear equations until equilibrium conditions (zero-profit, market-clearing, and income-balance) hold within tolerance.

What is JCGE?

JCGE is a block-based CGE modeling and execution framework in Julia. It defines a shared RunSpec structure and reusable blocks so models can be assembled, validated, solved, and compared consistently across packages.

What is this package?

MCP-compatible interface layer for agents that need to discover, load, solve, validate, and inspect

JCGE models. It exposes a small action API and a standard MCP stdio server over the same functionality.

The agent surface is intentionally focused on:

  • discovering installed JCGE packages and available functionality,
  • listing and describing reusable JCGEBlocks components,
  • guiding users through CGE model development with JCGE blocks,
  • guiding formulation choices such as equality systems, inequalities, MCP/complementarity, and optimization-style representations,
  • guiding source-data preparation with released JCGEImportData adapters while retaining model-owned SAM construction choices,
  • guiding calibration with the currently available JCGECalibrate loaders, SAM helpers, labeled containers, and parameter workflows,
  • guiding solver choice and reporting from generated equations,
  • listing released JCGEExamples reference model modules,
  • solving registered RunSpec models,
  • validating solved contexts,
  • rendering implemented equations, blocks, and symbols through JCGEOutput,
  • reporting or applying updates to released JCGE packages in the active Julia environment.

The package services are grouped in the documentation as discovery, modeling guidance, model interaction, reporting, environment maintenance, and MCP runtime services. See docs/src/services.md for the full service contract and current limits.

MCP server

The standard MCP transport is:

using JCGEAgentInterface

serve(transport=:mcp_stdio)

Minimal local MCP client configuration:

{

"mcpServers": { "jcge": { "command": "julia", "args": [ "--project=/path/to/JCGEAgentInterface.jl", "-e", "using JCGEAgentInterface; serve(transport=:mcp_stdio)" ] } } }

The MCP tools use the jcge_ prefix:

  • jcge_capabilities
  • jcge_list_blocks
  • jcge_describe_block
  • jcge_modeling_guide
  • jcge_formulation_guide
  • jcge_solver_guide
  • jcge_import_data_guide
  • jcge_calibration_guide
  • jcge_reporting_guide
  • jcge_list_examples
  • jcge_package_status
  • jcge_update_packages
  • jcge_list_models
  • jcge_load_model
  • jcge_solve
  • jcge_validate_model
  • jcge_render_model
  • jcge_export_results

The original custom JSON action protocol remains available:

serve() reads JSON requests from stdin and writes JSON responses to stdout.

Docker and MCP Registry

OCI-oriented MCP registry metadata is declared in server.json.

Future version tags matching v*.*.* trigger .github/workflows/publish-mcp.yml, which:

  • verifies the tag version matches Project.toml,
  • builds the MCP Docker image,
  • pushes it to GitHub Container Registry as ghcr.io/equicirco/jcge-agentinterface-mcp: ,
  • updates server.json for that release,
  • publishes the metadata to the official MCP Registry through GitHub OIDC.

The Docker image includes the MCP ownership label required by the MCP Registry:

LABEL io.modelcontextprotocol.server.name="io.github.equicirco/JCGEAgentInterface.jl"

No release, tag, image publication, or registry publication is performed by editing this repository.

How to cite

If you use the JCGE framework, please cite:

Boero, R. *JCGE - Julia Computable General Equilibrium Framework* [software], 2026. DOI: 10.5281/zenodo.18282436 URL: https://JCGE.org

@software{boero_jcge_2026,

title = {JCGE - Julia Computable General Equilibrium Framework}, author = {Boero, Riccardo}, year = {2026}, doi = {10.5281/zenodo.18282436}, url = {https://JCGE.org} }

If you use this package, please cite:

Boero, R. *JCGEAgentInterface.jl - MCP-compatible agent interface for JCGE tooling.* [software], 2026. DOI: 10.5281/zenodo.18335121 URL: https://AgentInterface.JCGE.org SourceCode: https://github.com/equicirco/JCGEAgentInterface.jl

@software{boero_jcgeagentinterface_2026,

title = {JCGEAgentInterface.jl - MCP-compatible agent interface for JCGE tooling.}, author = {Boero, Riccardo}, year = {2026}, doi = {10.5281/zenodo.18335121}, url = {https://AgentInterface.JCGE.org} }

If you use a specific tagged release, please cite the version DOI assigned on Zenodo for that release (preferred for exact reproducibility).

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