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Software#llm📝 BlogAnalyzed: Dec 28, 2025 14:02

Debugging MCP servers is painful. I built a CLI to make it testable.

Published:Dec 28, 2025 13:18
1 min read
r/ArtificialInteligence

Analysis

This article discusses the challenges of debugging MCP (likely referring to Multi-Chain Processing or a similar concept in LLM orchestration) servers and introduces Syrin, a CLI tool designed to address these issues. The tool aims to provide better visibility into LLM tool selection, prevent looping or silent failures, and enable deterministic testing of MCP behavior. Syrin supports multiple LLMs, offers safe execution with event tracing, and uses YAML configuration. The author is actively developing features for deterministic unit tests and workflow testing. This project highlights the growing need for robust debugging and testing tools in the development of complex LLM-powered applications.
Reference

“No visibility into why an LLM picked a tool”

Permalinkr/ArtificialInteligence
Software Development#AI-assisted Development👥 CommunityAnalyzed: Jan 3, 2026 16:27

Git Auto Commit (GAC) - LLM-powered Git commit command line tool

Published:Oct 27, 2025 17:07
1 min read
Hacker News

Analysis

GAC is a tool that leverages LLMs to automate the generation of Git commit messages. It aims to reduce the time developers spend writing commit messages by providing contextual summaries of code changes. The tool supports multiple LLM providers, offers different verbosity modes, and includes secret detection to prevent accidental commits of sensitive information. The ease of use, with a drop-in replacement for `git commit -m`, and the reroll functionality with feedback are notable features. The support for various LLM providers is a significant advantage, allowing users to choose based on cost, performance, or preference. The inclusion of secret detection is a valuable security feature.
Reference

“GAC uses LLMs to generate contextual git commit messages from your code changes. And it can be a drop-in replacement for `git commit -m "..."`.”

PermalinkHacker News