mcp-registry/io.github.blackboxfoundry/livedatalink · v1.9.0
Also listed as github/blackboxfoundry/livedatalink
As of 2026-10-26 18:44 UTC, the Blackboxfoundry Livedatalink MCP server is up with a Glimind reliability score of 100/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks. It had 1 outage in 90 days, with a median recovery of 1 minutes.
294 public-data tools across 60 domains; source freshness varies. Free tier.
Point your MCP client at this streamable-http endpoint: https://livedatalink.ai/mcp
Loading this server's tool list costs an agent ~94,074 tokens before any work — more than 99% of MCP servers.
Split rarely-used tools into a separate server or a toolset the client can enable, or expose one "search tools" entry point. Many agents load every connected server's tools into every request. How to fix →
381 tools on one server. Tool-selection accuracy drops as the menu grows, and some clients (e.g. Cursor) cap the number of active tools.
Group tools by task into smaller servers or toolsets, and merge near-duplicates behind one tool with a mode parameter. How to fix →
28 parameter(s) across 12 tool(s) have no description.
Add a "description" to each parameter with its format and an example ("ISO 8601 date, e.g. 2026-10-17"). This is the commonest cause of wrong arguments on the first call. How to fix →
1 tool(s) have parameters with no type (no type/enum/anyOf/$ref).
Give every parameter a "type" (or "enum"/"anyOf"). Untyped parameters make models guess — strings for numbers, objects for arrays. How to fix →
No tool declares an outputSchema.
Declare outputSchema and return structuredContent (MCP 2025-06-18+). Agents can then parse results without guessing, and chain tools reliably. How to fix →
In the last 30 days: 0 tool(s) removed and 222 schema change(s).
Add new tools or optional parameters instead of renaming or removing; deprecate first (say so in the description) and remove later. Agents cache tool contracts. How to fix →
Paste-ready definitions with the problems above fixed. Changes marked verify need a human look. 12 tool(s) still need parameter descriptions written by someone who knows the API. All of them as JSON: /v1/readiness/mcp-registry%2Fio.github.blackboxfoundry%2Flivedatalink/fixes
{
"name": "carrier_monitor_recheck",
"description": "Recheck an existing carrier snapshot and identify meaningful changes since the previous check. Accepts a DOT/MC/name plus the prior result or snapshot as previous_snapshot, then compares authority, identity, insurance summary, BASIC alerts, crashes, out-of-service indicators, safety rating, and verdict. Returns unchanged/changed status, a severity, field-level changes, and the next reviewer action. Store the returned current_snapshot in your own system and call this on a schedule; LiveDataLink d",
"inputSchema": {
"type": "object",
"$schema": "http://json-schema.org/draft-07/schema#",
"properties": {
"mc": {
"type": "integer",
"description": "MC/MX number without the prefix."
},
"dot": {
"type": "integer",
"description": "USDOT number (preferred)."
},
"name": {
"type": "string",
"description": "Carrier legal name when DOT/MC is unavailable."
},
"format": {
"enum": [
"markdown",
"json"
],
"type": "string",
"description": "Report format. Defaults to markdown."
},
"previous_snapshot": {
"description": "Prior carrier_vetting result or JSON snapshot returned by an earlier call.",
"type": "string"
}
},
"additionalProperties": false
},
"annotations": {
"title": "Carrier Monitor Recheck",
"readOnlyHint": true,
"openWorldHint": true,
"idempotentHint": true,
"destructiveHint": false
}
}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/io.github.blackboxfoundry/livedatalink"],"email":"[email protected]"}'Agents: watch_tool({"toolId": "mcp-registry/io.github.blackboxfoundry/livedatalink"}) over MCP.
cftc_cot_history ~610 tokensnasa_firms_search_fires ~599 tokensfema_nfhl_search_inventory ~593 tokensfhfa_hpi_series ~567 tokensfaa_public_aviation_search_runways ~560 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%2Fio.github.blackboxfoundry%2Flivedatalink?ref=badge)
<a href="https://glimind.com/server/mcp-registry%2Fio.github.blackboxfoundry%2Flivedatalink?ref=badge"><img src="https://glimind.com/v1/readiness/badge/mcp-registry%2Fio.github.blackboxfoundry%2Flivedatalink.svg" alt="MCP agent-readiness"></a>
.. image:: https://glimind.com/v1/readiness/badge/mcp-registry%2Fio.github.blackboxfoundry%2Flivedatalink.svg :target: https://glimind.com/server/mcp-registry%2Fio.github.blackboxfoundry%2Flivedatalink?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 sha256:999f722f50937b77…, first seen 2026-10-21, included at leaf 39488 of 74,809. Version history · verify what your client received.
Compare: most reliable knowledge servers · most reliable data servers · most reliable search servers · most reliable retrieval servers · most reliable finance servers
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 18:44 UTC, the Blackboxfoundry Livedatalink MCP server is up with a Glimind reliability score of 100/100 (grade A). Over the last 30 days it answered 100% of Glimind's liveness checks. It had 1 outage in 90 days, with a median recovery of 1 minutes.
Blackboxfoundry Livedatalink MCP server advertises 300+ tools, including affordable_housing_refinance_evidence_pack, air_quality, bank_health_report, bea_compare_states, bea_search_state_indicators.
Point your MCP client at this streamable-http endpoint: https://livedatalink.ai/mcp
Glimind scanned all 381 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.