A practitioner describes using KitOps (CNCF Sandbox) to package models, datasets, MCP server bundles, agent skills, and policies as versioned OCI artifacts called ModelKits, solving reproducibility problems where MCP configs, skills, and prompts lived in separate places. The CLI mimics Docker workflows and works with existing OCI registries.
Pullrun is a ~20 MB runtime that executes OCI images as either containers (via runc) or microVMs (Firecracker on Linux, Apple Silicon VMs on macOS) from the same image, eliminating the need for a separate VM build step. It integrates natively with the Model Context Protocol (MCP), exposing 15 runtime operations as MCP tools for AI agents like Claude Code and opencode. This gives agents a consistent, sandboxed execution environment without managing Docker or full VMs.
Pullrun is a ~20 MB runtime that executes OCI images as either containers (via runc) or microVMs (Firecracker on Linux, Apple Silicon VMs on macOS) from the same image, eliminating the need for a separate VM build step. It integrates natively with the Model Context Protocol (MCP), exposing 15 runtime operations as MCP tools for AI agents like Claude Code and opencode. This gives agents a consistent, sandboxed execution environment without managing Docker or full VMs.
A developer released Trivium, a CLI tool that pins agent skills to exact Git commits and records them in a `skills.lock` file, enabling reproducible skill environments. The tool supports named environments for switching between different skill configurations, addressing the common problem of tracking skill revisions during evaluation.
A developer released Trivium, a CLI tool that pins agent skills to exact Git commits and records them in a `skills.lock` file, enabling reproducible skill environments. The tool supports named environments for switching between different skill configurations, addressing the common problem of tracking skill revisions during evaluation.
Tachyon is a framework for building Model Context Protocol (MCP) servers in Java 21+ and Kotlin without Spring or reactive APIs. It leverages Netty, Streamable HTTP, virtual threads, and Kotlin coroutines. It is currently in 1.0 beta and aims to simplify MCP server development for JVM developers.
Tachyon is a framework for building Model Context Protocol (MCP) servers in Java 21+ and Kotlin without Spring or reactive APIs. It leverages Netty, Streamable HTTP, virtual threads, and Kotlin coroutines. It is currently in 1.0 beta and aims to simplify MCP server development for JVM developers.
SkillRanger is a package manager for AI agent skills, treating skills like packages with versions, checksums, and static audits. It scans a repository, detects the stack, and recommends a small set of compatible skills, avoiding clutter. It solves the problem of trusting and managing skill files in projects using Codex or Claude Code.
SkillRanger is a package manager for AI agent skills, treating skills like packages with versions, checksums, and static audits. It scans a repository, detects the stack, and recommends a small set of compatible skills, avoiding clutter. It solves the problem of trusting and managing skill files in projects using Codex or Claude Code.
A proposed standard called Agent Plugins packages Agent Skills and MCP servers into a single portable folder that any compatible agent client can load. The approach reuses existing standards rather than reinventing them, and isolates failures so a broken MCP server doesn't block valid Skills. It aims to keep the core small while allowing client-specific extensions.
A proposed standard called Agent Plugins packages Agent Skills and MCP servers into a single portable folder that any compatible agent client can load. The approach reuses existing standards rather than reinventing them, and isolates failures so a broken MCP server doesn't block valid Skills. It aims to keep the core small while allowing client-specific extensions.