Akmatori Blog

Goose is a fast-moving open-source AI agent from Block that gives platform and DevOps teams a local, extensible way to automate engineering work with MCP integrations, multi-model support, and both CLI and desktop workflows.

Shannon Lite is an open-source white-box AI pentester that combines source code analysis, browser automation, and proof-based exploitation. For DevSecOps teams shipping fast, it offers a practical way to run deeper security ch...

Microsoft Agent Framework is one of the more interesting launches for platform teams right now. It gives engineers a practical way to build agentic systems with workflows, telemetry, and state management instead of stitching t...

Perfmon gives SRE and DevOps teams a focused terminal dashboard for CPU, memory, load, network activity, and custom shell commands without piling multiple tools into separate panes.

Google MCP Toolbox for Databases gives AI agents a safer path into operational data. It packages prebuilt database tools, structured custom tools, and OpenTelemetry support into one MCP server that fits real DevOps and SRE wor...

Temporal is trending again because more teams are treating long-running automation like production software instead of fragile glue code. For SRE and platform teams, that makes it a strong fit for incident workflows, maintenan...