mcp

MCP-native AI SRE: ask what's broken in production, get a reviewed GitHub fix PR.

Should I use this

Quality & Safety

A
Description quality
100%
Schema completeness
80%
Naming quality
90%
Poisoning risk
100%
Permission match
100%
Protocol compliance
100%

Based on automated analysis of tool definitions and protocol compliance.

Context Cost

~699Tokens (tool definitions)
~927 BTypical response size
Moderate attention impact (0.55% of 128k context)

This is the approximate number of tokens consumed each time the server's tools are loaded into a model's context. Higher counts reduce the attention available for other tasks.

Install

One-Click Install

Add this to your `claude_desktop_config.json` file:

{
  "mcpServers": {
    "mcp": {
      "url": "https://aient.ai/mcp"
    }
  }
}

Remote endpoints

https://aient.ai/mcpstreamable-http

What it can do

Tool inventory

No publishable tool enumeration has been recorded.

Compare

Peer Comparison

Compare this server with others in the same category.

Tools:0
Tools:0
Tools:3
Token cost:473
Grade:A
Tools:0
Uptime:100.0%
Latency:256ms

Version History

unknown → unknown
11/3/2026
Initial manifest with 2 tools
Details
Added:
  • + signup
  • + verify_email
unknown → unknown
11/3/2026
Initial manifest with 2 tools
Details
Added:
  • + signup
  • + verify_email
unknown → unknown
11/3/2026
Initial manifest with 2 tools
Details
Added:
  • + signup
  • + verify_email
unknown → unknown
11/3/2026
Initial manifest with 2 tools
Details
Added:
  • + signup
  • + verify_email
unknown → unknown
11/3/2026
Initial manifest with 2 tools
Details
Added:
  • + signup
  • + verify_email
unknown → unknown
11/3/2026
Initial manifest with 2 tools
Details
Added:
  • + signup
  • + verify_email
unknown → unknown
11/3/2026
Initial manifest with 2 tools
Details
Added:
  • + signup
  • + verify_email
unknown → unknown
11/3/2026
Initial manifest with 2 tools
Details
Added:
  • + signup
  • + verify_email
unknown → unknown
11/3/2026
Initial manifest with 2 tools
Details
Added:
  • + signup
  • + verify_email
unknown → unknown
11/3/2026
Initial manifest with 2 tools
Details
Added:
  • + signup
  • + verify_email

Community

Rate this Server

Evidence

Recent observations

auth requiredversion not recorded—
auth requiredversion not recorded—
verifiedversion not recorded2 tools
verifiedversion not recorded2 tools
verifiedversion not recorded2 tools
verifiedversion not recorded2 tools