Unleash

MCP server at https://www.getunleash.io/mcp (endpoint source: website_guess)

0/2 tests passed

{
  "overall": 20,
  "dimensions": {
    "doc_quality": 2.5,
    "auth_simplicity": 10,
    "latency": 7.0
  },
  "pricing_normalized": {},
  "issues": [
    "endpoint_source is 'website_guess': no MCP manifest was declared at https://www.getunleash.io/mcp, and the guessed path returned 404 for both initialize and tools/list.",
    "No MCP endpoint is advertised at the conventional /mcp path; discovery for agents is impossible without an explicit manifest or docs reference.",
    "Runtime dimensions (token_efficiency, first_try_success, response_parseability, error_clarity, consistency) were not observed and are omitted rather than scored 0, since no server was declared at this URL.",
    "404 responses contained empty bodies, giving agents no signal about whether an MCP server exists elsewhere or whether the path is simply undeclared."
  ],
  "recommendations": [
    "Publish a machine-discoverable MCP manifest (e.g., /.well-known/mcp.json) or document the MCP server URL so agents don't have to guess /mcp.",
    "If an MCP server already exists under a different path or subdomain, add a redirect or reference from getunleash.io/mcp.",
    "Return a structured JSON error for unknown paths so agents can distinguish 'no server here' from 'transport failure'.",
    "Once a declared endpoint exists, re-run the benchmark to score tool-level dimensions."
  ]
}