Score breakdown
Popularity is tracked separately. Support, ads, sponsorships, and tips never affect these signals.
Why it matters
Useful for AI coding agent builders, power-user developers, and Claude Code power users who need an MIT-licensed, open-source skill, agent, MCP, and harness recommender for Claude Code and custom LLMs that walks a 79,958-node knowledge graph of 68,494 skill entity pages, 467 agents, 10,790 MCP servers, and 207 harnesses to recommend a small, top-scored bundle for the current task, with dry-run, up
Who should use it
Who should skip it
Skip if the source link, docs, or setup requirements do not match your workflow.
Risk explanation
It is an MIT-licensed skill, agent, MCP, and harness recommender that walks a 79,958-node knowledge graph, so review which skills, agents, and MCP servers it recommends, scope which projects the recommender is allowed to scan, confirm that dry-run and uninstall controls are exercised before any install, and gate any production rollout behind a review pass before enabling ctx on shared developer machines.