Carbon vs GroundTruth — subsurface scan QA & trade estimating

A side-by-side look at the Carbon and GroundTruth — subsurface scan QA & trade estimating MCP servers: transport, auth, tools, quality signals, and the config to install either one in Claude, Cursor, Windsurf or VS Code.

Carbon logoCarbonIndustrial & IoT · Remote HTTP/SSEOpen-source manufacturing ERP, MES and QMS. Quoting, MRP, inventory, shop floor, quality and lot/serial traceability on one Postgres schema, with a REST API and MCP server. Self-host or use Carbon Cloud.56GoodAuth: not declaredGroundTruth — subsurface scan QA & trade estimating logoGroundTruth — subsurface scan QA & trade estimatingIndustrial & IoT · Remote HTTP/SSETwo independent AI models read a GPR, locate or pipe scan and flag the do-not-core call.53GoodAuth: not declared

Verdict: choose Carbon for industrial & iot work over a hosted endpoint; choose GroundTruth — subsurface scan QA & trade estimating for industrial & iot over a hosted endpoint. You can also run both side by side in one mcpServers block.

Which MCP server should you choose?

Carbon logoChoose Carbon when

  • You need dedicated capabilities in the Industrial & IoT domain.
  • You prefer a remote HTTP/SSE transport.
  • You have the keys it needs: CARBON_API_KEY.
Explore Carbon

GroundTruth — subsurface scan QA & trade estimating logoChoose GroundTruth — subsurface scan QA & trade estimating when

  • You need dedicated capabilities in the Industrial & IoT domain.
  • You prefer a remote HTTP/SSE transport.
  • You want tools like read_scan, draft_estimate, get_pricing.
Explore GroundTruth — subsurface scan QA & trade estimating

Feature & specification comparison

Rows where the two servers differ are marked.

SpecCarbon logoCarbonGroundTruth — subsurface scan QA & trade estimating logoGroundTruth — subsurface scan QA & trade estimating
CategoryIndustrial & IoTIndustrial & IoT
Quality signal56/100 · Good53/100 · Good
Install commandConfirmedConfirmed
TransportRemote HTTP/SSERemote HTTP/SSE
AuthNot declaredNot declared
PricingFreeNot declared
Required env varsCARBON_API_KEYNone listed
Verified ownerCommunity listingCommunity listing
GitHub stars2,7560
Directory activity 3 views 0 installs 0 upvotes 2 views 0 installs 0 upvotes
ToolsNot listed3

Tools & capabilities

Carbon tools

No tool names declared yet. Check the project README from the listing page.

GroundTruth — subsurface scan QA & trade estimating tools 3

  • read_scanGet an independent AI second opinion on a subsurface scan before anyone cores or digs. Send a public image URL of a GPR scan, a marked-up concrete slab photo, a utility-locate markup, a concrete radiograph, or a CCTV pipe frame. TWO different AI models read it independently — the second is prompted to refute the first — and you get back every located target with its hazard class (do-not-core / rebar / verify / clear), plus a QA flag when the two reads disagree. Advisory only: a certified technician must review and sign off before any cutting.
  • draft_estimateTurn a plain-English description of a trade job into a professional itemized bid — real materials by size, fittings, consumables and labor on its own line, at realistic US market prices. Built for one-truck electrical, plumbing, HVAC and general-contracting shops. This is GruntPay: the contractor normally speaks this into their phone. Returns the line items plus a link to brand it and send it to the customer.
  • get_pricingCurrent GroundTruth and GruntPay plans and prices. Free to call — use it before answering any cost question rather than guessing.

Ready-to-paste client configs

Paste either block (or both) into your client config, e.g. claude_desktop_config.json or ~/.cursor/mcp.json. We only show a config when the install command is confirmed.

Carbon

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "carbon-2": {
      "url": "https://docs.carbon.ms/api/mcp"
    }
  }
}

GroundTruth — subsurface scan QA & trade estimating

mcpServers (Claude Desktop / Cursor)
{
  "mcpServers": {
    "groundtruth-subsurface-scan-qa-trade-estimating-2": {
      "url": "https://gtfi.ai/mcp"
    }
  }
}

Frequently asked questions

Carbon is categorized under Industrial & IoT and uses a remote HTTP/SSE transport. GroundTruth — subsurface scan QA & trade estimating belongs to Industrial & IoT and uses a remote HTTP/SSE transport. Pick Carbon for industrial & iot work and GroundTruth — subsurface scan QA & trade estimating for industrial & iot.

Copy the mcpServers block from the config section on this page into your client's config (for example claude_desktop_config.json or ~/.cursor/mcp.json), then fully restart the client.

Carbon is listed as free. GroundTruth — subsurface scan QA & trade estimating has no declared pricing — check the project's own site. If a server needs environment variables such as API keys, define them under the env key in your client's MCP config.

Yes. MCP clients support multiple servers: add carbon-2 and groundtruth-subsurface-scan-qa-trade-estimating-2 as separate keys in the same mcpServers object, and your assistant will call tools from either one.

On AllMCPs, Carbon has a quality signal of 56/100 (Good) with 3 views, 0 installs and 2,756 GitHub stars. GroundTruth — subsurface scan QA & trade estimating has 53/100 (Good) with 2 views, 0 installs and 0 GitHub stars.