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Mirrors

by com.runmirrors

AI agent testing: replay real sessions against a rebuilt staging environment to catch regressions.

Power your agent

Add this server

The publisher's own URL. Not a PlugMCP endpoint.

Server URL
https://api.runmirrors.com/mcp
Provider
Add in Claude

Claude opens with the name and URL filled in. You still confirm it there.

Claude Code
claude mcp add --transport http com.runmirrors-mirrors https://api.runmirrors.com/mcp

Run in a terminal.

Claude Desktop
{
  "mcpServers": {
    "com.runmirrors-mirrors": {
      "command": "npx",
      "args": [
        "-y",
        "mcp-remote",
        "https://api.runmirrors.com/mcp"
      ]
    }
  }
}

claude_desktop_config.json

Step-by-step: add this in Claude

Remote URL or a command on your machine? How the two installs differ

Run on PlugMCP

Host a copy with our keys and logs.

A new server you create. It is not this listing's official endpoint. Use the publisher install when you want their URL and their credentials.

Launch

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AI agent testing: replay real sessions against a rebuilt staging environment to catch regressions.

mirrorkit (Go)

A lightweight, drop-in production trace collector for LLM agents — the Go sibling of the Python mirrorkit and TypeScript mirrorkit (npm) packages.

It does exactly one thing: take traces you hand it and send them to your Mirrors backend — batched in the background, non-blocking, and safe (it never panics into your app after Init). It does not instrument SDKs and does not run agents; you build the trace, it ships it.

Install

go get github.com/ai-singhal/mirrorkit-go

Requires Go ≥ 1.21. Zero dependencies (standard library only).

Usage

package main

import (
	"time"

	mirrorkit "github.com/ai-singhal/mirrorkit-go"
)

func main() {
	mirrorkit.Init(mirrorkit.Options{APIKey: "mk_live_...", Project: "my-agent"})
	defer mirrorkit.Shutdown(5 * time.Second)

	mirrorkit.LogTrace([]mirrorkit.Message{
		mirrorkit.SystemMessage("You are a helpful assistant."),
		mirrorkit.UserMessage("What's the weather in Paris?"),
		mirrorkit.AssistantMessage("It's 18C and sunny."),
	}, mirrorkit.WithModel("claude-opus-4-8"))
}

Each trace is enqueued and flushed to {endpoint}/api/collect by a background goroutine (Authorization: Bearer <apiKey>, body {project, traces}).

Tool calls

Build tool-call and tool-result messages with the helpers:

mirrorkit.LogTrace([]mirrorkit.Message{
	mirrorkit.UserMessage("Cancel booking BK-4471."),
	mirrorkit.AssistantToolCalls(
		mirrorkit.NewToolCall("call_1", "cancel_booking", map[string]any{"id": "BK-4471"}),
	),
	mirrorkit.ToolResult("call_1", `{"status":"cancelled"}`),
	mirrorkit.AssistantMessage("Done — BK-4471 is cancelled."),
})

Options

mirrorkit.Init(mirrorkit.Options{
	APIKey:        "mk_live_...",           // required
	Project:       "my-agent",              // default "default"
	Endpoint:      "https://api.mirror.dev", // else MIRRORKIT_ENDPOINT / MIRROR_ENDPOINT / prod
	FlushInterval: 2 * time.Second,         // ms between background flushes
	MaxBatch:      50,                      // max traces per POST
	MaxQueue:      10_000,                  // in-memory cap; oldest dropped past this
	Debug:         false,                   // internal debug logs (or MIRRORKIT_DEBUG=1)
})

Endpoint resolution: Options.Endpoint → MIRRORKIT_ENDPOINT → MIRROR_ENDPOINT → the production default.

Lifecycle

mirrorkit.Flush(5 * time.Second)     // block until the queue drains
mirrorkit.Shutdown(5 * time.Second)  // stop the background goroutine (flushes first)

Prefer one collector per process via the package-level Init / LogTrace / Flush / Shutdown. For multiple independent collectors, use NewClient and call LogTrace / Flush / Shutdown on the returned *Client.

Testing

cd mirrorkit-go && go vet ./... && go test ./...
How do I install Mirrors?
Copy the http config for Cursor, Claude Desktop, Claude Code, or VS Code on this page. It uses the publisher's install, not a PlugMCP proxy.
Does Mirrors need an API key?
No required environment variable is listed on this record.
What transport does Mirrors use?
Mirrors is reached over HTTP.
When was Mirrors last checked?
Last checked 2026-10-16. AI agent testing: replay real sessions against a rebuilt staging environment to catch regressions.

No tool list yet. Remote servers get one after the first health check.

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