Open Factory

com.open-factoryPublished by open-factory.comOfficial publisherv1.0.0Updated Oct 26, 2026

Lead times, prices, tariffs and grid interconnection terms for factory and datacenter equipment.

VerifiedStreamable HTTPWeb executableFinanceData & AnalyticsBusiness & Commerce

Overview

AI-generated overview

Remote MCP server exposing Open Factory data on equipment lead times, price bands, tariffs and grid interconnection terms for factory and datacenter projects.

What you can do
  • Search and read Open Factory articles, with cited sources and the CSV files behind their charts
  • Look up current model readings, published lead times by equipment class, and procurement price bands
  • Check US import tariff rates by HTS line and origin, and large-load connection terms across US utilities and markets
  • Review OEM book-to-bill, backlog and disclosure scorecards, plus dated forecasts and their scored results
  • List the CSV datasets behind published charts and the source tables behind Open Factory calculators
When to use it
Useful when an assistant needs sourced, dated figures on electrical and cooling equipment supply, pricing, tariffs or grid connection costs, for example when sizing a datacenter build, comparing OEM disclosures or checking tariff exposure.
Requirements
A remote streamable HTTP endpoint; no local install. An optional Authorization header with a Bearer key from the provider's developer page unlocks Pro and Institutional data; free tools work without it.
Before you install
Some data is paid: articles behind a paywall return text only up to the paywall, and quarterly book-to-bill history requires a paid tier. A key is sent as the Authorization header, so treat it as a secret. Figures are third-party published data and should be checked against the cited source documents.

Installation

In SourceWeft

  1. Open Open Factory in the dashboard and add it to a workspace.
  2. Enable the server for the chats that should use its tools.

Web executable via Streamable HTTP. Remote servers run from the web runtime once configured in a workspace.

Use with an agent

Paste this prompt into Claude Code, Codex, Cursor or another agent — or into SourceWeft chat. The agent reads this server's install guide, shows you its publisher, endpoint and sign-in, and adds it to your client once you agree. Keys never go into a command.

Read https://sourceweft.com/mcp/com.open-factory%2Fopen-factory/install.md and connect the MCP server it describes to my client. Before changing any config, show me its publisher, endpoint and sign-in method and wait for my OK. Never put an API key in a command or in a file I would commit; ask me where it should come from.

Read the install guide the agent follows

Other MCP clients

Add this to your client's mcpServers config.

{
  "mcpServers": {
    "open-factory": {
      "type": "http",
      "url": "https://open-factory.com/mcp"
    }
  }
}

Tools

12

search_articles

Search articles

Search Open Factory articles by topic, equipment class, company, tag or series ID. Returns the best matches with slug, URL, date, pillar, summary and the CSV files behind their charts; the slug identifies an article for a full-text read.

Parameterslimitqueryrequiredpillar

get_article

Get an article

Full metadata and the free text (markdown) of one Open Factory article by slug, with its cited sources and CSV files. Articles with a paywall return the text up to the paywall and say so.

Parametersslugrequired

get_index_readings

Index headlines

The current public headline number of every Open Factory model (lead time, build cost per MW, book-to-bill, OEM disclosure, energization year), each with its source document and date.

Takes no parameters.

get_lead_times

Lead times by class

Current published lead time, in weeks, for factory and datacenter electrical equipment classes (transformers, switchgear, switchboards, MCC, busway, gensets, ATS, drives), each with the OEM or publisher and its date. Optional text filter on the class name. Edition history and per-product OEM rows are paid.

Parametersquery

get_price_bands

Bid-tab price bands

Transaction price bands from public procurement awards: pad-mount and power transformers ($/kVA), MV switchgear, gensets ($/kW) and chillers ($/ton), with p25, median, p75, n, buyers and award-date range. Filter by class and window (recent = awards since 2024-01-01). Award rows with document URLs are paid.

Parametersclasswindow

get_tariff_rates

Tariff rates

US import tariff for factory and datacenter equipment: 22 HTS lines (transformers, switchgear, gensets, chillers, machine tools, robots and parts) by origin country, with MFN, Section 232, Section 301 and total ad valorem rates and the instrument behind each. Filter by HTS prefix, origin or a word in the description.

Parametershtsqueryorigin

get_large_load_terms

Large-load interconnection terms

What a 50 MW or larger load pays to connect in fifteen US utilities and markets: study fee, security or collateral per MW, minimum bill, contract term, ramp, exit fee and realistic energization year, each cell linked to the tariff or docket. Optional filter by market, utility or state.

Parametersmarket

get_book_to_bill

Book-to-bill by OEM

Latest quarter orders, revenue, backlog, book-to-bill and backlog growth for the electrical, power and cooling OEMs (Eaton, GE Vernova, Siemens Energy, ABB, Schneider, Vertiv, Powell, Caterpillar, Cummins, Trane and others), from filings and releases. Quarterly history is paid.

Parametersoem

get_disclosure_scorecard

OEM disclosure scorecard

Whether each equipment OEM publishes a dated lead-time schedule, list prices, backlog in dollars, capacity in units and delivery performance, scored yes, partial or no with the document behind every cell. Optional filter by OEM; set cells=true for the evidence rows.

Parametersoemcells

get_record

The Record

Every dated, checkable forecast Open Factory has made (lead times, prices, tariffs, power), the public series it is scored against, the date it resolves, and the result once scored. Filter by status.

Parametersstatus

list_datasets

CSV datasets

The CSV files behind every chart Open Factory publishes, grouped by article, with direct download URLs. Each file keeps a source column naming the filing, tariff, docket, award or series the row came from. Optional filter by article slug or topic word.

Parametersquery

get_tool_data

Calculator source table

The source table one Open Factory calculator runs on, with every input's provenance: copper-wire-price-sheet, genset-tco, interconnection-cost, lead-time-schedule, pjm-capacity-bill, quote-check, tariff-exposure-calculator, transformer-sizing-cost. The calculation itself runs in the browser at the tool URL in this version.

Parameterstoolrequired

Version history

1
  1. v1.0.0LatestOct 16, 2026

Score

72% of the applicable checks met

How complete this listing is, computed from the registry entry, the endpoint and public sources. Not a rating of the server and not a statement that it is safe or working today: reachability is a dated check, and no installs or reviews go into the score.

  • Reached in the last 30 daysRequired25 pts
  • Auth declaredRequired10 pts
  • Tools listedRequired15 pts
  • DescriptionRequired15 pts
  • Logo10 pts

    Publish an icon in the registry entry.

  • Documentation15 pts

    Declare a GitHub repository with a README, or serve resource_documentation in the OAuth protected-resource metadata.

  • LicenseNot applicable

    A hosted service is used under its provider's terms, so no license is expected here. This check is left out of the percentage.