Mirrors

Official registry AI and agents

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

Install

Add this to your client's MCP configuration (Claude Desktop: claude_desktop_config.json; Cursor: .cursor/mcp.json; VS Code and others use the same "mcpServers" shape).

Remote (streamable-http)
Claude Code
claude mcp add --transport http mirrors 'https://api.runmirrors.com/mcp'
JSON configuration (Claude Desktop, Cursor, VS Code)
{
    "mcpServers": {
        "mirrors": {
            "type": "http",
            "url": "https://api.runmirrors.com/mcp"
        }
    }
}

Documentation

From the project's README on GitHub, refreshed weekly. Links open on GitHub.

Contents
  1. mirrorkit (Go)
  2. Install
  3. Usage
  4. Options
  5. Lifecycle
  6. Testing

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 ./...

Frequently asked questions

What is Mirrors?

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

How do I install Mirrors?

It runs as a remote server. In Claude Code: claude mcp add --transport http mirrors 'https://api.runmirrors.com/mcp'. For other clients, paste the JSON configuration from this page into their MCP settings.

Does Mirrors need an API key?

Its registry entry lists no required key or secret. Some features may still need an account with the service it connects to.

Is Mirrors open source?

Yes. Its code is on GitHub under the MIT license.

Who maintains Mirrors?

It is published by ai-singhal. AI.tn lists it but does not maintain or endorse it.

From the official MCP Registry. Listing is not an endorsement: review a server's code and permissions before giving it access to your data.