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NeuronForm MCP server

Which MCP servers are NeuronForm's own, from the official registry and from asking its own domain, whether they answer, and what they offer. A program checked each of these, nobody copied them from a product page.

read 2026-11-03

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Whose server it is
  • Registry namecom.neuronform/mcpverified in the MCP registry

The registry name sits under neuronform.com. The registry only lets a publisher use that namespace after proving control of the domain through DNS or HTTP.

When we asked itchecked 2026-11-03
  • Stateanswerschecked 2026-11-03
  • Tools10
  • Server calls itselfNeuronForm
  • Server version0.1.0
  • Protocol version2025-06-18

On 2026-11-03 the server answered initialize and tools/list without a sign-in. First answer in 778 ms.

Should an agent connect itNot proven either way yet
  • Whether its tools do the product's job has not been judged yet.
  • Checked on 2 of the 7 days it takes to judge reliability.

Said by rules from the measurements above. The likely first call is a model's pick from the tool list; read its description before relying on it.

Measured dailydaily checks: 2, the first on 2026-11-03
  • INITE MCP scoreafter a weeka score needs 7 daily checks: 2 so far
  • Answeredmeasuring2 of the 7 daily checks it takes to print a share
  • Median first answer784 ms
  • Space in an agent's context≈ 3,218 tokensthe definitions of all its tools (10), which an agent carries on every turn
  • Tool definitionsA · 97 of 100
  • Typed results0 of 10 toolsdeclared outputSchema: results come typed, read once
  • Parameters without a description: in 2 of 10

What an agent can do with it

  • not sure · generate a 3D-printable model of any place from OpenStreetMap data
  • not sure · add texts and shapes to a printed map model
  • not sure · offer customers a branded configurator for ordering map prints

Each of the product's use cases, put to Jev against this server's tool list: can an agent do it with these tools?

Worth a look

None of the five warning signs in these definitions.

A program checks the server once a day: initialize and tools/list, no model. Tokens are the definitions' length at about four characters a token. The grade averages six checks of every tool's name, description, schema and annotations; it says how well the tools are described, not whether they work. The score weighs what was measured and nothing else: answering (25%), doing the product's job (25%), definitions (20%), context (10%), use (10%) and how readily a client connects (10%). A part that was not measured is left out, and a hidden instruction caps the score at 40. The state of vendors' MCP servers: method and numbers →

Tools it offers10 tools · read 2026-11-03
  • search_places

    Searches places, streets, and house numbers in the place index of NeuronForm and returns candidates with name, lat, lon, and kind.

  • create_design

    Compiles a short brief into a complete design with the configurator defaults; the centre given by place or lat and lon is the centre of tile 0. Invalid values fall back to their defaults with a notice naming the brief field. Change the…

  • edit_design

    Changes a design and returns the complete changed design, validated against the rules and the limits of anonymous use. changes takes brief fields (an absent field keeps the design: width, rotation, model_width, exaggeration, relief…

  • get_design_guide

    Returns the guide of one topic of the design JSON with the JSON schema of its fields.

  • find_map_elements

    Lists roads and paths, buildings, areas, or ground regions of the design with a ready-to-insert request fragment and its target path; a building also carries the placement of a custom house that replaces it.

  • edit_tiles

    Adds a tile at, or removes the tile at, a compass side of a tile and returns the updated design.

  • validate_design

    Checks a design against the request rules, the limits of anonymous use, and the restricted areas without generating it.

  • render_design

    Renders a design as an image, returns its summary, and opens the interactive 3D viewer where the host supports it. The default overview shows four 3D views from the north, east, south, and west beside the top view with north up and a…

  • share_design

    Stores the design and returns a link, valid for 90 days, that opens exactly this design in the NeuronForm configurator.

  • list_templates

    Lists published gallery templates with slug, title, and image URL; with a slug it returns the design of that template.

How to connect

Add the server to your MCP client config. Claude Desktop, Cursor and most other clients read this shape:

{
  "mcpServers": {
    "neuronform": {
      "type": "http",
      "url": "https://neuronform.com/mcp"
    }
  }
}

Add it

Claude Code, in a terminal

claude mcp add --transport http neuronform https://neuronform.com/mcp

Add to CursorAdd to VS Code

claude.ai, ChatGPT and other clients: add https://neuronform.com/mcp as a custom connector in the settings.

Each line is something a program found when it went looking: the registry entry, the server's own answer, a spec that parses. A missing line means we did not find it, not that it does not exist.