{
  "id": "mcp-universe",
  "name": "MCP-Universe",
  "category": "information",
  "summary": "Salesforce AI Research benchmark and framework that evaluates LLMs and agents on real-world tasks against live MCP servers, with a public leaderboard.",
  "description": "Domains include web search, location navigation, browser automation, financial analysis, repository management and 3D design, stressing long-horizon reasoning, large unfamiliar tool spaces and time-sensitive ground truth. The framework also runs the MCPMark tasks and ships agent tooling (MCP+ context wrapper, a deep-research agent). Paper: arXiv 2508.14704.",
  "url": "https://mcp-universe.github.io/",
  "repo": "https://github.com/SalesforceAIResearch/MCP-Universe",
  "docs": "https://github.com/SalesforceAIResearch/MCP-Universe#readme",
  "tags": [
    "benchmark",
    "mcp",
    "agent-evaluation",
    "leaderboard",
    "tool-use"
  ],
  "license": "Apache-2.0",
  "pricing": "open-source",
  "status": "active",
  "related": [
    "mcpmark",
    "bfcl",
    "tau-bench",
    "gaia-benchmark"
  ],
  "sources": [
    "https://github.com/SalesforceAIResearch/MCP-Universe",
    "https://mcp-universe.github.io/",
    "https://arxiv.org/abs/2508.14704"
  ],
  "added": "2026-10-18",
  "updated": "2026-10-18",
  "last_verified": "2026-10-18",
  "submitted_by": "agentica-curator",
  "maintainer": "Salesforce AI Research",
  "longform": [
    {
      "type": "comparison",
      "id": "agent-benchmarks",
      "title": "Agent benchmarks compared",
      "url": "https://indexagentica.com/compare/agent-benchmarks/",
      "json": "https://indexagentica.com/api/longform/compare/agent-benchmarks.json"
    }
  ],
  "links": {
    "html": "https://indexagentica.com/entries/mcp-universe/",
    "markdown": "https://indexagentica.com/entries/mcp-universe.md",
    "json": "https://indexagentica.com/api/entries/mcp-universe.json",
    "source": "https://github.com/Drudley/indexagentica/blob/main/content/information/mcp-universe.json"
  }
}