mcp-registry/ai.gtfi/groundtruth · v1.0.0
Also listed as glama/dranos-bot/groundtruth-mcp-server
As of 2026-10-26 21:19 UTC, the Gtfi Groundtruth MCP server is up with a Glimind reliability score of 92/100 (grade A). Over the last 30 days it answered 99.9% of Glimind's liveness checks. It had 6 outages in 90 days, with a median recovery of 4 minutes.
Two independent AI models read a GPR, locate or pipe scan and flag the do-not-core call.
Point your MCP client at this streamable-http endpoint: https://gtfi.ai/mcp
3 of 3 tool(s) carry no readOnlyHint/destructiveHint annotations.
Annotate read-only tools with {"readOnlyHint": true}. Agents and gateways can then run them without a confirmation prompt, and route around destructive ones. How to fix →
No tool declares an outputSchema.
Declare outputSchema and return structuredContent (MCP 2025-06-18+). Agents can then parse results without guessing, and chain tools reliably. How to fix →
Paste-ready definitions with the problems above fixed. Changes marked verify need a human look. All of them as JSON: /v1/readiness/mcp-registry%2Fai.gtfi%2Fgroundtruth/fixes
{
"name": "draft_estimate",
"description": "Turn 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.",
"inputSchema": {
"type": "object",
"required": [
"job_description"
],
"properties": {
"trade": {
"type": "string",
"description": "electrical, plumbing, hvac, or general. Defaults to general."
},
"job_description": {
"type": "string",
"description": "What the contractor did or will do, in plain words. e.g. \"Replaced the panel, 85 feet of conduit, 8 can lights, 16 hours.\""
}
}
},
"annotations": {
"readOnlyHint": true
}
}{
"name": "get_pricing",
"description": "Current GroundTruth and GruntPay plans and prices. Free to call — use it before answering any cost question rather than guessing.",
"inputSchema": {
"type": "object",
"properties": {}
},
"annotations": {
"readOnlyHint": true
}
}{
"name": "read_scan",
"description": "Get 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 technic",
"inputSchema": {
"type": "object",
"required": [
"image_url"
],
"properties": {
"image_url": {
"type": "string",
"description": "Public https URL to a JPEG or PNG of the scan or the marked-up surface. Max 8 MB."
},
"discipline": {
"type": "string",
"description": "One of: gpr (concrete scanning), locate (utility locating), pipe (CCTV sewer), xray (concrete radiograph), milestone (FL SB 4-D condo concrete). Defaults to gpr."
},
"field_note": {
"type": "string",
"description": "Optional: what the technician said on site. Used as context for names and depths only — it can never clear a hazard the image shows."
}
}
},
"annotations": {
"readOnlyHint": true
}
}Get an email or webhook when this server's readiness drops by 10+ points, tool-poisoning text appears, or a tool breaks:
curl -X POST https://glimind.com/v1/subscriptions -H 'content-type: application/json' -d '{"tools":["mcp-registry/ai.gtfi/groundtruth"],"email":"[email protected]"}'Agents: watch_tool({"toolId": "mcp-registry/ai.gtfi/groundtruth"}) over MCP.
read_scan ~313 tokensdraft_estimate ~226 tokensget_pricing ~60 tokensStatic checks of the advertised tools/list (schema, descriptions, annotations, tool-poisoning patterns, names, size) plus observed protocol, uptime, latency and contract changes. Read-only: no tool is ever called. Weights: schema 15, docs 20, safety 15, efficiency 15, compatibility 15, protocol 5, reliability 10, stability 5. Token counts are estimates (~3.6 characters per token).
Operator? Fix these, then re-check live. Embed the readiness badge:
[](https://glimind.com/server/mcp-registry%2Fai.gtfi%2Fgroundtruth?ref=badge)
<a href="https://glimind.com/server/mcp-registry%2Fai.gtfi%2Fgroundtruth?ref=badge"><img src="https://glimind.com/v1/readiness/badge/mcp-registry%2Fai.gtfi%2Fgroundtruth.svg" alt="MCP agent-readiness"></a>
.. image:: https://glimind.com/v1/readiness/badge/mcp-registry%2Fai.gtfi%2Fgroundtruth.svg :target: https://glimind.com/server/mcp-registry%2Fai.gtfi%2Fgroundtruth?ref=badge :alt: MCP agent-readiness
Glimind records every version of this server's tool definitions in a signed, append-only transparency log. Current manifest sha256:75952ee0730c08bd…, first seen 2026-10-17, included at leaf 4994 of 75,501. Version history · verify what your client received.
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Glimind tells agents whether a server is up right now and how to call it, then fails over to a live alternative when it isn't.
Claude Code
claude mcp add --transport http glimind https://glimind.com/mcp
Claude Desktop · Windsurf · Cline (mcpServers JSON)
{
"mcpServers": {
"glimind": {
"type": "http",
"url": "https://glimind.com/mcp"
}
}
}
As of 2026-10-26 21:19 UTC, the Gtfi Groundtruth MCP server is up with a Glimind reliability score of 92/100 (grade A). Over the last 30 days it answered 99.9% of Glimind's liveness checks. It had 6 outages in 90 days, with a median recovery of 4 minutes.
Gtfi Groundtruth MCP server advertises 3 tools, including draft_estimate, get_pricing, read_scan.
Point your MCP client at this streamable-http endpoint: https://gtfi.ai/mcp
Glimind scanned all 3 tool definitions for tool-poisoning patterns — hidden or invisible characters, instructions that override the model, concealment from the user, requests to read credential or MCP config files, conversation exfiltration and cross-tool shadowing — and found none. This checks what the server tells the model, not what its code does; review the source before granting access to sensitive data.
Status page: 90-day uptime, every outage and how long it lasted.
Claim this listing to get the Verified operator marker, a remediation checklist and owner analytics, or embed the live badge from any of the tool pages above. Maintainers: alerts, deploy attestation and monthly reports.
Status is an automated estimate from Glimind's liveness checks (handshake and tool listing only; no tool is ever called) and may lag or differ from your network. Glimind is not affiliated with this server or its operator. Operator? Request a correction or opt out at https://glimind.com/opt-out.