Mirrors
AI agent testing: replay real sessions against a rebuilt staging environment to catch regressions.
Installation
Ajoutez ceci à la configuration MCP de votre client (Claude Desktop : claude_desktop_config.json ; Cursor : .cursor/mcp.json ; VS Code et les autres utilisent la même forme « mcpServers »).
claude mcp add --transport http mirrors 'https://api.runmirrors.com/mcp'
{
"mcpServers": {
"mirrors": {
"type": "http",
"url": "https://api.runmirrors.com/mcp"
}
}
}
Documentation
Tirée du README du projet sur GitHub, actualisée chaque semaine. Les liens ouvrent GitHub.
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 ./...
Questions fréquentes
Qu'est-ce que Mirrors ?
AI agent testing: replay real sessions against a rebuilt staging environment to catch regressions.
Comment installer Mirrors ?
Il fonctionne comme serveur distant. Dans Claude Code : claude mcp add --transport http mirrors 'https://api.runmirrors.com/mcp'. Pour les autres clients, collez la configuration JSON de cette page dans leurs réglages MCP.
Faut-il une clé API pour Mirrors ?
Son entrée au registre n'indique aucune clé ni secret obligatoire. Certaines fonctions peuvent tout de même demander un compte auprès du service auquel il se connecte.
Mirrors est-il open source ?
Oui. Son code est sur GitHub sous licence MIT.
Qui maintient Mirrors ?
Il est publié par ai-singhal. AI.tn le référence sans le maintenir ni le recommander.
Issu du registre MCP officiel. Être listé n'est pas une recommandation : vérifiez le code et les permissions d'un serveur avant de lui donner accès à vos données.