Timeweaver MCP Server

Synthetic time-series test data with trend, seasonality, noise, and anomalies, for any MCP client.

Local serverstdio

What is the Timeweaver MCP server?

Timeweaver MCP server is a locally run integration for AI assistants that speak the Model Context Protocol. Synthetic time-series test data with trend, seasonality, noise, and anomalies, for any MCP client.

What you get

LLMs are unreliable at hand-generating coherent time-series — trends drift, "seasonality" doesn't actually repeat, and correlations between series are fake. TimeWeaver generates data with verifiable statistical properties: a linear trend really has the slope you asked for, a seasonal cycle really repeats at its period, two correlated series really hit the target correlation, and AR(1) noise really has the autocorrelation you set.

Configuration and credentials

You will need one environment variable: TIMEWEAVER_LICENSE. Keep credentials in your client's env block or a secrets manager rather than in a file you might commit.

Setting it up

timeweaver-mcp on npm is all you need. Most clients run it directly, so configuration is a few lines and a restart.

Choosing this one

Among the developer tooling options, the useful question is rarely "what can it do" but "what does it cost you to run" — permissions, credentials, and how much of your context its toolset consumes. It is maintained by FixtureForge; worth a glance at recent repository activity before you build anything load-bearing on it.

SyncDev reviews every entry in this directory against the project's own documentation before publishing, and revisits them as servers change.

Before you rely on it

  • It runs with your machine's permissions. That is convenient and also the reason to think about what you point it at before you approve a tool call.
  • MCP clients confirm each tool call by default. Leave that on until you have watched what the timeweaver mcp server does with a few real requests.

How to install the Timeweaver MCP server

To unlock Pro, add your license key:

```json
{
  "mcpServers": {
    "timeweaver": {
      "command": "npx",
      "args": ["-y", "timeweaver-mcp"],
      "env": { "TIMEWEAVER_LICENSE": "YOUR-KEY-HERE" }
    }
  }
}

Configuration as documented by the project. Restart the client after saving.

Configuration

VariableDescriptionRequired
TIMEWEAVER_LICENSEConfiguration value read at startup.Optional

Frequently asked questions

It connects Timeweaver to MCP-compatible AI assistants such as Claude and Cursor. Instead of copying data back and forth by hand, the assistant works with Timeweaver directly.