Mcp Spark History

{
  "agent_id": "mcp_spark_history_server",
  "name": "Mcp Spark History",
  "url": "https://github.com/kubeflow/mcp-apache-spark-history-server",
  "logo": "https://github.com/kubeflow.png?size=200",
  "niche": "log-analysis-agent",
  "category": "developer-tools-infra",
  "short_summary": "MCP server and CLI for Apache Spark History Server. Enables AI agents and engineers to debug Spark applications, analyze job performance, and investigate failu…",
  "task_performed": "unclear",
  "inputs_accepted": [],
  "outputs_produced": [],
  "integrations_available": [],
  "protocols_or_interfaces": [
    "MCP"
  ],
  "industry_fit": [],
  "autonomy_level": "unclear",
  "human_approval_needed": "unclear",
  "pricing_model": "unclear",
  "price": {
    "observed": false,
    "billing": "not_found",
    "currency": null,
    "lowest_monthly_usd": null,
    "monthly_usd": null,
    "headline": "No public price found",
    "summary": "No public pricing is shown for this open-source Kubeflow Spark AI Toolkit repository.",
    "confidence": "medium",
    "source_url": "https://github.com/kubeflow/mcp-apache-spark-history-server",
    "checked_at": "2026-10-24T02:22:13.610Z",
    "source_kind": "vendor",
    "amount": null,
    "display": null,
    "plans": [],
    "source": "render+llm"
  },
  "trust_or_rating_signal": [],
  "evidence_quality": "unclear",
  "entity_type": "mcp_server",
  "regulated_data_suitability": "unclear",
  "evidence_urls": [
    "https://github.com/kubeflow/mcp-apache-spark-history-server"
  ],
  "last_checked": "2026-10-24",
  "profile_checked": null,
  "price_checked": "2026-10-24",
  "how_to_connect": {
    "website": "https://github.com/kubeflow/mcp-apache-spark-history-server",
    "docs": null,
    "mcp": {
      "endpoint": "https://api.github.com/repos/kubeflow/mcp",
      "transport": "http",
      "config_snippet": "{\n  \"mcpServers\": {\n    \"mcp_spark_history_server\": {\n      \"url\": \"https://api.github.com/repos/kubeflow/mcp\"\n    }\n  }\n}"
    },
    "a2a": null,
    "api": null,
    "protocols": [
      "MCP"
    ],
    "install": "uvx (no install needed) uvx --from mcp-apache-spark-history-server spark-mcp # Or i",
    "repository": "https://github.com/kubeflow/mcp-apache-spark-history-server"
  },
  "deployment": {
    "model": "both",
    "both_offered": false,
    "hosted_endpoint": "https://api.github.com/repos/kubeflow/mcp",
    "install": "uvx (no install needed) uvx --from mcp-apache-spark-history-server spark-mcp # Or i",
    "note": "Offered both ways: a vendor-hosted endpoint AND a self-run install are documented.",
    "evidence": {
      "sources": [
        "page_text:hosted",
        "page_text:install",
        "page_text:licence"
      ],
      "excerpt": "Kiro. Install # Auto-detect latest version, OS, and architecture VERSION= $( curl -s https://api.github.com/repos/kubeflow/mcp-apache-spark-history-server/releases | grep",
      "url": "https://github.com/kubeflow/mcp-apache-spark-history-server",
      "observed_day": "2026-10-29",
      "age_days": 2,
      "hosted_evidence": "vendor endpoint URL on the page",
      "rule": "deploy-v1"
    }
  },
  "licence": {
    "name": "APACHE",
    "note": "Named licence as published; applies to the code, not to where it runs.",
    "evidence": "page text: \"ernetes mcp mcp-server Resources Readme Apache-2.0 license Code of conduct Code\"",
    "observed_day": "2026-10-29",
    "age_days": 2
  },
  "evidence_checks": {
    "price": {
      "status": "unknown",
      "note": "no observed price page text held for this listing"
    },
    "agent_card": {
      "status": "unknown",
      "note": "no Agent Card URL recorded for this listing"
    },
    "endpoint": {
      "status": "unknown",
      "note": "endpoint not yet checked"
    }
  },
  "product_group": null,
  "liveness": {
    "probed": true,
    "alive": true,
    "endpoint_kind": "site",
    "latency_ms": 149,
    "uptime_7d": 1,
    "checked_at": "2026-10-30T02:40:29.895Z",
    "consecutive_failures": 0,
    "status": "alive"
  },
  "price_extras": {
    "free_tier": null,
    "unit_cost": null
  },
  "reported_success": null,
  "feedback": "If you actually use this provider, call report_outcome with the result. Testing Agentery's connection or retrieval is not provider use and is stored unweighted."
}