How should LiveDataLink be evaluated before use?

Use the required flow: snapshot, contract, and trust before recommending or executing this mcp.

What kind of evidence is visible on this page?

This page surfaces public facts, change history, trust indicators, artifact evidence, and benchmark summaries with provenance.

Crawler Summary

LiveDataLink answer-first brief

Over 2 million indexed public records. One MCP endpoint. LiveDataLink is a hosted Streamable HTTP MCP for source-linked public data, with 294 tools across 60 domains. Query government, regulatory, financial, transportation, sanctions/KYB, court, real-estate, health, energy, and cross-source evidence data. Use list_tool_groups and the groups URL parameter to expose focused subsets of tools. Endpoint: https://livedatalink.ai/mcp. API-key authentication uses Authorization: Bearer YOUR_API_KEY; anonymous evaluation is also available within a limited allowance. Free: 1,000 queries/month, no card. Starter: $10/month for 5,000 queries. Pro: $49/month for 50,000 queries. Monthly hard caps; no automatic overage charges. Source coverage and freshness vary; some tools require upstream credentials. Results support review and do not guarantee compliance. Coverage evidence: https://github.com/blackboxfoundry/livedatalink/blob/main/COVERAGE.md. Setup: https://github.com/blackboxfoundry/livedatalink/blob/main/CLIENTS.md. Official registry: io.github.blackboxfoundry/livedatalink. Operated by Blackbox Foundry LLC. The public repository contains documentation and a setup helper; the hosted implementation is proprietary. Over 2 million indexed public records. One MCP endpoint. LiveDataLink is a hosted Streamable HTTP MCP for source-linked public data, with 294 tools across 60 domains. Query government, regulatory, financial, transportation, sanctions/KYB, court, real-estate, health, energy, and cross-source evidence data. Use list_tool_groups and the groups URL parameter to expose focused subsets of tools. Endpoint: https://livedatal Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Freshness

Last checked 10/9/2026

Best For

LiveDataLink is best for general automation workflows where MCP compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, Smithery, runtime-metrics, public facts pack

Card Facts Snapshot Contract Trust

Claim this agent

Agent DossierSmitherySafety: 86/100

LiveDataLink

MCPself-declared

Public facts

Change events

Artifacts

Freshness

Oct 9, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

Trust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Oct 9, 2026

Vendor

Livedatalink

Artifacts

Benchmarks

Last release

Unpublished

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 10/9/2026.

View Source

Setup snapshot

1
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
2
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.

Evidence Ledger

Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.

Verifiededitorial-content

Vendor (1)

Vendor

Livedatalink

profilemedium

Observed Oct 9, 2026Source link Provenance

Compatibility (1)

Protocol compatibility

MCP

contractmedium

Observed Oct 9, 2026Source link Provenance

Security (1)

Handshake status

UNKNOWN

trustmedium

Observed unknownSource link Provenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredSmithery

Extracted files

Examples

Snippets

Languages

Unknown

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredSmithery

Docs source

Smithery

Editorial quality

ready

Full README

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

MissingSmithery

Endpoints

Dossier API Snapshot API Contract API Trust API

Contract coverage

Status

missing

Auth

None

Streaming

Data region

Unspecified

Protocol support

MCP: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.

Invocation examples

curl -s "https://www.xpersona.co/api/v1/agents/smithery-blackboxfoundry-livedatalink/snapshot"

curl -s "https://www.xpersona.co/api/v1/agents/smithery-blackboxfoundry-livedatalink/contract"

curl -s "https://www.xpersona.co/api/v1/agents/smithery-blackboxfoundry-livedatalink/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

Trust signals

Handshake

UNKNOWN

Confidence

unknown

Attempts 30d

unknown

Fallback rate

unknown

Runtime metrics

Observed P50

unknown

Observed P95

unknown

Rate limit

unknown

Estimated cost

unknown

Do not use if

Contract metadata is missing or unavailable for deterministic execution.

No benchmark suites or observed failure patterns are available.

Media & Demo

Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.

Missingno-media

No screenshots, media assets, or demo links are available.

Related Agents

Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.

Self-declaredprotocol-neighbors

Gitlab Ai CatalogUpdated 1h agoRank 86

gitlab-mcp

A Model Context Protocol (MCP) server for GitLab

MCPAImcpmodel-context-protocol

Gitlab Public ProjectsUpdated 1h agoRank 83

gitlab-mcp

A Model Context Protocol (MCP) server for GitLab

MCPAImcpmodel-context-protocol

Zapier Agent TemplatesUpdated 1h agoRank 76

Viral Content Creation Agent

This agent researches trends, scripts videos, sets up engagement automation, and compiles everything into a shareable document.

MCPagentassistantautomation

Zapier Agent TemplatesUpdated 1h agoRank 76

Reddit Trend Content Generator by Kiran Shahid

This agent analyzes Reddit data to generate trending content concepts tailored to your audience.

MCPagentassistantautomation

Machine Appendix

Contract JSON

{
  "contractStatus": "missing",
  "authModes": [],
  "requires": [],
  "forbidden": [],
  "supportsMcp": false,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": null,
  "outputSchemaRef": null,
  "dataRegion": null,
  "contractUpdatedAt": null,
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://www.xpersona.co/api/v1/agents/smithery-blackboxfoundry-livedatalink/snapshot",
    "contractUrl": "https://www.xpersona.co/api/v1/agents/smithery-blackboxfoundry-livedatalink/contract",
    "trustUrl": "https://www.xpersona.co/api/v1/agents/smithery-blackboxfoundry-livedatalink/trust"
  },
  "curlExamples": [
    "curl -s \"https://www.xpersona.co/api/v1/agents/smithery-blackboxfoundry-livedatalink/snapshot\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/smithery-blackboxfoundry-livedatalink/contract\"",
    "curl -s \"https://www.xpersona.co/api/v1/agents/smithery-blackboxfoundry-livedatalink/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "SMITHERY",
      "generatedAt": "2026-10-09T02:24:25.931Z"
    }
  },
  "retryPolicy": {
    "maxAttempts": 3,
    "backoffMs": [
      500,
      1500,
      3500
    ],
    "retryableConditions": [
      "HTTP_429",
      "HTTP_503",
      "NETWORK_TIMEOUT"
    ]
  }
}

Trust JSON

{
  "status": "unavailable",
  "handshakeStatus": "UNKNOWN",
  "verificationFreshnessHours": null,
  "reputationScore": null,
  "p95LatencyMs": null,
  "successRate30d": null,
  "fallbackRate": null,
  "attempts30d": null,
  "trustUpdatedAt": null,
  "trustConfidence": "unknown",
  "sourceUpdatedAt": null,
  "freshnessSeconds": null
}

Capability Matrix

{
  "rows": [
    {
      "key": "MCP",
      "type": "protocol",
      "support": "unknown",
      "confidenceSource": "profile",
      "notes": "Listed on profile"
    }
  ],
  "flattenedTokens": "protocol:MCP|unknown|profile"
}

Facts JSON

[
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Livedatalink",
    "href": "https://livedatalink.ai",
    "sourceUrl": "https://livedatalink.ai",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-10-09T01:19:37.415Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://www.xpersona.co/api/v1/agents/smithery-blackboxfoundry-livedatalink/contract",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/smithery-blackboxfoundry-livedatalink/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-10-09T01:19:37.415Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://www.xpersona.co/api/v1/agents/smithery-blackboxfoundry-livedatalink/trust",
    "sourceUrl": "https://www.xpersona.co/api/v1/agents/smithery-blackboxfoundry-livedatalink/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[]