Debug Companion MCP

analyze_error_with_gemini

Analyze Python error messages with Gemini to get debugging insights and potential fixes using provided code context.

TableJSON Schema

Name	Required	Description	Default
`error_message`	Yes
`code_context`	No

Redis vs ioredis vs valkey-glide
By punkpeye on January 26, 2026.
benchmark
Redis
valkey
Quickstart: Publish an MCP Server to the MCP Registry
By punkpeye on January 24, 2026.
mcp
official reference mirror
Official MCP Registry Server.json Requirements
By punkpeye on January 24, 2026.
mcp
official reference mirror

We provide all the information about MCP servers via our MCP API.

curl -X GET 'https://glama.ai/api/mcp/v1/servers/shanirap/MCP-SERVER'

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