ms acts as a centralized skill-discovery layer. It allows agents to perform BM25 searches across configured skill repositories (such as agentops and jsm) to find the most relevant procedural guidance for a given objective and load the full runnable SKILL.md content for execution.
Use this skill when you need to find a specific skill for a complex task, search through a library of existing agent skills, or load full runnable guidance for a skill identified by name or search query.
Designed for agents with MCP capabilities, Claude Code, and other autonomous agent frameworks that support external skill loading and tool integration.
This skill has not been reviewed by our automated audit pipeline yet.
Evolve — Goal-Driven Improvement Loop
Autonomous improvement loop that selects high-value work, runs a full research-plan-implement (/rpi) cycle, validates changes, and repeats to compound repo impr
RPI — Full Lifecycle Orchestrator
Orchestrates a three-phase RPI lifecycle (discovery → implementation → validation) for autonomous agent workflows, including complexity classification, routing,
Beads BV — Graph-Aware Triage
Graph-based backlog triage using bv/br: rank priorities, find bottlenecks, and produce machine-readable recommendations for agents (robot mode).
cass Session Search
Mine past agent sessions for working prompts, decisions, rituals and recovery patterns (operational tooling).
PR Preparation & Validation
Systematically prepares pull requests by validating tests, analyzing commit patterns, and generating high-quality, structured PR bodies.
Operationalize
Distill research and learnings into durable automation rules.
Handoff: Durable Session Continuation
Writes compact session handoffs to ensure seamless continuation across agents or context resets.