Mirrors

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

Description

The staging environmentyour agents never had. · Mirrors rebuilds the systems your AI agents call and replays real sessions against every prompt, tool, or model change before it reaches production. · How your environment gets built · What changes once your agent has an environment · Start free. Pay for what you replay. · Frequently Asked Questions

Installation

Not sure where to start — ask an assistant to walk you through:

Specs

Type MCP server
SectionMCP servers
Pricing free
Platform Command line
Systems cli, api
Hostingcloud
Installmcp
Protocolsmcp
Site languageen
GitHubai-singhal/mirrorkit-go
Launched2026-08-03

Can do

agents api

Integrations

claude teams openai anthropic langchain

Platforms

api cli

Protocols

mcp

Tags

agents api

Hashtags

mcpserver #agents #api #mcpservers

Social

X LinkedIn

Source code

ai-singhal/mirrorkit-go

Found in sources

mcp-registry

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