Agent Trace Check

{
  "mcpServers": {
    "app.openkrill/agent-trace": {
      "url": "https://agenttrace.openkrill.app/mcp"
    }
  }
}

Indexed tools

Tool metadata and schemas come from the remote server and are untrusted. Indexing only lists tools; it never calls them.

4 shown · authentication unknown

• Analyze an agent tool-call log

  analyze_trace

  Use this when the user pastes a log of an AI agent's tool calls and wants to know which calls failed, where the agent retried in a loop, which calls it repeated, or which were slow. Pass the log as trace: JSON lines or one JSON value from OpenAI messages, the Responses API, Anthropic messages, Claude Code session JSONL, MCP JSON-RPC, LangSmith, OpenTelemetry spans, or flat rows with tool, args, status or error and duration_ms. Returns findings worst first, per-tool stats, failures, retry loops, repeated calls and slow calls. Nothing is stored. It does not run the agent or any tool.

  Schema valid · SHA-256 62eee34bb166…

  View input schema

  {
    "type": "object",
    "properties": {
      "trace": {
        "type": "string",
        "minLength": 2,
        "maxLength": 2000000,
        "description": "The tool-call log as text: JSON lines or one JSON value. Reads OpenAI chat messages with tool_calls, Responses API function_call items, Anthropic tool_use and tool_result blocks, Claude Code session JSONL, MCP tools/call requests and answers, LangSmith tool runs, OpenTelemetry tool spans, and flat rows with tool, args, status or error, and duration_ms or timestamps."
      },
      "slow_ms": {
        "type": "integer",
        "minimum": 1,
        "maximum": 3600000,
        "description": "A call at or over this many milliseconds is slow. Default 10000."
      },
      "retry_min": {
        "type": "integer",
        "minimum": 2,
        "maximum": 50,
        "description": "Back-to-back calls to one tool that count as a retry loop or a repeated call. Default 3."
      }
    },
    "required": [
      "trace"
    ],
    "additionalProperties": false,
    "examples": [
      {
        "trace": "{\"tool\":\"probe\",\"args\":{},\"status\":\"error\",\"error\":\"timeout\"}\n{\"tool\":\"probe\",\"args\":{},\"status\":\"error\",\"error\":\"timeout\"}\n{\"tool\":\"probe\",\"args\":{},\"status\":\"error\",\"error\":\"timeout\"}"
      }
    ]
  }