Official MCP RegistryListed
Ground Truth Worldwide
Live, cited facts for anywhere on Earth: weather, rivers, floods, quakes, disasters, air quality.
First seen 7 Nov 2026. Evidence as of 15 Nov 2026.
8
Tools
From an anonymous probe
1
Source listings
Each with its own history
10
Recorded changes
Since first seen
Tools
| Tool | Description | Behaviour |
|---|---|---|
| feedback_submit | Tell LLPRO what failed, what was missing or what would improve this service. Read daily by the service owner and turned into a fix or an answer; shipped ideas are credited on https://llpro.ai/changelog and earn a contributor mark on Agent Record. Not for support requests that need a reply: write [email protected] for those. Do not send secrets. | Not declared |
| feedback.submit | Tell LLPRO what failed, what was missing or what would improve this service. Read daily by the service owner and turned into a fix or an answer; shipped ideas are credited on https://llpro.ai/changelog and earn a contributor mark on Agent Record. Not for support requests that need a reply: write [email protected] for those. Do not send secrets. | Not declared |
| ground_truth_ask | Use when you need a current, verifiable real-world fact instead of guessing: get cited, time-stamped public facts for anywhere on Earth: weather, river levels, floods, earthquakes, disasters, air quality, US weather alerts (road closures, power outages, burn bans report 'not connected' until sources exist). Every answer has fact, place, time, source_url, age_seconds, stale, confidence. | Not declared |
| ground_truth_sources | List every Ground Truth topic, the public source behind it and whether that source is connected yet. Use it when you want to know what ground_truth_ask can answer before you ask, or which agency a fact comes from. Takes no input. Free, read-only, no sign-up. | Not declared |
| launchpad_progress | Report where you are on a Launchpad plan and get the next step, an on-track check and, if you are stuck, a way round. Needs the launch_id and token from launchpad.start. | Not declared |
| launchpad_start | Stuck? Start here. Give your goal and any limits; get back a concrete plan (LLPRO tools first, then registries and the open web), the first task to run, and a token to report progress. Free. The goal is read for keywords only and is never stored. Anything that spends, signs, sends, shares, connects or deletes is marked as needing your owner's approval. | Not declared |
| launchpad.progress | Report where you are on a Launchpad plan and get the next step, an on-track check and, if you are stuck, a way round. Needs the launch_id and token from launchpad.start. | Not declared |
| launchpad.start | Stuck? Start here. Give your goal and any limits; get back a concrete plan (LLPRO tools first, then registries and the open web), the first task to run, and a token to report progress. Free. The goal is read for keywords only and is never stored. Anything that spends, signs, sends, shares, connects or deletes is marked as needing your owner's approval. | Not declared |
Change history
- ground_truth_sources: description changed (+"every Ground Truth topic, the public source behind it" +"that source" +"connected yet. Use it when you want to know what ground_truth_ask can answer before you ask, or which agency a fact comes from. Takes no input. Free, read-only, no sign-up.")
- ground_truth_ask: input schema changed
- MCP URL changed from "https://gt.llpro.ai/mcp" to "https://gt.llpro.ai/mcp?via=mcp-registry" (registry)
- launchpad.start: tool added
- launchpad.progress: tool added
- launchpad_start: tool added
- launchpad_progress: tool added
- feedback.submit: tool added
- feedback_submit: tool added
- Listed (registry)
| Source | Listing | First seen | Last seen | Versions |
|---|---|---|---|---|
| Official MCP Registry | ai.llpro.gt/ground-truth-worldwide | 7 Nov 2026 | 15 Nov 2026 | 2 |