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  3. Mirrors
M
Health: Not checked yetWe have not completed a health check for this listing yet.Last checked 8/10/2026, 11:32:00 PM

Mirrors

Enrichment pendingWe haven’t run our AI enrichment pass on this listing yet, so the overview, use cases, and FAQ below may be sparse or missing. We work through the catalog over time β€” check back soon.
View RepositoryVisit Website

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

Quick Install

Automated & IDE Setup

Copy the AI prompt to install this server into Claude Code, Cursor, or another agent β€” or use 1-click editor setup below.

Add to CursorAdd to VS Code
Manual Client & Custom JSON ConfigExpand JSON β–Ύ

Install Config Generator

Choose your client
claude_desktop_config.json
{
  "mcpServers": {
    "mirrors": {
      "command": "npx",
      "args": [
        "-y",
        "mirrors"
      ]
    }
  }
}

πŸ’‘ Paste into ~/Library/Application Support/Claude/claude_desktop_config.json (macOS) or %APPDATA%\Claude\claude_desktop_config.json (Windows)

Install Directory Badge Claim listing AlternativesπŸ’» More in Developer Tools

Documentation Overview

mirrorkit (Go)

A lightweight, drop-in production trace collector for LLM agents β€” 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 β€” 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

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

Requires Go β‰₯ 1.21. Zero dependencies (standard library only).

Usage

server.ts
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:

go
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 β€” BK-4471 is cancelled."),
})

Options

go
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 β†’ MIRRORKIT_ENDPOINT β†’ MIRROR_ENDPOINT β†’ the production default.

Lifecycle

go
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

bash
cd mirrorkit-go && go vet ./... && go test ./...

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Frequently Asked Questions about Mirrors

Add the following block to your claude_desktop_config.json under mcpServers: "mcpServers": { "mirrors": { "command": "npx", "args": ["-y", "Mirrors"] } }

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Technical Specs & Signals

CategoryπŸ’»Developer Tools
More technical detailsExpand β–Ύ
TransportSTDIO
RuntimeNode.js
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27Quality signal: Emerging Β· 27/100How this signal is calculated β–Ύ
Server availabilityNot measured

Not scored for repo-hosted servers β€” we can't reach the running server, only its GitHub page. Hosted MCP endpoints are health-checked live.

Verified ownership8/20
Documentation & tools11/30
Adoption & activity1/15
Community engagement0/10

A guidance signal from public completeness & health data β€” not a user rating. New listings start lower and rise as they add docs, get verified, and grow adoption. Signals we can't observe for a listing are skipped, not counted against it.

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